The authors study the relationship between the change in prices of the housekeeping services and the labour decisions and time use of native females. This relationship happens even without any impact on wages. Cortès (2008) has found that the waves of low-skilled immigrant have led to a decrease in the prices of housekeeping services which should lead to people spending less time in household production. Indeed, the opportunity cost of engaging someone to do it in their stead is reduced so they have more incentive to spend more time working and less time doing household production.
The authors first develop a theoretical model to assess which social categories of women are concerned by the phenomenon and then test the results empirically using census data on immigration and labour supply and information about time spent to household production and reported expenditures on housekeeping services.
They want to exploit the cross-city variations in immigration. The first problem they might encounter is endogeneity in locations, that is, some cities might be systematically different from others. To check that this is not the case, and that the identification assumption is not violated, they control for some shocks that could have happened in 1970 on the cities key variables like female educational attainment and participation to work as well as the industry composition. They then use the immigrants’ distribution of 1970 to determine their choice of location in 1980 and 1990. The second problem is that female labour force participation could be affected by other channels than the reduction in housekeeping price. The authors then choose to take the male labour force participation as a control group and check whether their participation change and whether women have an increase in wage compared to men. Finally, the authors test the relevance of the time-use decision mechanism by comparing the estimated pattern of the immigration effect by skill level of women with the predicted pattern given by the model and look at the mirror decisions of housework and consumption of housekeeping services.
Comparing the effect of the flow of low-skilled immigrants on supply of hours worked and on educational attainment of women as a control. The effects are similar on women at the top wage distribution and women with a high level of education since many of them are the same people. This shows the close link between education and wage.
Using men labour supply as a control. It is not common to do so since they have labour participation trajectories rather different. However, men and women at the top of the distribution are more likely to react the same way to economic incentives. We can also notice that the more women have invested in their education, the more they work and the more similar is their labour supply to males’ labour supply. Indeed, the opportunity cost of not working is much higher when you have invested in your education. Hence, men and women at the top wage distribution are much closer than men and women at the bottom wage distribution. Still, the authors control whether female workers have children below or above five years old because it impacts their labour force participation more than men. They also include city x decades fixed effects to control first the choice of location of immigrants in 1970 that still might be relevant for labour supply decisions (no difference between male and female is assumed). Second it controls whether the inflow of low-skilled immigrants can have an impact on natives’ labour supply through complementarity in the production process.
Maybe comparing female to female evolution would be more relevant. Taking a sample of women in where there is lower low-skilled immigration or no-skilled immigration and check whether women have incentives to participate more in the labor market through wages for example. Here, the authors use the male labor force participation but male and female have very different conditions on the labour market, especially in 1970 where many women were still stay-at-home. However, men and women at the top of the distribution are more likely to react the same way to economic incentives. We can also notice that the more women have invested in their education, the more they work and the more similar is their labour supply to males’ labour supply. Indeed, the opportunity cost of not working is much higher when you have invested in your education. Hence, men and women at the top wage distribution are much closer than men and women at the bottom wage distribution.
Including males labour force participation as a control group still has limitations. First, males are usually less involved in household work. This means that a decrease in the price of housekeeping services will less affect their labour supply. Therefore, the estimates of the control group are then a lower bound for the female group. Indeed, the estimates confirm that high-skilled females have reacted more than high-skilled males to the inflow of low-skilled immigrants. An interaction variable between men and women is added to measure the impact of their interaction on time-use decisions given the inflow of low-skilled immigrants. However, what stands out is that women have received relatively lower wages compared to men in cities with massive inflow of immigrants.
Many services are not accounted for here: gardening, laundry, grocery shopping while these activities are among the main housekeeping services and are accounted for in household production. This means that the study provides a lower bound for the effect of the immigrants’ inflow on the purchases of service market.
Maybe actualise this study could be relevant. Today, we may have more data on housekeeping services, including gardening, laundry and grocery shopping, however, another limitation is that housekeeping services can be done illicitly and not be declared. Maybe taking into account the estimated share of illicit work would get us closer to the real impact of housekeeping services. There are probably more single fathers now than before which could represent a good control group for mothers and especially single mothers. Furthermore, with schooling inflation, there are more high educated women than in 1970, 1980 and 1990 so the results could be even more significant.
In the concluding remarks, the authors suggest that there are some barriers due to the lack of affordable housekeeping services. However, they assume that women are more attached to family life than men. Maybe another explanation can be found in the social norms and preferences. In the last century, women have obtained a lot of rights that made them more independent from their husbands, however, that was still quite recent in 1970 and 1980. So, there may be an adaption time from society to these new rights and norms. Task sharing was less equal than today in the norms so that may be a clue of why women are more penalised than men by the lack of affordable services.
install.packages("https://www.ssc.wisc.edu/~hemken/Stataworkshops/Statamarkdown/Statamarkdown_0.5.5.tar.gz",type="source", repos=NULL)## Installing package into 'C:/Users/laure/Documents/R/win-library/4.0'
## (as 'lib' is unspecified)library(Statamarkdown)## No Stata executable found.## No Stata executable found.
## No Stata executable found.
## No Stata executable found.## Found an existing 'profile.do'## **Table 1
## use C:\Users\laure\Desktop\Final\census_30cities.dta, clear
##
## gen hsdrop=higraded<150 if year==1980
## replace hsdrop=educ<6 if year>1980
## gen foreign=(citizen==2|citizen==3)
## gen fhsdrop=hsdrop*foreign
## gen lf=1
## sort metaread
## collapse (sum) fhsdrop lf (mean) city30 [aweight=perwt], by(metaread year )
## gen fhsdropshare=fhsdrop/lf
## drop fhsdrop lf
## reshape wide fhsdropshare, i(metaread) j(year)
## for var fhsdropshare1980 fhsdropshare1990 fhsdropshare2000: replace X=X*100
## browse
## list metaread fhsdropshare1980 fhsdropshare1990 fhsdropshare2000
## #delimit;
## *** creates dataset instrument.dta **;
##
## set more off;
##
## ** construction of key variables ***;
##
## use C:\Users\laure\Desktop\Final\census_instrument.dta, clear;
##
## gen student=(school==2);
## gen lf=(labforce==2);
## drop if gq==3|gq==4;
## gen foreign=(citizen==2|citizen==3);
##
## gen def=lf==1&student==0;
##
##
##
## *** construction of key independent variable;
##
## collapse (sum) def [aweight=perwt], by(metaread year foreign);
##
## reshape wide def, i(year metaread) j(foreign);
##
## rename def0 nhsdrop;
## rename def1 fhsdrop;
##
##
##
##
## gen indep=log(nhsdrop+fhsdrop);
##
## sort metaread year;
##
## save indepvar, replace;
##
## *********************;
##
## use C:\Users\laure\Desktop\Final\census_instrument.dta, clear;
##
## gen student=(school==2);
## gen lf=(labforce==2);
## drop if gq==3|gq==4;
## gen foreign=(citizen==2|citizen==3);
##
## gen def=lf==1&student==0;
##
##
## sort metaread;
## keep if bpld>14999;
## drop if gq==3|gq==4;
## keep if labforce==2;
## keep if foreign==1;
##
## sort bpld;
## merge bpld using C:\Users\laure\Desktop\Final\bpld70.dta;
## keep if _merge==3;
##
##
## collapse (sum) def [fweight=perwt], by(bpld year);
##
##
## sort bpld;
## rename def stock;
##
##
##
## drop if bpld==30090|bpld==41300|bpld==49900|bpld==59900|bpld==60099|bpld==90010;
##
## reshape wide stock, i(year) j(bpld);
##
## save stocks, replace;
##
## ***************************************************************************************************************;
## ** C. Merge previous files with dataset of actual numbers of immigrants and natives in 1980, 1990, 2000 - construct instrument**;
##
## use C:\Users\laure\Desktop\indepvar.dta, clear;
## sort year;
## merge year using C:\Users\laure\Desktop\stocks.dta;
## sort metaread;
## keep if _merge==3;
## drop _merge;
## merge metaread using C:\Users\laure\Desktop\Final\distribution70.dta;
## keep if _merge==3;
## drop _merge;
## for any 15000 20000 21010 21020 21030 51800 21040 21050 21060 21070 25000 26010 26020 26030 26060 30005 30010 30015 30020 30025 30030 30045 30050 30060 30065 40000 40100 40400 40500 41000 41100 41400 41410 42000 42100 42500 42600 43000 43300 43400 43600 43610 43800 45000 45100 45200 45300 45400 45500 45600 45700 46100 46200 46500 50000 50100 50200 51500 52100 52140 52200 53400 53500 53700 54100 54200 60012 60094 70010 70020:
## gen predimmiX=stockX*dis70allX \replace predimmiX=0 if predimmiX==. ;
##
##
##
## egen pimmitot=rsum(predimmi*);
##
##
## gen ins=log(pimmitot);
##
## keep ins indep metaread year fhsdrop;
##
## sort metaread year;
## label var indep "main independent variable";
## label var ins "instrument";
## save instrument, replace;
##
## #delimit;
## set more off;
## clear;
##
## ************************* TABLE 3 **********************;
## use C:\Users\laure\Desktop\Final\psid_atus.dta, clear;
##
## *** merge instrument;
## sort metaread year;
##
## merge metaread year using C:\Users\laure\Desktop\instrument.dta;
##
##
##
## keep if _merge==3;
##
## *** merge with percentiles from female wage distribution by region **;
##
## sort region year;
##
## drop _merge;
## merge region year using C:\Users\laure\Desktop\Final\wage_percentiles_by_region.dta;
## drop _merge;
##
## ** create fixed effects **;
## keep if region~=.&weekhswork!=.;
##
## ** generate percentiles **;
## gen p025=(hwage<=hwagep25r) if hwage~=.;
##
## gen p2550=((hwagep25r<hwage)&(hwage<=hwagep50r)) if hwage~=.;
##
## gen p5075=((hwagep50r<hwage)&(hwage<=hwagep75r)) if hwage~=.;
## gen p75100=(hwagep75r<hwage) if hwage~=.;
## gen p90100=(hwagep90r<hwage) if hwage~=.;
## gen p99100=(hwagep99r<hwage) if hwage~=.;
##
## log using table3, replace;
##
##
## for var p025 p2550 p5075 p75100 p90100 :
## sum weekhswork uhrsworkcon age married children child5 if X==1&male==0&year==1980\
## sum weekhswork uhrsworkcon age married children child5 if X==1&male==0&year==2000 ;
##
## for var p025 p2550 p5075 p75100 p90100 :
## sum weekhswork if X==1&male==1&year==1980\
## sum weekhswork if X==1&male==1&year==2000 ;
## log close;
##
## #delimit;
## clear;
##
## set more off;
##
## ****************************** TABLE 4 ******************;
##
## use C:\Users\laure\Desktop\Final\cex.dta, clear;
##
## ** creation of wage variable, to match with percentiles **;
##
## gen hwage=salaryx2/(inc_hrsq2*incweekq2) if salaryx2>0&inc_hrsq2>0&incweekq2>0;
##
## ** construction of controls **;
##
## gen blackwoman=(race2==2) if age2~=.;
## gen marriedwoman=(marital2==1) if age2~=.;
## gen hispanicwoman=(origin2>9&origin2<18);
##
## gen woman1664=(age2>15&age2<65);
## drop if hispanicwoman==1&hsdropwoman==1;
##
## keep if age2>17&age2<65&age2~=.;
##
## rename childless6 child5;
##
## *** merge instrument;
## sort metaread year;
##
## merge metaread year using C:\Users\laure\Desktop\instrument.dta;
##
##
##
## keep if _merge==3;
##
## *** merge with percentiles from female wage distribution by region **;
##
## sort region year;
##
## drop _merge;
## merge region year using C:\Users\laure\Desktop\Final\wage_percentiles_by_region.dta;
## drop _merge;
##
##
## gen p025=(hwage<=hwagep25r) if hwage~=.;
##
## gen p2550=((hwagep25r<hwage)&(hwage<=hwagep50r)) if hwage~=.;
##
## gen p5075=((hwagep50r<hwage)&(hwage<=hwagep75r)) if hwage~=.;
## gen p75100=(hwagep75r<hwage) if hwage~=.;
## gen p90100=(hwagep90r<hwage) if hwage~=.;
##
##
##
## *** deflate expenses **;
## for var avcost340310 avcost340410 avcost440210: replace X=X*0.71 if year==2000 \ replace X=X*1.72 if year==1980;
##
## gen avcost340310con=avcost340310 if avcost340310>0;
##
##
## log using table4, replace;
## gen avcost340310c=avcost340310;
## replace avcost340310c=. if avcost340310==0;
##
## for var p025 p2550 p5075 p75100 p90100:
## sum dum340310c1 avcost340310c [aweight=finlwt21] if X==1&year==1980 \
## sum dum340310c1 avcost340310c [aweight=finlwt21] if X==1&year==1990 \
## sum dum340310c1 avcost340310c [aweight=finlwt21] if X==1&year==2000 ;
## log close;
##
## ** first stage
## #delimit;
##
## use C:\Users\laure\Desktop\instrument.dta, clear;
##
## sort metaread year;
## merge metaread year using C:\Users\laure\Desktop\Final\controls.dta;
## keep if _merge==3;
## drop _merge;
##
## sort metaread;
##
## merge metaread using C:\Users\laure\Desktop\Final\region9.dta ;
## keep if _merge==3;
## drop _merge;
## sort metaread year;
## merge metaread year using C:\Users\laure\Desktop\Final\alllf.dta;
## keep if _merge==3;
## drop _merge;
##
## egen min=min(year), by(metaread);
## egen max=max(year), by(metaread);
##
## drop if max==1990|min==1990;
##
## sort year;
##
## tab metaread, gen(city);
## tab year, gen(y);
## tab region, gen(rg);
## for num 1/9: gen rgXy1=rgX*y1 \gen rgXy2=rgX*y2;
## gen california=(metaread==680|metaread==2840|metaread==4480|metaread==6780|metaread==6920|metaread==7120|metaread==7400|metaread==7470|metaread==7320|metaread==7360|metaread==8730|metaread==8120);
##
##
## log using table5, replace;
##
## reg indep ins city* rg1y1-rg9y2 [aweight=all], robust;
##
## reg indep ins city* rg1y1-rg9y2 [aweight=all] if california==0, robust;
##
## reg indep ins city* rg1y1-rg9y2 [aweight=all] if metaread~=4480&metaread~=5600&metarea~=5000, robust;
##
## reg indep ins lwagehourgradmorey70y1- lfwomencollegeplus70y2 city* rg1y1-rg9y2 [aweight=all], robust;
## log close;
## #delimit;
## clear;
## set more off;
##
## ********************************************* TABLE 6 *************************************;
##
##
##
##
## use C:\Users\laure\Desktop\Final\basic_census.dta, replace;
## *** keep women only ***;
## keep if sex==2;
##
## *** merge instrument;
## sort metaread year;
##
## merge metaread year using C:\Users\laure\Desktop\instrument.dta;
##
##
##
## keep if _merge==3;
## egen min=min(year), by(metaread);
## egen max=max(year), by(metaread);
##
## drop if max==1990|min==1990;
##
## *** merge with percentiles from female wage distribution by region **;
##
## sort region year;
##
## drop _merge;
## merge region year using C:\Users\laure\Desktop\Final\wage_percentiles_by_region.dta;
## drop _merge;
##
## *** create groups**;
##
## gen p025=(hwage<=hwagep25r) if hwage~=.;
## gen p2550=((hwagep25r<hwage)&(hwage<=hwagep50r)) if hwage~=.;
## gen p5075=((hwagep50r<hwage)&(hwage<=hwagep75r)) if hwage~=.;
## gen p75100=(hwagep75r<hwage) if hwage~=.;
## gen p90100=(hwagep90r<hwage) if hwage~=.;
##
## save temp, replace;
##
##
## for any 90100 75100 5075 2550 025:
##
## use C:\Users\laure\Desktop\temp.dta, clear \ keep if pX==1 \ do C:\Users\laure\Desktop\Final\AEJApp-20090171_data\Final\construction_variables_table6.txt \ log using table6pX, replace \ do C:\Users\laure\Desktop\Final\AEJApp-20090171_data\Final\regressions_table6.txt \ log close;
##
## erase temp.dta;
##
## **Table 1
## use C:\Users\laure\Desktop\Final\census_30cities.dta, clear
##
## gen hsdrop=higraded<150 if year==1980
## replace hsdrop=educ<6 if year>1980
## gen foreign=(citizen==2|citizen==3)
## gen fhsdrop=hsdrop*foreign
## gen lf=1
## sort metaread
## collapse (sum) fhsdrop lf (mean) city30 [aweight=perwt], by(metaread year )
## gen fhsdropshare=fhsdrop/lf
## drop fhsdrop lf
## reshape wide fhsdropshare, i(metaread) j(year)
## for var fhsdropshare1980 fhsdropshare1990 fhsdropshare2000: replace X=X*100
## browse
## list metaread fhsdropshare1980 fhsdropshare1990 fhsdropshare2000
## #delimit;
## *** creates dataset instrument.dta **;
##
## set more off;
##
## ** construction of key variables ***;
##
## use C:\Users\laure\Desktop\Final\census_instrument.dta, clear;
##
## gen student=(school==2);
## gen lf=(labforce==2);
## drop if gq==3|gq==4;
## gen foreign=(citizen==2|citizen==3);
##
## gen def=lf==1&student==0;
##
##
##
## *** construction of key independent variable;
##
## collapse (sum) def [aweight=perwt], by(metaread year foreign);
##
## reshape wide def, i(year metaread) j(foreign);
##
## rename def0 nhsdrop;
## rename def1 fhsdrop;
##
##
##
##
## gen indep=log(nhsdrop+fhsdrop);
##
## sort metaread year;
##
## save indepvar, replace;
##
## *********************;
##
## use C:\Users\laure\Desktop\Final\census_instrument.dta, clear;
##
## gen student=(school==2);
## gen lf=(labforce==2);
## drop if gq==3|gq==4;
## gen foreign=(citizen==2|citizen==3);
##
## gen def=lf==1&student==0;
##
##
## sort metaread;
## keep if bpld>14999;
## drop if gq==3|gq==4;
## keep if labforce==2;
## keep if foreign==1;
##
## sort bpld;
## merge bpld using C:\Users\laure\Desktop\Final\bpld70.dta;
## keep if _merge==3;
##
##
## collapse (sum) def [fweight=perwt], by(bpld year);
##
##
## sort bpld;
## rename def stock;
##
##
##
## drop if bpld==30090|bpld==41300|bpld==49900|bpld==59900|bpld==60099|bpld==90010;
##
## reshape wide stock, i(year) j(bpld);
##
## save stocks, replace;
##
## ***************************************************************************************************************;
## ** C. Merge previous files with dataset of actual numbers of immigrants and natives in 1980, 1990, 2000 - construct instrument**;
##
## use C:\Users\laure\Desktop\indepvar.dta, clear;
## sort year;
## merge year using C:\Users\laure\Desktop\stocks.dta;
## sort metaread;
## keep if _merge==3;
## drop _merge;
## merge metaread using C:\Users\laure\Desktop\Final\distribution70.dta;
## keep if _merge==3;
## drop _merge;
## for any 15000 20000 21010 21020 21030 51800 21040 21050 21060 21070 25000 26010 26020 26030 26060 30005 30010 30015 30020 30025 30030 30045 30050 30060 30065 40000 40100 40400 40500 41000 41100 41400 41410 42000 42100 42500 42600 43000 43300 43400 43600 43610 43800 45000 45100 45200 45300 45400 45500 45600 45700 46100 46200 46500 50000 50100 50200 51500 52100 52140 52200 53400 53500 53700 54100 54200 60012 60094 70010 70020:
## gen predimmiX=stockX*dis70allX \replace predimmiX=0 if predimmiX==. ;
##
##
##
## egen pimmitot=rsum(predimmi*);
##
##
## gen ins=log(pimmitot);
##
## keep ins indep metaread year fhsdrop;
##
## sort metaread year;
## label var indep "main independent variable";
## label var ins "instrument";
## save instrument, replace;
##
## #delimit;
## set more off;
## clear;
##
## ************************* TABLE 3 **********************;
## use C:\Users\laure\Desktop\Final\psid_atus.dta, clear;
##
## *** merge instrument;
## sort metaread year;
##
## merge metaread year using C:\Users\laure\Desktop\instrument.dta;
##
##
##
## keep if _merge==3;
##
## *** merge with percentiles from female wage distribution by region **;
##
## sort region year;
##
## drop _merge;
## merge region year using C:\Users\laure\Desktop\Final\wage_percentiles_by_region.dta;
## drop _merge;
##
## ** create fixed effects **;
## keep if region~=.&weekhswork!=.;
##
## ** generate percentiles **;
## gen p025=(hwage<=hwagep25r) if hwage~=.;
##
## gen p2550=((hwagep25r<hwage)&(hwage<=hwagep50r)) if hwage~=.;
##
## gen p5075=((hwagep50r<hwage)&(hwage<=hwagep75r)) if hwage~=.;
## gen p75100=(hwagep75r<hwage) if hwage~=.;
## gen p90100=(hwagep90r<hwage) if hwage~=.;
## gen p99100=(hwagep99r<hwage) if hwage~=.;
##
## log using table3, replace;
##
##
## for var p025 p2550 p5075 p75100 p90100 :
## sum weekhswork uhrsworkcon age married children child5 if X==1&male==0&year==1980\
## sum weekhswork uhrsworkcon age married children child5 if X==1&male==0&year==2000 ;
##
## for var p025 p2550 p5075 p75100 p90100 :
## sum weekhswork if X==1&male==1&year==1980\
## sum weekhswork if X==1&male==1&year==2000 ;
## log close;
##
## #delimit;
## clear;
##
## set more off;
##
## ****************************** TABLE 4 ******************;
##
## use C:\Users\laure\Desktop\Final\cex.dta, clear;
##
## ** creation of wage variable, to match with percentiles **;
##
## gen hwage=salaryx2/(inc_hrsq2*incweekq2) if salaryx2>0&inc_hrsq2>0&incweekq2>0;
##
## ** construction of controls **;
##
## gen blackwoman=(race2==2) if age2~=.;
## gen marriedwoman=(marital2==1) if age2~=.;
## gen hispanicwoman=(origin2>9&origin2<18);
##
## gen woman1664=(age2>15&age2<65);
## drop if hispanicwoman==1&hsdropwoman==1;
##
## keep if age2>17&age2<65&age2~=.;
##
## rename childless6 child5;
##
## *** merge instrument;
## sort metaread year;
##
## merge metaread year using C:\Users\laure\Desktop\instrument.dta;
##
##
##
## keep if _merge==3;
##
## *** merge with percentiles from female wage distribution by region **;
##
## sort region year;
##
## drop _merge;
## merge region year using C:\Users\laure\Desktop\Final\wage_percentiles_by_region.dta;
## drop _merge;
##
##
## gen p025=(hwage<=hwagep25r) if hwage~=.;
##
## gen p2550=((hwagep25r<hwage)&(hwage<=hwagep50r)) if hwage~=.;
##
## gen p5075=((hwagep50r<hwage)&(hwage<=hwagep75r)) if hwage~=.;
## gen p75100=(hwagep75r<hwage) if hwage~=.;
## gen p90100=(hwagep90r<hwage) if hwage~=.;
##
##
##
## *** deflate expenses **;
## for var avcost340310 avcost340410 avcost440210: replace X=X*0.71 if year==2000 \ replace X=X*1.72 if year==1980;
##
## gen avcost340310con=avcost340310 if avcost340310>0;
##
##
## log using table4, replace;
## gen avcost340310c=avcost340310;
## replace avcost340310c=. if avcost340310==0;
##
## for var p025 p2550 p5075 p75100 p90100:
## sum dum340310c1 avcost340310c [aweight=finlwt21] if X==1&year==1980 \
## sum dum340310c1 avcost340310c [aweight=finlwt21] if X==1&year==1990 \
## sum dum340310c1 avcost340310c [aweight=finlwt21] if X==1&year==2000 ;
## log close;
##
## ** first stage
## #delimit;
##
## use C:\Users\laure\Desktop\instrument.dta, clear;
##
## sort metaread year;
## merge metaread year using C:\Users\laure\Desktop\Final\controls.dta;
## keep if _merge==3;
## drop _merge;
##
## sort metaread;
##
## merge metaread using C:\Users\laure\Desktop\Final\region9.dta ;
## keep if _merge==3;
## drop _merge;
## sort metaread year;
## merge metaread year using C:\Users\laure\Desktop\Final\alllf.dta;
## keep if _merge==3;
## drop _merge;
##
## egen min=min(year), by(metaread);
## egen max=max(year), by(metaread);
##
## drop if max==1990|min==1990;
##
## sort year;
##
## tab metaread, gen(city);
## tab year, gen(y);
## tab region, gen(rg);
## for num 1/9: gen rgXy1=rgX*y1 \gen rgXy2=rgX*y2;
## gen california=(metaread==680|metaread==2840|metaread==4480|metaread==6780|metaread==6920|metaread==7120|metaread==7400|metaread==7470|metaread==7320|metaread==7360|metaread==8730|metaread==8120);
##
##
## log using table5, replace;
##
## reg indep ins city* rg1y1-rg9y2 [aweight=all], robust;
##
## reg indep ins city* rg1y1-rg9y2 [aweight=all] if california==0, robust;
##
## reg indep ins city* rg1y1-rg9y2 [aweight=all] if metaread~=4480&metaread~=5600&metarea~=5000, robust;
##
## reg indep ins lwagehourgradmorey70y1- lfwomencollegeplus70y2 city* rg1y1-rg9y2 [aweight=all], robust;
## log close;
## #delimit;
## clear;
## set more off;
##
## ********************************************* TABLE 6 *************************************;
##
##
##
##
## use C:\Users\laure\Desktop\Final\basic_census.dta, replace;
## *** keep women only ***;
## keep if sex==2;
##
## *** merge instrument;
## sort metaread year;
##
## merge metaread year using C:\Users\laure\Desktop\instrument.dta;
##
##
##
## keep if _merge==3;
## egen min=min(year), by(metaread);
## egen max=max(year), by(metaread);
##
## drop if max==1990|min==1990;
##
## *** merge with percentiles from female wage distribution by region **;
##
## sort region year;
##
## drop _merge;
## merge region year using C:\Users\laure\Desktop\Final\wage_percentiles_by_region.dta;
## drop _merge;
##
## *** create groups**;
##
## gen p025=(hwage<=hwagep25r) if hwage~=.;
## gen p2550=((hwagep25r<hwage)&(hwage<=hwagep50r)) if hwage~=.;
## gen p5075=((hwagep50r<hwage)&(hwage<=hwagep75r)) if hwage~=.;
## gen p75100=(hwagep75r<hwage) if hwage~=.;
## gen p90100=(hwagep90r<hwage) if hwage~=.;
##
## save temp, replace;
##
##
## for any 90100 75100 5075 2550 025:
##
## use C:\Users\laure\Desktop\temp.dta, clear \ keep if pX==1 \ do C:\Users\laure\Desktop\Final\AEJApp-20090171_data\Final\construction_variables_table6.txt \ log using table6pX, replace \ do C:\Users\laure\Desktop\Final\AEJApp-20090171_data\Final\regressions_table6.txt \ log close;
##
## erase temp.dta;
##
## **Table 1
## use C:\Users\laure\Desktop\Final\census_30cities.dta, clear
##
## gen hsdrop=higraded<150 if year==1980
## replace hsdrop=educ<6 if year>1980
## gen foreign=(citizen==2|citizen==3)
## gen fhsdrop=hsdrop*foreign
## gen lf=1
## sort metaread
## collapse (sum) fhsdrop lf (mean) city30 [aweight=perwt], by(metaread year )
## gen fhsdropshare=fhsdrop/lf
## drop fhsdrop lf
## reshape wide fhsdropshare, i(metaread) j(year)
## for var fhsdropshare1980 fhsdropshare1990 fhsdropshare2000: replace X=X*100
## browse
## list metaread fhsdropshare1980 fhsdropshare1990 fhsdropshare2000
## #delimit;
## *** creates dataset instrument.dta **;
##
## set more off;
##
## ** construction of key variables ***;
##
## use C:\Users\laure\Desktop\Final\census_instrument.dta, clear;
##
## gen student=(school==2);
## gen lf=(labforce==2);
## drop if gq==3|gq==4;
## gen foreign=(citizen==2|citizen==3);
##
## gen def=lf==1&student==0;
##
##
##
## *** construction of key independent variable;
##
## collapse (sum) def [aweight=perwt], by(metaread year foreign);
##
## reshape wide def, i(year metaread) j(foreign);
##
## rename def0 nhsdrop;
## rename def1 fhsdrop;
##
##
##
##
## gen indep=log(nhsdrop+fhsdrop);
##
## sort metaread year;
##
## save indepvar, replace;
##
## *********************;
##
## use C:\Users\laure\Desktop\Final\census_instrument.dta, clear;
##
## gen student=(school==2);
## gen lf=(labforce==2);
## drop if gq==3|gq==4;
## gen foreign=(citizen==2|citizen==3);
##
## gen def=lf==1&student==0;
##
##
## sort metaread;
## keep if bpld>14999;
## drop if gq==3|gq==4;
## keep if labforce==2;
## keep if foreign==1;
##
## sort bpld;
## merge bpld using C:\Users\laure\Desktop\Final\bpld70.dta;
## keep if _merge==3;
##
##
## collapse (sum) def [fweight=perwt], by(bpld year);
##
##
## sort bpld;
## rename def stock;
##
##
##
## drop if bpld==30090|bpld==41300|bpld==49900|bpld==59900|bpld==60099|bpld==90010;
##
## reshape wide stock, i(year) j(bpld);
##
## save stocks, replace;
##
## ***************************************************************************************************************;
## ** C. Merge previous files with dataset of actual numbers of immigrants and natives in 1980, 1990, 2000 - construct instrument**;
##
## use C:\Users\laure\Desktop\indepvar.dta, clear;
## sort year;
## merge year using C:\Users\laure\Desktop\stocks.dta;
## sort metaread;
## keep if _merge==3;
## drop _merge;
## merge metaread using C:\Users\laure\Desktop\Final\distribution70.dta;
## keep if _merge==3;
## drop _merge;
## for any 15000 20000 21010 21020 21030 51800 21040 21050 21060 21070 25000 26010 26020 26030 26060 30005 30010 30015 30020 30025 30030 30045 30050 30060 30065 40000 40100 40400 40500 41000 41100 41400 41410 42000 42100 42500 42600 43000 43300 43400 43600 43610 43800 45000 45100 45200 45300 45400 45500 45600 45700 46100 46200 46500 50000 50100 50200 51500 52100 52140 52200 53400 53500 53700 54100 54200 60012 60094 70010 70020:
## gen predimmiX=stockX*dis70allX \replace predimmiX=0 if predimmiX==. ;
##
##
##
## egen pimmitot=rsum(predimmi*);
##
##
## gen ins=log(pimmitot);
##
## keep ins indep metaread year fhsdrop;
##
## sort metaread year;
## label var indep "main independent variable";
## label var ins "instrument";
## save instrument, replace;
##
## #delimit;
## set more off;
## clear;
##
## ************************* TABLE 3 **********************;
## use C:\Users\laure\Desktop\Final\psid_atus.dta, clear;
##
## *** merge instrument;
## sort metaread year;
##
## merge metaread year using C:\Users\laure\Desktop\instrument.dta;
##
##
##
## keep if _merge==3;
##
## *** merge with percentiles from female wage distribution by region **;
##
## sort region year;
##
## drop _merge;
## merge region year using C:\Users\laure\Desktop\Final\wage_percentiles_by_region.dta;
## drop _merge;
##
## ** create fixed effects **;
## keep if region~=.&weekhswork!=.;
##
## ** generate percentiles **;
## gen p025=(hwage<=hwagep25r) if hwage~=.;
##
## gen p2550=((hwagep25r<hwage)&(hwage<=hwagep50r)) if hwage~=.;
##
## gen p5075=((hwagep50r<hwage)&(hwage<=hwagep75r)) if hwage~=.;
## gen p75100=(hwagep75r<hwage) if hwage~=.;
## gen p90100=(hwagep90r<hwage) if hwage~=.;
## gen p99100=(hwagep99r<hwage) if hwage~=.;
##
## log using table3, replace;
##
##
## for var p025 p2550 p5075 p75100 p90100 :
## sum weekhswork uhrsworkcon age married children child5 if X==1&male==0&year==1980\
## sum weekhswork uhrsworkcon age married children child5 if X==1&male==0&year==2000 ;
##
## for var p025 p2550 p5075 p75100 p90100 :
## sum weekhswork if X==1&male==1&year==1980\
## sum weekhswork if X==1&male==1&year==2000 ;
## log close;
##
## #delimit;
## clear;
##
## set more off;
##
## ****************************** TABLE 4 ******************;
##
## use C:\Users\laure\Desktop\Final\cex.dta, clear;
##
## ** creation of wage variable, to match with percentiles **;
##
## gen hwage=salaryx2/(inc_hrsq2*incweekq2) if salaryx2>0&inc_hrsq2>0&incweekq2>0;
##
## ** construction of controls **;
##
## gen blackwoman=(race2==2) if age2~=.;
## gen marriedwoman=(marital2==1) if age2~=.;
## gen hispanicwoman=(origin2>9&origin2<18);
##
## gen woman1664=(age2>15&age2<65);
## drop if hispanicwoman==1&hsdropwoman==1;
##
## keep if age2>17&age2<65&age2~=.;
##
## rename childless6 child5;
##
## *** merge instrument;
## sort metaread year;
##
## merge metaread year using C:\Users\laure\Desktop\instrument.dta;
##
##
##
## keep if _merge==3;
##
## *** merge with percentiles from female wage distribution by region **;
##
## sort region year;
##
## drop _merge;
## merge region year using C:\Users\laure\Desktop\Final\wage_percentiles_by_region.dta;
## drop _merge;
##
##
## gen p025=(hwage<=hwagep25r) if hwage~=.;
##
## gen p2550=((hwagep25r<hwage)&(hwage<=hwagep50r)) if hwage~=.;
##
## gen p5075=((hwagep50r<hwage)&(hwage<=hwagep75r)) if hwage~=.;
## gen p75100=(hwagep75r<hwage) if hwage~=.;
## gen p90100=(hwagep90r<hwage) if hwage~=.;
##
##
##
## *** deflate expenses **;
## for var avcost340310 avcost340410 avcost440210: replace X=X*0.71 if year==2000 \ replace X=X*1.72 if year==1980;
##
## gen avcost340310con=avcost340310 if avcost340310>0;
##
##
## log using table4, replace;
## gen avcost340310c=avcost340310;
## replace avcost340310c=. if avcost340310==0;
##
## for var p025 p2550 p5075 p75100 p90100:
## sum dum340310c1 avcost340310c [aweight=finlwt21] if X==1&year==1980 \
## sum dum340310c1 avcost340310c [aweight=finlwt21] if X==1&year==1990 \
## sum dum340310c1 avcost340310c [aweight=finlwt21] if X==1&year==2000 ;
## log close;
##
## ** first stage
## #delimit;
##
## use C:\Users\laure\Desktop\instrument.dta, clear;
##
## sort metaread year;
## merge metaread year using C:\Users\laure\Desktop\Final\controls.dta;
## keep if _merge==3;
## drop _merge;
##
## sort metaread;
##
## merge metaread using C:\Users\laure\Desktop\Final\region9.dta ;
## keep if _merge==3;
## drop _merge;
## sort metaread year;
## merge metaread year using C:\Users\laure\Desktop\Final\alllf.dta;
## keep if _merge==3;
## drop _merge;
##
## egen min=min(year), by(metaread);
## egen max=max(year), by(metaread);
##
## drop if max==1990|min==1990;
##
## sort year;
##
## tab metaread, gen(city);
## tab year, gen(y);
## tab region, gen(rg);
## for num 1/9: gen rgXy1=rgX*y1 \gen rgXy2=rgX*y2;
## gen california=(metaread==680|metaread==2840|metaread==4480|metaread==6780|metaread==6920|metaread==7120|metaread==7400|metaread==7470|metaread==7320|metaread==7360|metaread==8730|metaread==8120);
##
##
## log using table5, replace;
##
## reg indep ins city* rg1y1-rg9y2 [aweight=all], robust;
##
## reg indep ins city* rg1y1-rg9y2 [aweight=all] if california==0, robust;
##
## reg indep ins city* rg1y1-rg9y2 [aweight=all] if metaread~=4480&metaread~=5600&metarea~=5000, robust;
##
## reg indep ins lwagehourgradmorey70y1- lfwomencollegeplus70y2 city* rg1y1-rg9y2 [aweight=all], robust;
## log close;
## #delimit;
## clear;
## set more off;
##
## ********************************************* TABLE 6 *************************************;
##
##
##
##
## use C:\Users\laure\Desktop\Final\basic_census.dta, replace;
## *** keep women only ***;
## keep if sex==2;
##
## *** merge instrument;
## sort metaread year;
##
## merge metaread year using C:\Users\laure\Desktop\instrument.dta;
##
##
##
## keep if _merge==3;
## egen min=min(year), by(metaread);
## egen max=max(year), by(metaread);
##
## drop if max==1990|min==1990;
##
## *** merge with percentiles from female wage distribution by region **;
##
## sort region year;
##
## drop _merge;
## merge region year using C:\Users\laure\Desktop\Final\wage_percentiles_by_region.dta;
## drop _merge;
##
## *** create groups**;
##
## gen p025=(hwage<=hwagep25r) if hwage~=.;
## gen p2550=((hwagep25r<hwage)&(hwage<=hwagep50r)) if hwage~=.;
## gen p5075=((hwagep50r<hwage)&(hwage<=hwagep75r)) if hwage~=.;
## gen p75100=(hwagep75r<hwage) if hwage~=.;
## gen p90100=(hwagep90r<hwage) if hwage~=.;
##
## save temp, replace;
##
##
## for any 90100 75100 5075 2550 025:
##
## use C:\Users\laure\Desktop\temp.dta, clear \ keep if pX==1 \ do C:\Users\laure\Desktop\Final\AEJApp-20090171_data\Final\construction_variables_table6.txt \ log using table6pX, replace \ do C:\Users\laure\Desktop\Final\AEJApp-20090171_data\Final\regressions_table6.txt \ log close;
##
## **Table 1
## use C:\Users\laure\Desktop\Final\census_30cities.dta, clear
##
## gen hsdrop=higraded<150 if year==1980
## replace hsdrop=educ<6 if year>1980
## gen foreign=(citizen==2|citizen==3)
## gen fhsdrop=hsdrop*foreign
## gen lf=1
## sort metaread
## collapse (sum) fhsdrop lf (mean) city30 [aweight=perwt], by(metaread year )
## gen fhsdropshare=fhsdrop/lf
## drop fhsdrop lf
## reshape wide fhsdropshare, i(metaread) j(year)
## for var fhsdropshare1980 fhsdropshare1990 fhsdropshare2000: replace X=X*100
## browse
## list metaread fhsdropshare1980 fhsdropshare1990 fhsdropshare2000
## #delimit;
## *** creates dataset instrument.dta **;
##
## set more off;
##
## ** construction of key variables ***;
##
## use C:\Users\laure\Desktop\Final\census_instrument.dta, clear;
##
## gen student=(school==2);
## gen lf=(labforce==2);
## drop if gq==3|gq==4;
## gen foreign=(citizen==2|citizen==3);
##
## gen def=lf==1&student==0;
##
##
##
## *** construction of key independent variable;
##
## collapse (sum) def [aweight=perwt], by(metaread year foreign);
##
## reshape wide def, i(year metaread) j(foreign);
##
## rename def0 nhsdrop;
## rename def1 fhsdrop;
##
##
##
##
## gen indep=log(nhsdrop+fhsdrop);
##
## sort metaread year;
##
## save indepvar, replace;
##
## *********************;
##
## use C:\Users\laure\Desktop\Final\census_instrument.dta, clear;
##
## gen student=(school==2);
## gen lf=(labforce==2);
## drop if gq==3|gq==4;
## gen foreign=(citizen==2|citizen==3);
##
## gen def=lf==1&student==0;
##
##
## sort metaread;
## keep if bpld>14999;
## drop if gq==3|gq==4;
## keep if labforce==2;
## keep if foreign==1;
##
## sort bpld;
## merge bpld using C:\Users\laure\Desktop\Final\bpld70.dta;
## keep if _merge==3;
##
##
## collapse (sum) def [fweight=perwt], by(bpld year);
##
##
## sort bpld;
## rename def stock;
##
##
##
## drop if bpld==30090|bpld==41300|bpld==49900|bpld==59900|bpld==60099|bpld==90010;
##
## reshape wide stock, i(year) j(bpld);
##
## save stocks, replace;
##
## ***************************************************************************************************************;
## ** C. Merge previous files with dataset of actual numbers of immigrants and natives in 1980, 1990, 2000 - construct instrument**;
##
## use C:\Users\laure\Desktop\indepvar.dta, clear;
## sort year;
## merge year using C:\Users\laure\Desktop\stocks.dta;
## sort metaread;
## keep if _merge==3;
## drop _merge;
## merge metaread using C:\Users\laure\Desktop\Final\distribution70.dta;
## keep if _merge==3;
## drop _merge;
## for any 15000 20000 21010 21020 21030 51800 21040 21050 21060 21070 25000 26010 26020 26030 26060 30005 30010 30015 30020 30025 30030 30045 30050 30060 30065 40000 40100 40400 40500 41000 41100 41400 41410 42000 42100 42500 42600 43000 43300 43400 43600 43610 43800 45000 45100 45200 45300 45400 45500 45600 45700 46100 46200 46500 50000 50100 50200 51500 52100 52140 52200 53400 53500 53700 54100 54200 60012 60094 70010 70020:
## gen predimmiX=stockX*dis70allX \replace predimmiX=0 if predimmiX==. ;
##
##
##
## egen pimmitot=rsum(predimmi*);
##
##
## gen ins=log(pimmitot);
##
## keep ins indep metaread year fhsdrop;
##
## sort metaread year;
## label var indep "main independent variable";
## label var ins "instrument";
## save instrument, replace;
##
## #delimit;
## set more off;
## clear;
##
## ************************* TABLE 3 **********************;
## use C:\Users\laure\Desktop\Final\psid_atus.dta, clear;
##
## *** merge instrument;
## sort metaread year;
##
## merge metaread year using C:\Users\laure\Desktop\instrument.dta;
##
##
##
## keep if _merge==3;
##
## *** merge with percentiles from female wage distribution by region **;
##
## sort region year;
##
## drop _merge;
## merge region year using C:\Users\laure\Desktop\Final\wage_percentiles_by_region.dta;
## drop _merge;
##
## ** create fixed effects **;
## keep if region~=.&weekhswork!=.;
##
## ** generate percentiles **;
## gen p025=(hwage<=hwagep25r) if hwage~=.;
##
## gen p2550=((hwagep25r<hwage)&(hwage<=hwagep50r)) if hwage~=.;
##
## gen p5075=((hwagep50r<hwage)&(hwage<=hwagep75r)) if hwage~=.;
## gen p75100=(hwagep75r<hwage) if hwage~=.;
## gen p90100=(hwagep90r<hwage) if hwage~=.;
## gen p99100=(hwagep99r<hwage) if hwage~=.;
##
## log using table3, replace;
##
##
## for var p025 p2550 p5075 p75100 p90100 :
## sum weekhswork uhrsworkcon age married children child5 if X==1&male==0&year==1980\
## sum weekhswork uhrsworkcon age married children child5 if X==1&male==0&year==2000 ;
##
## for var p025 p2550 p5075 p75100 p90100 :
## sum weekhswork if X==1&male==1&year==1980\
## sum weekhswork if X==1&male==1&year==2000 ;
## log close;
##
## #delimit;
## clear;
##
## set more off;
##
## ****************************** TABLE 4 ******************;
##
## use C:\Users\laure\Desktop\Final\cex.dta, clear;
##
## ** creation of wage variable, to match with percentiles **;
##
## gen hwage=salaryx2/(inc_hrsq2*incweekq2) if salaryx2>0&inc_hrsq2>0&incweekq2>0;
##
## ** construction of controls **;
##
## gen blackwoman=(race2==2) if age2~=.;
## gen marriedwoman=(marital2==1) if age2~=.;
## gen hispanicwoman=(origin2>9&origin2<18);
##
## gen woman1664=(age2>15&age2<65);
## drop if hispanicwoman==1&hsdropwoman==1;
##
## keep if age2>17&age2<65&age2~=.;
##
## rename childless6 child5;
##
## *** merge instrument;
## sort metaread year;
##
## merge metaread year using C:\Users\laure\Desktop\instrument.dta;
##
##
##
## keep if _merge==3;
##
## *** merge with percentiles from female wage distribution by region **;
##
## sort region year;
##
## drop _merge;
## merge region year using C:\Users\laure\Desktop\Final\wage_percentiles_by_region.dta;
## drop _merge;
##
##
## gen p025=(hwage<=hwagep25r) if hwage~=.;
##
## gen p2550=((hwagep25r<hwage)&(hwage<=hwagep50r)) if hwage~=.;
##
## gen p5075=((hwagep50r<hwage)&(hwage<=hwagep75r)) if hwage~=.;
## gen p75100=(hwagep75r<hwage) if hwage~=.;
## gen p90100=(hwagep90r<hwage) if hwage~=.;
##
##
##
## *** deflate expenses **;
## for var avcost340310 avcost340410 avcost440210: replace X=X*0.71 if year==2000 \ replace X=X*1.72 if year==1980;
##
## gen avcost340310con=avcost340310 if avcost340310>0;
##
##
## log using table4, replace;
## gen avcost340310c=avcost340310;
## replace avcost340310c=. if avcost340310==0;
##
## for var p025 p2550 p5075 p75100 p90100:
## sum dum340310c1 avcost340310c [aweight=finlwt21] if X==1&year==1980 \
## sum dum340310c1 avcost340310c [aweight=finlwt21] if X==1&year==1990 \
## sum dum340310c1 avcost340310c [aweight=finlwt21] if X==1&year==2000 ;
## log close;
##
## ** first stage
## #delimit;
##
## use C:\Users\laure\Desktop\instrument.dta, clear;
##
## sort metaread year;
## merge metaread year using C:\Users\laure\Desktop\Final\controls.dta;
## keep if _merge==3;
## drop _merge;
##
## sort metaread;
##
## merge metaread using C:\Users\laure\Desktop\Final\region9.dta ;
## keep if _merge==3;
## drop _merge;
## sort metaread year;
## merge metaread year using C:\Users\laure\Desktop\Final\alllf.dta;
## keep if _merge==3;
## drop _merge;
##
## egen min=min(year), by(metaread);
## egen max=max(year), by(metaread);
##
## drop if max==1990|min==1990;
##
## sort year;
##
## tab metaread, gen(city);
## tab year, gen(y);
## tab region, gen(rg);
## for num 1/9: gen rgXy1=rgX*y1 \gen rgXy2=rgX*y2;
## gen california=(metaread==680|metaread==2840|metaread==4480|metaread==6780|metaread==6920|metaread==7120|metaread==7400|metaread==7470|metaread==7320|metaread==7360|metaread==8730|metaread==8120);
##
##
## log using table5, replace;
##
## reg indep ins city* rg1y1-rg9y2 [aweight=all], robust;
##
## reg indep ins city* rg1y1-rg9y2 [aweight=all] if california==0, robust;
##
## reg indep ins city* rg1y1-rg9y2 [aweight=all] if metaread~=4480&metaread~=5600&metarea~=5000, robust;
##
## reg indep ins lwagehourgradmorey70y1- lfwomencollegeplus70y2 city* rg1y1-rg9y2 [aweight=all], robust;
## log close;
## #delimit;
## clear;
## set more off;
##
## ********************************************* TABLE 6 *************************************;
##
##
##
##
## use C:\Users\laure\Desktop\Final\basic_census.dta, replace;
## *** keep women only ***;
## keep if sex==2;
##
## *** merge instrument;
## sort metaread year;
##
## merge metaread year using C:\Users\laure\Desktop\instrument.dta;
##
##
##
## keep if _merge==3;
## egen min=min(year), by(metaread);
## egen max=max(year), by(metaread);
##
## drop if max==1990|min==1990;
##
## *** merge with percentiles from female wage distribution by region **;
##
## sort region year;
##
## drop _merge;
## merge region year using C:\Users\laure\Desktop\Final\wage_percentiles_by_region.dta;
## drop _merge;
##
## *** create groups**;
##
## gen p025=(hwage<=hwagep25r) if hwage~=.;
## gen p2550=((hwagep25r<hwage)&(hwage<=hwagep50r)) if hwage~=.;
## gen p5075=((hwagep50r<hwage)&(hwage<=hwagep75r)) if hwage~=.;
## gen p75100=(hwagep75r<hwage) if hwage~=.;
## gen p90100=(hwagep90r<hwage) if hwage~=.;
##
## save temp, replace;
##
##
## for any 90100 75100 5075 2550 025:
##
## use C:\Users\laure\Desktop\temp.dta, clear \ keep if pX==1 \ do C:\Users\laure\Desktop\Final\AEJApp-20090171_data\Final\construction_variables_table6.txt \ log using table6pX, replace \ do C:\Users\laure\Desktop\Final\AEJApp-20090171_data\Final\regressions_table6.txt \ log close;
## ## The 'stata' engine is ready to use.stataengine<-"C:/Stata12/Stata-64.exe"
knitr::opts_chunk$set(engine.path=list(stata=stataengine)) file C: not found
r(601);
. **Table 1
. use C:\Users\laure\Desktop\Final\census_30cities.d
> ta, clear
.
. gen hsdrop=higraded<150 if year==1980
(3868724 missing values generated)
. replace hsdrop=educ<6 if year>1980
(3868724 real changes made)
. gen foreign=(citizen==2|citizen==3)
. gen fhsdrop=hsdrop*foreign
. gen lf=1
. sort metaread
. collapse (sum) fhsdrop lf (mean) city30 [aweight=
> perwt], by(metaread year )
. gen fhsdropshare=fhsdrop/lf
. drop fhsdrop lf
. reshape wide fhsdropshare, i(metaread) j(year)
(note: j = 1980 1990 2000)
Data long -> wide
----------------------------------------------------
> -------------------------
Number of obs. 90 -> 30
Number of variables 4 -> 5
j variable (3 values) year -> (drop
> ped)
xij variables:
fhsdropshare -> fhsdr
> opshare1980 fhsdropshare1990 fhsdropshare2000
----------------------------------------------------
> -------------------------
. for var fhsdropshare1980 fhsdropshare1990 fhsdrop
> share2000: replace X=X*100
-> replace fhsdropshare1980=fhsdropshare1980*100
(30 real changes made)
-> replace fhsdropshare1990=fhsdropshare1990*100
(30 real changes made)
-> replace fhsdropshare2000=fhsdropshare2000*100
(30 real changes made)
. browse
request ignored because of batch mode
. list metaread fhsdropshare1980 fhsdropshare1990 fh
> sdropshare2000
+-------------------------------------+
1. | metaread |
| Atlanta, GA |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| .3822319 | .8396569 | 3.228631 |
+-------------------------------------+
+-------------------------------------+
2. | metaread |
| Baltimore, MD |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| .758047 | .44449 | .6676362 |
+-------------------------------------+
+-------------------------------------+
3. | metaread |
| Boston, MA |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| 3.526409 | 2.710811 | 2.622911 |
+-------------------------------------+
+-------------------------------------+
4. | metaread |
| Buffalo-Niagara Falls, NY |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| 1.476228 | .7219126 | .4703849 |
+-------------------------------------+
+-------------------------------------+
5. | metaread |
| Chicago-Gary-Lake, IL |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| 4.991075 | 5.093789 | 5.86437 |
+-------------------------------------+
+-------------------------------------+
6. | metaread |
| Cincinnati OH/KY/IN |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| .4412714 | .227304 | .3364144 |
+-------------------------------------+
+-------------------------------------+
7. | metaread |
| Cleveland, OH |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| 1.821377 | .8869327 | .6474788 |
+-------------------------------------+
+-------------------------------------+
8. | metaread |
| Columbus, OH |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| .4289544 | .2532613 | .8115043 |
+-------------------------------------+
+-------------------------------------+
9. | metaread |
| Dallas-Fort Worth, TX |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| 2.125978 | 5.172752 | 8.631141 |
+-------------------------------------+
+-------------------------------------+
10. | metaread |
| Denver-Boulder-Longmont, CO |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| 1.176812 | 1.423556 | 4.127192 |
+-------------------------------------+
+-------------------------------------+
11. | metaread |
| Detroit, MI |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| 1.763612 | .92899 | 1.353651 |
+-------------------------------------+
+-------------------------------------+
12. | metaread |
| Honolulu, HI |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| 4.705279 | 3.66339 | 3.180313 |
+-------------------------------------+
+-------------------------------------+
13. | metaread |
| Houston-Brazoria, TX |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| 3.956063 | 7.028714 | 9.212789 |
+-------------------------------------+
+-------------------------------------+
14. | metaread |
| Kansas City, MO-KS |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| .5753669 | .4740531 | 1.439968 |
+-------------------------------------+
+-------------------------------------+
15. | metaread |
| Los Angeles-Long Beach, CA |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| 11.64101 | 15.90127 | 15.09263 |
+-------------------------------------+
+-------------------------------------+
16. | metaread |
| Miami-Hialeah, FL |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| 15.13011 | 14.44357 | 11.3581 |
+-------------------------------------+
+-------------------------------------+
17. | metaread |
| Milwaukee, WI |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| 1.067082 | .8412108 | 1.540164 |
+-------------------------------------+
+-------------------------------------+
18. | metaread |
| Minneapolis-St. Paul, MN |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| .4901776 | .3671629 | 1.430151 |
+-------------------------------------+
+-------------------------------------+
19. | metaread |
| New Orleans, LA |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| 1.201518 | 1.132091 | 1.076201 |
+-------------------------------------+
+-------------------------------------+
20. | metaread |
| New York-Northeastern NJ |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| 8.914592 | 7.818582 | 8.150729 |
+-------------------------------------+
+-------------------------------------+
21. | metaread |
| Philadelphia, PA/NJ |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| 1.389535 | .9109383 | 1.056443 |
+-------------------------------------+
+-------------------------------------+
22. | metaread |
| Phoenix, AZ |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| 2.185618 | 3.304711 | 6.409527 |
+-------------------------------------+
+-------------------------------------+
23. | metaread |
| Pittsburgh-Beaver Valley, PA |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| .5653292 | .2677851 | .2133095 |
+-------------------------------------+
+-------------------------------------+
24. | metaread |
| Portland-Vancouver, OR |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| 1.031646 | 1.526133 | 3.267505 |
+-------------------------------------+
+-------------------------------------+
25. | metaread |
| St. Louis, MO-IL |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| .4850397 | .244049 | .5283369 |
+-------------------------------------+
+-------------------------------------+
26. | metaread |
| San Diego, CA |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| 4.588103 | 5.918556 | 6.338002 |
+-------------------------------------+
+-------------------------------------+
27. | metaread |
| San Francisco-Oakland-Vallejo, CA |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| 4.397122 | 6.730673 | 6.193663 |
+-------------------------------------+
+-------------------------------------+
28. | metaread |
| Seattle-Everett, WA |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| 1.223836 | 1.000355 | 1.944841 |
+-------------------------------------+
+-------------------------------------+
29. | metaread |
| Tampa-St. Petersburg-Clearwater, FL |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| 1.495965 | 1.685616 | 2.14867 |
+-------------------------------------+
+-------------------------------------+
30. | metaread |
| Washington, DC/MD/VA |
|-------------------------------------|
| fhs~1980 | fhs~1990 | fhs~2000 |
| 1.607615 | 2.519745 | 3.759123 |
+-------------------------------------+This first table shows the percentage of low-skilled immigrants in the 30 biggest cities of the United States. The higher proportions of low-skilled immigrants are in the cities located in Southern States like California and Florida. Only New-York has a high proportion of low-skilled immigrants and is located in the North of the United States.
file C: not found
r(601);
. #delimit;
delimiter now ;
. *** creates dataset instrument.dta **;
. set more off;
. ** construction of key variables ***;
. use C:\Users\laure\Desktop\Final\census_instrument
> .dta, clear;
. gen student=(school==2);
. gen lf=(labforce==2);
. drop if gq==3|gq==4;
(144229 observations deleted)
. gen foreign=(citizen==2|citizen==3);
. gen def=lf==1&student==0;
. *** construction of key independent variable;
. collapse (sum) def [aweight=perwt], by(metaread ye
> ar foreign);
. reshape wide def, i(year metaread) j(foreign);
(note: j = 0 1)
Data long -> wide
----------------------------------------------------
> -------------------------
Number of obs. 1690 -> 845
Number of variables 4 -> 4
j variable (2 values) foreign -> (drop
> ped)
xij variables:
def -> def0
> def1
----------------------------------------------------
> -------------------------
. rename def0 nhsdrop;
. rename def1 fhsdrop;
. gen indep=log(nhsdrop+fhsdrop);
. sort metaread year;
. save indepvar, replace;
file indepvar.dta saved
. *********************;
. use C:\Users\laure\Desktop\Final\census_instrument
> .dta, clear;
. gen student=(school==2);
. gen lf=(labforce==2);
. drop if gq==3|gq==4;
(144229 observations deleted)
. gen foreign=(citizen==2|citizen==3);
. gen def=lf==1&student==0;
. sort metaread;
. keep if bpld>14999;
(4388961 observations deleted)
. drop if gq==3|gq==4;
(0 observations deleted)
. keep if labforce==2;
(324509 observations deleted)
. keep if foreign==1;
(13838 observations deleted)
. sort bpld;
. merge bpld using C:\Users\laure\Desktop\Final\bpld
> 70.dta;
(note: you are using old merge syntax; see [D] merge
for new syntax)
variable bpld does not uniquely identify
observations in the master data
(label bpldlbl already defined)
. keep if _merge==3;
(26303 observations deleted)
. collapse (sum) def [fweight=perwt], by(bpld year);
. sort bpld;
. rename def stock;
. drop if bpld==30090|bpld==41300|bpld==49900|bpld==
> 59900|bpld==60099|bpld==90010;
(13 observations deleted)
. reshape wide stock, i(year) j(bpld);
(note: j = 15000 20000 21010 21020 21030 21040 21050
> 21060 21070 25000 26010 26020 26030 26060 30005 3
> 0010 30015 30020 30025 30030 30045 30050 30060 300
> 65 40000 40100 40200 40400 40500 41000 41100 41200
> 41400 41410 42000 42100 42300 42500 42600 43000 4
> 3300 43400 43600 43610 43800 45000 45100 45200 453
> 00 45400 45500 45600 45700 46000 46100 46200 46500
> 46510 46530 50000 50100 50200 51500 51800 52100 5
> 2140 52200 53400 53500 53700 54100 54200 60012 600
> 94 70010 70020)
Data long -> wide
----------------------------------------------------
> -------------------------
Number of obs. 222 -> 3
Number of variables 3 -> 77
j variable (76 values) bpld -> (drop
> ped)
xij variables:
stock -> stock
> 15000 stock20000 ... stock70020
----------------------------------------------------
> -------------------------
. save stocks, replace;
file stocks.dta saved
. **************************************************
> **************************************************
> ***********;
. ** C. Merge previous files with dataset of actual
> numbers of immigrants and natives in 1980, 1990, 2
> 000 - construct instrument**;
. use C:\Users\laure\Desktop\indepvar.dta, clear;
. sort year;
. merge year using C:\Users\laure\Desktop\stocks.dta
> ;
(note: you are using old merge syntax; see [D] merge
for new syntax)
variable year does not uniquely identify
observations in the master data
(label yearlbl already defined)
. sort metaread;
. keep if _merge==3;
(0 observations deleted)
. drop _merge;
. merge metaread using C:\Users\laure\Desktop\Final\
> distribution70.dta;
(note: you are using old merge syntax; see [D] merge
for new syntax)
variable metaread does not uniquely identify
observations in the master data
(label metareadlbl already defined)
. keep if _merge==3;
(484 observations deleted)
. drop _merge;
. for any 15000 20000 21010 21020 21030 5180
> 0 21040 21050 21060 21070 25000 2601
> 0 26020 26030 26060 30005 30010 30015
> 30020 30025 30030 30045 30050 30060
> 30065 40000 40100 40400 40500 41000 41
> 100 41400 41410 42000 42100 4250
> 0 42600 43000 43300 43400 43600 43610
> 43800 45000 45100 45200 45300 45400
> 45500 45600 45700 46100 46200 46500 50
> 000 50100 50200 51500 52100 5214
> 0 52200 53400 53500 53700 54100 54200
> 60012 60094 70010 70020:
> gen predimmiX=stockX*dis70allX \replace predimmiX=
> 0 if predimmiX==. ;
-> gen predimmi15000=stock15000*dis70all15000
(8 missing values generated)
-> replace predimmi15000=0 if predimmi15000==.
(8 real changes made)
-> gen predimmi20000=stock20000*dis70all20000
(116 missing values generated)
-> replace predimmi20000=0 if predimmi20000==.
(116 real changes made)
-> gen predimmi21010=stock21010*dis70all21010
(273 missing values generated)
-> replace predimmi21010=0 if predimmi21010==.
(273 real changes made)
-> gen predimmi21020=stock21020*dis70all21020
(274 missing values generated)
-> replace predimmi21020=0 if predimmi21020==.
(274 real changes made)
-> gen predimmi21030=stock21030*dis70all21030
(299 missing values generated)
-> replace predimmi21030=0 if predimmi21030==.
(299 real changes made)
-> gen predimmi51800=stock51800*dis70all51800
(302 missing values generated)
-> replace predimmi51800=0 if predimmi51800==.
(302 real changes made)
-> gen predimmi21040=stock21040*dis70all21040
(267 missing values generated)
-> replace predimmi21040=0 if predimmi21040==.
(267 real changes made)
-> gen predimmi21050=stock21050*dis70all21050
(293 missing values generated)
-> replace predimmi21050=0 if predimmi21050==.
(293 real changes made)
-> gen predimmi21060=stock21060*dis70all21060
(296 missing values generated)
-> replace predimmi21060=0 if predimmi21060==.
(296 real changes made)
-> gen predimmi21070=stock21070*dis70all21070
(232 missing values generated)
-> replace predimmi21070=0 if predimmi21070==.
(232 real changes made)
-> gen predimmi25000=stock25000*dis70all25000
(102 missing values generated)
-> replace predimmi25000=0 if predimmi25000==.
(102 real changes made)
-> gen predimmi26010=stock26010*dis70all26010
(280 missing values generated)
-> replace predimmi26010=0 if predimmi26010==.
(280 real changes made)
-> gen predimmi26020=stock26020*dis70all26020
(302 missing values generated)
-> replace predimmi26020=0 if predimmi26020==.
(302 real changes made)
-> gen predimmi26030=stock26030*dis70all26030
(252 missing values generated)
-> replace predimmi26030=0 if predimmi26030==.
(252 real changes made)
-> gen predimmi26060=stock26060*dis70all26060
(285 missing values generated)
-> replace predimmi26060=0 if predimmi26060==.
(285 real changes made)
-> gen predimmi30005=stock30005*dis70all30005
(215 missing values generated)
-> replace predimmi30005=0 if predimmi30005==.
(215 real changes made)
-> gen predimmi30010=stock30010*dis70all30010
(325 missing values generated)
-> replace predimmi30010=0 if predimmi30010==.
(325 real changes made)
-> gen predimmi30015=stock30015*dis70all30015
(219 missing values generated)
-> replace predimmi30015=0 if predimmi30015==.
(219 real changes made)
-> gen predimmi30020=stock30020*dis70all30020
(265 missing values generated)
-> replace predimmi30020=0 if predimmi30020==.
(265 real changes made)
-> gen predimmi30025=stock30025*dis70all30025
(223 missing values generated)
-> replace predimmi30025=0 if predimmi30025==.
(223 real changes made)
-> gen predimmi30030=stock30030*dis70all30030
(274 missing values generated)
-> replace predimmi30030=0 if predimmi30030==.
(274 real changes made)
-> gen predimmi30045=stock30045*dis70all30045
(335 missing values generated)
-> replace predimmi30045=0 if predimmi30045==.
(335 real changes made)
-> gen predimmi30050=stock30050*dis70all30050
(238 missing values generated)
-> replace predimmi30050=0 if predimmi30050==.
(238 real changes made)
-> gen predimmi30060=stock30060*dis70all30060
(306 missing values generated)
-> replace predimmi30060=0 if predimmi30060==.
(306 real changes made)
-> gen predimmi30065=stock30065*dis70all30065
(249 missing values generated)
-> replace predimmi30065=0 if predimmi30065==.
(249 real changes made)
-> gen predimmi40000=stock40000*dis70all40000
(133 missing values generated)
-> replace predimmi40000=0 if predimmi40000==.
(133 real changes made)
-> gen predimmi40100=stock40100*dis70all40100
(222 missing values generated)
-> replace predimmi40100=0 if predimmi40100==.
(222 real changes made)
-> gen predimmi40400=stock40400*dis70all40400
(167 missing values generated)
-> replace predimmi40400=0 if predimmi40400==.
(167 real changes made)
-> gen predimmi40500=stock40500*dis70all40500
(119 missing values generated)
-> replace predimmi40500=0 if predimmi40500==.
(119 real changes made)
-> gen predimmi41000=stock41000*dis70all41000
(14 missing values generated)
-> replace predimmi41000=0 if predimmi41000==.
(14 real changes made)
-> gen predimmi41100=stock41100*dis70all41100
(65 missing values generated)
-> replace predimmi41100=0 if predimmi41100==.
(65 real changes made)
-> gen predimmi41400=stock41400*dis70all41400
(74 missing values generated)
-> replace predimmi41400=0 if predimmi41400==.
(74 real changes made)
-> gen predimmi41410=stock41410*dis70all41410
(184 missing values generated)
-> replace predimmi41410=0 if predimmi41410==.
(184 real changes made)
-> gen predimmi42000=stock42000*dis70all42000
(179 missing values generated)
-> replace predimmi42000=0 if predimmi42000==.
(179 real changes made)
-> gen predimmi42100=stock42100*dis70all42100
(72 missing values generated)
-> replace predimmi42100=0 if predimmi42100==.
(72 real changes made)
-> gen predimmi42500=stock42500*dis70all42500
(103 missing values generated)
-> replace predimmi42500=0 if predimmi42500==.
(103 real changes made)
-> gen predimmi42600=stock42600*dis70all42600
(163 missing values generated)
-> replace predimmi42600=0 if predimmi42600==.
(163 real changes made)
-> gen predimmi43000=stock43000*dis70all43000
(300 missing values generated)
-> replace predimmi43000=0 if predimmi43000==.
(300 real changes made)
-> gen predimmi43300=stock43300*dis70all43300
(78 missing values generated)
-> replace predimmi43300=0 if predimmi43300==.
(78 real changes made)
-> gen predimmi43400=stock43400*dis70all43400
(33 missing values generated)
-> replace predimmi43400=0 if predimmi43400==.
(33 real changes made)
-> gen predimmi43600=stock43600*dis70all43600
(239 missing values generated)
-> replace predimmi43600=0 if predimmi43600==.
(239 real changes made)
-> gen predimmi43610=stock43610*dis70all43610
(275 missing values generated)
-> replace predimmi43610=0 if predimmi43610==.
(275 real changes made)
-> gen predimmi43800=stock43800*dis70all43800
(157 missing values generated)
-> replace predimmi43800=0 if predimmi43800==.
(157 real changes made)
-> gen predimmi45000=stock45000*dis70all45000
(46 missing values generated)
-> replace predimmi45000=0 if predimmi45000==.
(46 real changes made)
-> gen predimmi45100=stock45100*dis70all45100
(262 missing values generated)
-> replace predimmi45100=0 if predimmi45100==.
(262 real changes made)
-> gen predimmi45200=stock45200*dis70all45200
(102 missing values generated)
-> replace predimmi45200=0 if predimmi45200==.
(102 real changes made)
-> gen predimmi45300=stock45300*dis70all45300
(119 missing values generated)
-> replace predimmi45300=0 if predimmi45300==.
(119 real changes made)
-> gen predimmi45400=stock45400*dis70all45400
(105 missing values generated)
-> replace predimmi45400=0 if predimmi45400==.
(105 real changes made)
-> gen predimmi45500=stock45500*dis70all45500
(71 missing values generated)
-> replace predimmi45500=0 if predimmi45500==.
(71 real changes made)
-> gen predimmi45600=stock45600*dis70all45600
(174 missing values generated)
-> replace predimmi45600=0 if predimmi45600==.
(174 real changes made)
-> gen predimmi45700=stock45700*dis70all45700
(120 missing values generated)
-> replace predimmi45700=0 if predimmi45700==.
(120 real changes made)
-> gen predimmi46100=stock46100*dis70all46100
(192 missing values generated)
-> replace predimmi46100=0 if predimmi46100==.
(192 real changes made)
-> gen predimmi46200=stock46200*dis70all46200
(166 missing values generated)
-> replace predimmi46200=0 if predimmi46200==.
(166 real changes made)
-> gen predimmi46500=stock46500*dis70all46500
(67 missing values generated)
-> replace predimmi46500=0 if predimmi46500==.
(67 real changes made)
-> gen predimmi50000=stock50000*dis70all50000
(92 missing values generated)
-> replace predimmi50000=0 if predimmi50000==.
(92 real changes made)
-> gen predimmi50100=stock50100*dis70all50100
(68 missing values generated)
-> replace predimmi50100=0 if predimmi50100==.
(68 real changes made)
-> gen predimmi50200=stock50200*dis70all50200
(149 missing values generated)
-> replace predimmi50200=0 if predimmi50200==.
(149 real changes made)
-> gen predimmi51500=stock51500*dis70all51500
(87 missing values generated)
-> replace predimmi51500=0 if predimmi51500==.
(87 real changes made)
-> gen predimmi52100=stock52100*dis70all52100
(168 missing values generated)
-> replace predimmi52100=0 if predimmi52100==.
(168 real changes made)
-> gen predimmi52140=stock52140*dis70all52140
(285 missing values generated)
-> replace predimmi52140=0 if predimmi52140==.
(285 real changes made)
-> gen predimmi52200=stock52200*dis70all52200
(224 missing values generated)
-> replace predimmi52200=0 if predimmi52200==.
(224 real changes made)
-> gen predimmi53400=stock53400*dis70all53400
(231 missing values generated)
-> replace predimmi53400=0 if predimmi53400==.
(231 real changes made)
-> gen predimmi53500=stock53500*dis70all53500
(280 missing values generated)
-> replace predimmi53500=0 if predimmi53500==.
(280 real changes made)
-> gen predimmi53700=stock53700*dis70all53700
(199 missing values generated)
-> replace predimmi53700=0 if predimmi53700==.
(199 real changes made)
-> gen predimmi54100=stock54100*dis70all54100
(237 missing values generated)
-> replace predimmi54100=0 if predimmi54100==.
(237 real changes made)
-> gen predimmi54200=stock54200*dis70all54200
(167 missing values generated)
-> replace predimmi54200=0 if predimmi54200==.
(167 real changes made)
-> gen predimmi60012=stock60012*dis70all60012
(213 missing values generated)
-> replace predimmi60012=0 if predimmi60012==.
(213 real changes made)
-> gen predimmi60094=stock60094*dis70all60094
(261 missing values generated)
-> replace predimmi60094=0 if predimmi60094==.
(261 real changes made)
-> gen predimmi70010=stock70010*dis70all70010
(172 missing values generated)
-> replace predimmi70010=0 if predimmi70010==.
(172 real changes made)
-> gen predimmi70020=stock70020*dis70all70020
(288 missing values generated)
-> replace predimmi70020=0 if predimmi70020==.
(288 real changes made)
. egen pimmitot=rsum(predimmi*);
. gen ins=log(pimmitot);
. keep ins indep metaread year fhsdrop;
. sort metaread year;
. label var indep "main independent variable";
. label var ins "instrument";
. save instrument, replace;
file instrument.dta saved file C: not found
r(601);
. #delimit;
delimiter now ;
. set more off;
. clear;
. ************************* TABLE 3 ****************
> ******;
. use C:\Users\laure\Desktop\Final\psid_atus.dta, cl
> ear;
. *** merge instrument;
. sort metaread year;
. merge metaread year using C:\Users\laure\Desktop\i
> nstrument.dta;
(note: you are using old merge syntax; see [D] merge
for new syntax)
variables metaread year do not uniquely identify
observations in the master data
. keep if _merge==3;
(156 observations deleted)
. *** merge with percentiles from female wage distri
> bution by region **;
. sort region year;
. drop _merge;
. merge region year using C:\Users\laure\Desktop\Fin
> al\wage_percentiles_by_region.dta;
(note: you are using old merge syntax; see [D] merge
for new syntax)
variables region year do not uniquely identify
observations in the master data
(label yearlbl already defined)
. drop _merge;
. ** create fixed effects **;
. keep if region~=.&weekhswork!=.;
(49 observations deleted)
. ** generate percentiles **;
. gen p025=(hwage<=hwagep25r) if hwage~=.;
(6369 missing values generated)
. gen p2550=((hwagep25r<hwage)&(hwage<=hwagep50r))
> if hwage~=.;
(6369 missing values generated)
. gen p5075=((hwagep50r<hwage)&(hwage<=hwagep75r)) i
> f hwage~=.;
(6369 missing values generated)
. gen p75100=(hwagep75r<hwage) if hwage~=.;
(6369 missing values generated)
. gen p90100=(hwagep90r<hwage) if hwage~=.;
(6369 missing values generated)
. gen p99100=(hwagep99r<hwage) if hwage~=.;
(6369 missing values generated)
. log using table3, replace;
----------------------------------------------------
name: <unnamed>
log: C:\Users\laure\Desktop\table3.smcl
log type: smcl
opened on: 30 Mar 2022, 17:16:06
. for var p025 p2550 p5075 p75100 p90100 :
> sum weekhswork uhrsworkcon age married children ch
> ild5 if X==1&male==0&year==1980\
> sum weekhswork uhrsworkcon age married children c
> hild5 if X==1&male==0&year==2000 ;
-> sum weekhswork uhrsworkcon age married children
> child5 if p025==1&male==0&year==1980
Variable | Obs Mean Std. Dev.
> Min Max
-------------+--------------------------------------
> ------------------
weekhswork | 609 22.29228 15.23619
> 0 84
uhrsworkcon | 389 35.90488 10.82659
> 6 98
age | 609 34.15271 12.71608
> 18 64
married | 609 .6420361 .4797955
> 0 1
children | 609 .6650246 .4723698
> 0 1
-------------+--------------------------------------
> ------------------
child5 | 609 .3711002 .4834963
> 0 1
-> sum weekhswork uhrsworkcon age married children
> child5 if p025==1&male==0&year==2000
Variable | Obs Mean Std. Dev.
> Min Max
-------------+--------------------------------------
> ------------------
weekhswork | 1233 12.54909 14.65897
> 0 108.5
uhrsworkcon | 970 34.08763 12.14029
> 3 90
age | 1233 37.74696 12.72821
> 18 64
married | 1233 .4395783 .4965372
> 0 1
children | 1233 .4655312 .4990129
> 0 1
-------------+--------------------------------------
> ------------------
child5 | 1233 .215734 .4114975
> 0 1
-> sum weekhswork uhrsworkcon age married children
> child5 if p2550==1&male==0&year==1980
Variable | Obs Mean Std. Dev.
> Min Max
-------------+--------------------------------------
> ------------------
weekhswork | 586 20.05119 13.09926
> 0 84
uhrsworkcon | 469 36.82516 8.665146
> 4 65
age | 586 33.56826 11.73495
> 18 64
married | 586 .6382253 .4809246
> 0 1
children | 586 .6296928 .4832995
> 0 1
-------------+--------------------------------------
> ------------------
child5 | 586 .3447099 .4756796
> 0 1
-> sum weekhswork uhrsworkcon age married children
> child5 if p2550==1&male==0&year==2000
Variable | Obs Mean Std. Dev.
> Min Max
-------------+--------------------------------------
> ------------------
weekhswork | 1287 13.331 14.83172
> 0 86.33334
uhrsworkcon | 1145 37.49083 9.698702
> 2 80
age | 1287 40.31546 11.82065
> 18 64
married | 1287 .5042735 .5001761
> 0 1
children | 1287 .4856255 .4999876
> 0 1
-------------+--------------------------------------
> ------------------
child5 | 1287 .1802642 .3845568
> 0 1
-> sum weekhswork uhrsworkcon age married children
> child5 if p5075==1&male==0&year==1980
Variable | Obs Mean Std. Dev.
> Min Max
-------------+--------------------------------------
> ------------------
weekhswork | 488 17.34016 11.26291
> 0 84
uhrsworkcon | 429 38.10256 7.769081
> 3 98
age | 488 34.83197 11.62295
> 18 63
married | 488 .6045082 .4894578
> 0 1
children | 488 .5594262 .4969654
> 0 1
-------------+--------------------------------------
> ------------------
child5 | 488 .2622951 .4403336
> 0 1
-> sum weekhswork uhrsworkcon age married children
> child5 if p5075==1&male==0&year==2000
Variable | Obs Mean Std. Dev.
> Min Max
-------------+--------------------------------------
> ------------------
weekhswork | 1392 11.78702 12.54005
> 0 84
uhrsworkcon | 1290 39.4938 8.036305
> 2 80
age | 1392 41.41236 10.85567
> 18 64
married | 1392 .533046 .4990861
> 0 1
children | 1392 .4784483 .4997148
> 0 1
-------------+--------------------------------------
> ------------------
child5 | 1392 .1946839 .3960995
> 0 1
-> sum weekhswork uhrsworkcon age married children
> child5 if p75100==1&male==0&year==1980
Variable | Obs Mean Std. Dev.
> Min Max
-------------+--------------------------------------
> ------------------
weekhswork | 500 18.528 13.01153
> 0 84
uhrsworkcon | 420 36.96667 8.335382
> 3 60
age | 500 35.892 10.38673
> 19 64
married | 500 .712 .4532846
> 0 1
children | 500 .554 .4975733
> 0 1
-------------+--------------------------------------
> ------------------
child5 | 500 .274 .4464556
> 0 1
-> sum weekhswork uhrsworkcon age married children
> child5 if p75100==1&male==0&year==2000
Variable | Obs Mean Std. Dev.
> Min Max
-------------+--------------------------------------
> ------------------
weekhswork | 1574 11.84404 13.19105
> 0 87.15
uhrsworkcon | 1441 39.7467 9.421774
> 4 99
age | 1574 43.1925 9.40407
> 18 64
married | 1574 .5876747 .4924096
> 0 1
children | 1574 .4911055 .5000798
> 0 1
-------------+--------------------------------------
> ------------------
child5 | 1574 .1982211 .3987863
> 0 1
-> sum weekhswork uhrsworkcon age married children
> child5 if p90100==1&male==0&year==1980
Variable | Obs Mean Std. Dev.
> Min Max
-------------+--------------------------------------
> ------------------
weekhswork | 172 19.48256 12.97387
> 0 70
uhrsworkcon | 136 35.11765 9.990409
> 6 60
age | 172 37 10.33135
> 20 64
married | 172 .7325581 .4439171
> 0 1
children | 172 .622093 .4862799
> 0 1
-------------+--------------------------------------
> ------------------
child5 | 172 .3255814 .4699598
> 0 1
-> sum weekhswork uhrsworkcon age married children
> child5 if p90100==1&male==0&year==2000
Variable | Obs Mean Std. Dev.
> Min Max
-------------+--------------------------------------
> ------------------
weekhswork | 691 11.37812 12.28501
> 0 66.5
uhrsworkcon | 628 39.75159 10.47388
> 4 80
age | 691 43.62952 9.259007
> 22 64
married | 691 .5962373 .4910064
> 0 1
children | 691 .4978292 .5003575
> 0 1
-------------+--------------------------------------
> ------------------
child5 | 691 .211288 .4085179
> 0 1
. for var p025 p2550 p5075 p75100 p90100 :
> sum weekhswork if X==1&male==1&year==1980\
> sum weekhswork if X==1&male==1&year==2000 ;
-> sum weekhswork if p025==1&male==1&year==1980
Variable | Obs Mean Std. Dev.
> Min Max
-------------+--------------------------------------
> ------------------
weekhswork | 229 8.349345 8.275427
> 0 60
-> sum weekhswork if p025==1&male==1&year==2000
Variable | Obs Mean Std. Dev.
> Min Max
-------------+--------------------------------------
> ------------------
weekhswork | 622 5.169909 10.11236
> 0 61.25
-> sum weekhswork if p2550==1&male==1&year==1980
Variable | Obs Mean Std. Dev.
> Min Max
-------------+--------------------------------------
> ------------------
weekhswork | 281 8.384342 8.411406
> 0 57
-> sum weekhswork if p2550==1&male==1&year==2000
Variable | Obs Mean Std. Dev.
> Min Max
-------------+--------------------------------------
> ------------------
weekhswork | 859 5.417734 9.652639
> 0 78.16666
-> sum weekhswork if p5075==1&male==1&year==1980
Variable | Obs Mean Std. Dev.
> Min Max
-------------+--------------------------------------
> ------------------
weekhswork | 479 6.772443 6.96197
> 0 40
-> sum weekhswork if p5075==1&male==1&year==2000
Variable | Obs Mean Std. Dev.
> Min Max
-------------+--------------------------------------
> ------------------
weekhswork | 1160 6.540776 10.24743
> 0 87.5
-> sum weekhswork if p75100==1&male==1&year==1980
Variable | Obs Mean Std. Dev.
> Min Max
-------------+--------------------------------------
> ------------------
weekhswork | 1215 7.712757 7.015912
> 0 44
-> sum weekhswork if p75100==1&male==1&year==2000
Variable | Obs Mean Std. Dev.
> Min Max
-------------+--------------------------------------
> ------------------
weekhswork | 2140 6.916262 10.78143
> 0 87.5
-> sum weekhswork if p90100==1&male==1&year==1980
Variable | Obs Mean Std. Dev.
> Min Max
-------------+--------------------------------------
> ------------------
weekhswork | 661 7.586989 6.669952
> 0 37
-> sum weekhswork if p90100==1&male==1&year==2000
Variable | Obs Mean Std. Dev.
> Min Max
-------------+--------------------------------------
> ------------------
weekhswork | 1077 6.630826 10.4603
> 0 78.75
. log close;
name: <unnamed>
log: C:\Users\laure\Desktop\table3.smcl
log type: smcl
closed on: 30 Mar 2022, 17:16:06
---------------------------------------------------- file C: not found
r(601);
. #delimit;
delimiter now ;
. clear;
. set more off;
. ****************************** TABLE 4 ***********
> *******;
. use C:\Users\laure\Desktop\Final\cex.dta, clear;
. ** creation of wage variable, to match with percen
> tiles **;
. gen hwage=salaryx2/(inc_hrsq2*incweekq2) if sa
> laryx2>0&inc_hrsq2>0&incweekq2>0;
(12618 missing values generated)
. ** construction of controls **;
. gen blackwoman=(race2==2) if age2~=.;
(3958 missing values generated)
. gen marriedwoman=(marital2==1) if age2~=.;
(3958 missing values generated)
. gen hispanicwoman=(origin2>9&origin2<18);
. gen woman1664=(age2>15&age2<65);
. drop if hispanicwoman==1&hsdropwoman==1;
(664 observations deleted)
. keep if age2>17&age2<65&age2~=.;
(6872 observations deleted)
. rename childless6 child5;
. *** merge instrument;
. sort metaread year;
. merge metaread year using C:\Users\laure\Desktop
> \instrument.dta;
(note: you are using old merge syntax; see [D] merge
for new syntax)
variables metaread year do not uniquely identify
observations in the master data
. keep if _merge==3;
(199 observations deleted)
. *** merge with percentiles from female wage dist
> ribution by region **;
. sort region year;
. drop _merge;
. merge region year using C:\Users\laure\Desktop\Fi
> nal\wage_percentiles_by_region.dta;
(note: you are using old merge syntax; see [D] merge
for new syntax)
variables region year do not uniquely identify
observations in the master data
(label yearlbl already defined)
. drop _merge;
. gen p025=(hwage<=hwagep25r) if hwage~=.;
(5565 missing values generated)
. gen p2550=((hwagep25r<hwage)&(hwage<=hwagep50r))
> if hwage~=.;
(5565 missing values generated)
. gen p5075=((hwagep50r<hwage)&(hwage<=hwagep75r)) i
> f hwage~=.;
(5565 missing values generated)
. gen p75100=(hwagep75r<hwage) if hwage~=.;
(5565 missing values generated)
. gen p90100=(hwagep90r<hwage) if hwage~=.;
(5565 missing values generated)
. *** deflate expenses **;
. for var avcost340310 avcost340410 avcost440210: r
> eplace X=X*0.71 if year==2000 \ replace X=X*1.72 i
> f year==1980;
-> replace avcost340310=avcost340310*0.71 if year==
> 2000
(447 real changes made)
-> replace avcost340310=avcost340310*1.72 if year==
> 1980
(271 real changes made)
-> replace avcost340410=avcost340410*0.71 if year==
> 2000
(1035 real changes made)
-> replace avcost340410=avcost340410*1.72 if year==
> 1980
(508 real changes made)
-> replace avcost440210=avcost440210*0.71 if year==
> 2000
(2225 real changes made)
-> replace avcost440210=avcost440210*1.72 if year==
> 1980
(2071 real changes made)
. gen avcost340310con=avcost340310 if avcost340310>
> 0;
(12134 missing values generated)
. log using table4, replace;
----------------------------------------------------
name: <unnamed>
log: C:\Users\laure\Desktop\table4.smcl
log type: smcl
opened on: 30 Mar 2022, 17:17:03
. gen avcost340310c=avcost340310;
. replace avcost340310c=. if avcost340310==0;
(12134 real changes made, 12134 to missing)
. for var p025 p2550 p5075 p75100 p90100:
> sum dum340310c1 avcost340310c [aweight=finlwt21] i
> f X==1&year==1980 \
> sum dum340310c1 avcost340310c [aweight=finlwt21] i
> f X==1&year==1990 \
> sum dum340310c1 avcost340310c [aweight=finlwt21] i
> f X==1&year==2000 ;
-> sum dum340310c1 avcost340310c [aweight=finlwt21]
> if p025==1&year==1980
Variable | Obs Weight Mean Std
> . Dev. Min Max
-------------+--------------------------------------
> ---------------------------
dum340310c1 | 575 8200033.01 .0340534 .18
> 15243 0 1
avco~340310c | 17 279239.054 172.5212 192
> .2157 6.45 558.9998
-> sum dum340310c1 avcost340310c [aweight=finlwt21]
> if p025==1&year==1990
Variable | Obs Weight Mean Std
> . Dev. Min Max
-------------+--------------------------------------
> ---------------------------
dum340310c1 | 567 9221484.09 .042104 .20
> 10038 0 1
avco~340310c | 24 388261.391 165.8684 183
> .6351 1.25 696
-> sum dum340310c1 avcost340310c [aweight=finlwt21]
> if p025==1&year==2000
Variable | Obs Weight Mean Std
> . Dev. Min Max
-------------+--------------------------------------
> ---------------------------
dum340310c1 | 710 9085714.9 .0221159 .14
> 71642 0 1
avco~340310c | 17 200938.783 176.0146 193
> .2256 15.14667 681.6
-> sum dum340310c1 avcost340310c [aweight=finlwt21]
> if p2550==1&year==1980
Variable | Obs Weight Mean Std
> . Dev. Min Max
-------------+--------------------------------------
> ---------------------------
dum340310c1 | 512 7970467.25 .0411825 .19
> 89064 0 1
avco~340310c | 20 328243.688 124.3461 119
> .3043 2.866667 350.8798
-> sum dum340310c1 avcost340310c [aweight=finlwt21]
> if p2550==1&year==1990
Variable | Obs Weight Mean Std
> . Dev. Min Max
-------------+--------------------------------------
> ---------------------------
dum340310c1 | 524 8313928.46 .0551578 .22
> 85061 0 1
avco~340310c | 25 458577.866 174.5552 124
> .3659 4 520
-> sum dum340310c1 avcost340310c [aweight=finlwt21]
> if p2550==1&year==2000
Variable | Obs Weight Mean Std
> . Dev. Min Max
-------------+--------------------------------------
> ---------------------------
dum340310c1 | 661 8258154.95 .0390732 .1
> 93916 0 1
avco~340310c | 25 322672.803 141.3006 177
> .7394 14.2 795.2
-> sum dum340310c1 avcost340310c [aweight=finlwt21]
> if p5075==1&year==1980
Variable | Obs Weight Mean Std
> . Dev. Min Max
-------------+--------------------------------------
> ---------------------------
dum340310c1 | 631 10130403.8 .0447093 .2
> 06829 0 1
avco~340310c | 31 452923.76 136.9848 17
> 0.277 10.32 1032
-> sum dum340310c1 avcost340310c [aweight=finlwt21]
> if p5075==1&year==1990
Variable | Obs Weight Mean Std
> . Dev. Min Max
-------------+--------------------------------------
> ---------------------------
dum340310c1 | 584 9583805.95 .0421471 .20
> 10969 0 1
avco~340310c | 26 403929.532 172.087 143
> .0491 10 585
-> sum dum340310c1 avcost340310c [aweight=finlwt21]
> if p5075==1&year==2000
Variable | Obs Weight Mean Std
> . Dev. Min Max
-------------+--------------------------------------
> ---------------------------
dum340310c1 | 801 10250493.9 .0790763 .27
> 00264 0 1
avco~340310c | 66 810570.673 175.6164 201
> .3415 9.466666 1192.8
-> sum dum340310c1 avcost340310c [aweight=finlwt21]
> if p75100==1&year==1980
Variable | Obs Weight Mean Std
> . Dev. Min Max
-------------+--------------------------------------
> ---------------------------
dum340310c1 | 627 10412635 .1420934 .34
> 94246 0 1
avco~340310c | 82 1479566.43 279.5464 412
> .7144 5.16 2201.6
-> sum dum340310c1 avcost340310c [aweight=finlwt21]
> if p75100==1&year==1990
Variable | Obs Weight Mean Std
> . Dev. Min Max
-------------+--------------------------------------
> ---------------------------
dum340310c1 | 582 9592690.6 .1844247 .38
> 81638 0 1
avco~340310c | 100 1769129.1 212.2104 160
> .6152 6.666667 833.3333
-> sum dum340310c1 avcost340310c [aweight=finlwt21]
> if p75100==1&year==2000
Variable | Obs Weight Mean Std
> . Dev. Min Max
-------------+--------------------------------------
> ---------------------------
dum340310c1 | 803 10390048.7 .1807579 .38
> 50573 0 1
avco~340310c | 150 1878082.96 207.3772 210
> .3699 5.325 1661.4
-> sum dum340310c1 avcost340310c [aweight=finlwt21]
> if p90100==1&year==1980
Variable | Obs Weight Mean Std
> . Dev. Min Max
-------------+--------------------------------------
> ---------------------------
dum340310c1 | 210 3427716.98 .1711816 .37
> 75676 0 1
avco~340310c | 33 586762.163 297.7053 454
> .8024 5.16 1857.6
-> sum dum340310c1 avcost340310c [aweight=finlwt21]
> if p90100==1&year==1990
Variable | Obs Weight Mean Std
> . Dev. Min Max
-------------+--------------------------------------
> ---------------------------
dum340310c1 | 221 3617606.83 .2829727 .45
> 14659 0 1
avco~340310c | 61 1023684.15 222.832 154
> .5602 6.666667 820
-> sum dum340310c1 avcost340310c [aweight=finlwt21]
> if p90100==1&year==2000
Variable | Obs Weight Mean Std
> . Dev. Min Max
-------------+--------------------------------------
> ---------------------------
dum340310c1 | 310 3981508.49 .2626418 .44
> 07809 0 1
avco~340310c | 85 1045710.53 232.2022 255
> .7933 6.2125 1661.4
. log close;
name: <unnamed>
log: C:\Users\laure\Desktop\table4.smcl
log type: smcl
closed on: 30 Mar 2022, 17:17:03
---------------------------------------------------- file C: not found
r(601);
. ** first stage
. #delimit;
delimiter now ;
. use C:\Users\laure\Desktop\instrument.dta, clear;
. sort metaread year;
. merge metaread year using C:\Users\laure\Desktop\F
> inal\controls.dta;
(note: you are using old merge syntax; see [D] merge
for new syntax)
(label yearlbl already defined)
(label metareadlbl already defined)
. keep if _merge==3;
(0 observations deleted)
. drop _merge;
. sort metaread;
. merge metaread using C:\Users\laure\Desktop\Final
> \region9.dta ;
(note: you are using old merge syntax; see [D] merge
for new syntax)
variable metaread does not uniquely identify
observations in the master data
(label metareadlbl already defined)
. keep if _merge==3;
(150 observations deleted)
. drop _merge;
. sort metaread year;
. merge metaread year using C:\Users\laure\Desktop\
> Final\alllf.dta;
(note: you are using old merge syntax; see [D] merge
for new syntax)
(label metareadlbl already defined)
(label yearlbl already defined)
. keep if _merge==3;
(483 observations deleted)
. drop _merge;
. egen min=min(year), by(metaread);
. egen max=max(year), by(metaread);
. drop if max==1990|min==1990;
(14 observations deleted)
. sort year;
. tab metaread, gen(city);
Metropolitan area [detailed version] | Freq.
> Percent Cum.
----------------------------------------+-----------
> ------------------------
Akron, OH | 3
> 0.86 0.86
Albany-Schenectady-Troy, NY | 3
> 0.86 1.72
Albuquerque, NM | 3
> 0.86 2.59
Allentown-Bethlehem-Easton, PA/NJ | 3
> 0.86 3.45
Appleton-Oskosh-Neenah, WI | 3
> 0.86 4.31
Atlanta, GA | 3
> 0.86 5.17
Augusta-Aiken, GA-SC | 3
> 0.86 6.03
Austin, TX | 3
> 0.86 6.90
Bakersfield, CA | 3
> 0.86 7.76
Baltimore, MD | 3
> 0.86 8.62
Baton Rouge, LA | 3
> 0.86 9.48
Beaumont-Port Arthur-Orange,TX | 3
> 0.86 10.34
Binghamton, NY | 3
> 0.86 11.21
Birmingham, AL | 3
> 0.86 12.07
Boston, MA | 3
> 0.86 12.93
Buffalo-Niagara Falls, NY | 3
> 0.86 13.79
Canton, OH | 3
> 0.86 14.66
Charleston-N.Charleston,SC | 3
> 0.86 15.52
Charlotte-Gastonia-Rock Hill, SC | 3
> 0.86 16.38
Chattanooga, TN/GA | 3
> 0.86 17.24
Chicago-Gary-Lake, IL | 3
> 0.86 18.10
Gary-Hammond-East Chicago, IN | 3
> 0.86 18.97
Cincinnati OH/KY/IN | 3
> 0.86 19.83
Cleveland, OH | 3
> 0.86 20.69
Columbia, SC | 3
> 0.86 21.55
Columbus, OH | 3
> 0.86 22.41
Corpus Christi, TX | 3
> 0.86 23.28
Dallas-Fort Worth, TX | 3
> 0.86 24.14
Davenport, IA Rock Island-Moline, IL | 3
> 0.86 25.00
Dayton-Springfield, OH | 3
> 0.86 25.86
Denver-Boulder-Longmont, CO | 3
> 0.86 26.72
Des Moines, IA | 3
> 0.86 27.59
Detroit, MI | 3
> 0.86 28.45
Duluth-Superior, MN/WI | 3
> 0.86 29.31
El Paso, TX | 3
> 0.86 30.17
Erie, PA | 3
> 0.86 31.03
Flint, MI | 3
> 0.86 31.90
Fort Lauderdale-Hollywood-Pompano Beach | 3
> 0.86 32.76
Fort Wayne, IN | 3
> 0.86 33.62
Fresno, CA | 3
> 0.86 34.48
Grand Rapids, MI | 3
> 0.86 35.34
Greensboro-Winston Salem-High Point, NC | 3
> 0.86 36.21
Greenville-Spartanburg-Anderson SC | 3
> 0.86 37.07
Harrisburg-Lebanon-Carlisle, PA | 3
> 0.86 37.93
Hartford-Bristol-Middleton-New Britain, | 3
> 0.86 38.79
Honolulu, HI | 3
> 0.86 39.66
Houston-Brazoria, TX | 3
> 0.86 40.52
Indianapolis, IN | 3
> 0.86 41.38
Jackson, MS | 3
> 0.86 42.24
Jacksonville, FL | 3
> 0.86 43.10
Johnstown, PA | 3
> 0.86 43.97
Kansas City, MO-KS | 3
> 0.86 44.83
Knoxville, TN | 3
> 0.86 45.69
Lancaster, PA | 3
> 0.86 46.55
Las Vegas, NV | 3
> 0.86 47.41
Little Rock-North Little Rock, AR | 3
> 0.86 48.28
Los Angeles-Long Beach, CA | 3
> 0.86 49.14
Louisville, KY/IN | 3
> 0.86 50.00
Madison, WI | 3
> 0.86 50.86
Memphis, TN/AR/MS | 3
> 0.86 51.72
Miami-Hialeah, FL | 3
> 0.86 52.59
Milwaukee, WI | 3
> 0.86 53.45
Minneapolis-St. Paul, MN | 3
> 0.86 54.31
Mobile, AL | 3
> 0.86 55.17
Nashville, TN | 3
> 0.86 56.03
New Orleans, LA | 3
> 0.86 56.90
New York-Northeastern NJ | 3
> 0.86 57.76
Nassau Co, NY | 3
> 0.86 58.62
Bergen-Passaic, NJ | 3
> 0.86 59.48
Jersey City, NJ | 3
> 0.86 60.34
Newark, NJ | 3
> 0.86 61.21
Oklahoma City, OK | 3
> 0.86 62.07
Omaha, NE/IA | 3
> 0.86 62.93
Orlando, FL | 3
> 0.86 63.79
Peoria, IL | 3
> 0.86 64.66
Philadelphia, PA/NJ | 3
> 0.86 65.52
Phoenix, AZ | 3
> 0.86 66.38
Pittsburgh-Beaver Valley, PA | 3
> 0.86 67.24
Portland-Vancouver, OR | 3
> 0.86 68.10
Providence-Fall River-Pawtucket, MA/RI | 3
> 0.86 68.97
Reading, PA | 3
> 0.86 69.83
Richmond-Petersburg, VA | 3
> 0.86 70.69
Riverside-San Bernardino,CA | 3
> 0.86 71.55
Rochester, NY | 3
> 0.86 72.41
Rockford, IL | 3
> 0.86 73.28
Sacramento, CA | 3
> 0.86 74.14
St. Louis, MO-IL | 3
> 0.86 75.00
Salinas-Sea Side-Monterey, CA | 3
> 0.86 75.86
Salt Lake City-Ogden, UT | 3
> 0.86 76.72
San Antonio, TX | 3
> 0.86 77.59
San Diego, CA | 3
> 0.86 78.45
San Francisco-Oakland-Vallejo, CA | 3
> 0.86 79.31
San Jose, CA | 3
> 0.86 80.17
Santa Barbara-Santa Maria-Lompoc, CA | 3
> 0.86 81.03
Seattle-Everett, WA | 3
> 0.86 81.90
Shreveport, LA | 3
> 0.86 82.76
South Bend-Mishawaka, IN | 3
> 0.86 83.62
Spokane, WA | 3
> 0.86 84.48
Springfield-Holyoke-Chicopee, MA | 3
> 0.86 85.34
Stockton, CA | 3
> 0.86 86.21
Syracuse, NY | 3
> 0.86 87.07
Tacoma, WA | 3
> 0.86 87.93
Tampa-St. Petersburg-Clearwater, FL | 3
> 0.86 88.79
Toledo, OH/MI | 3
> 0.86 89.66
Trenton, NJ | 3
> 0.86 90.52
Tucson, AZ | 3
> 0.86 91.38
Tulsa, OK | 3
> 0.86 92.24
Utica-Rome, NY | 3
> 0.86 93.10
Ventura-Oxnard-Simi Valley, CA | 3
> 0.86 93.97
Washington, DC/MD/VA | 3
> 0.86 94.83
West Palm Beach-Boca Raton-Delray Beach | 3
> 0.86 95.69
Wichita, KS | 3
> 0.86 96.55
Wilmington, DE/NJ/MD | 3
> 0.86 97.41
Worcester, MA | 3
> 0.86 98.28
York, PA | 3
> 0.86 99.14
Youngstown-Warren, OH-PA | 3
> 0.86 100.00
----------------------------------------+-----------
> ------------------------
Total | 348
> 100.00
. tab year, gen(y);
Census year | Freq. Percent Cum.
------------+-----------------------------------
1980 | 116 33.33 33.33
1990 | 116 33.33 66.67
2000 | 116 33.33 100.00
------------+-----------------------------------
Total | 348 100.00
. tab region, gen(rg);
(mean) |
region | Freq. Percent Cum.
------------+-----------------------------------
11 | 15 4.31 4.31
12 | 63 18.10 22.41
21 | 66 18.97 41.38
22 | 21 6.03 47.41
31 | 51 14.66 62.07
32 | 24 6.90 68.97
33 | 39 11.21 80.17
41 | 18 5.17 85.34
42 | 51 14.66 100.00
------------+-----------------------------------
Total | 348 100.00
. for num 1/9: gen rgXy1=rgX*y1 \gen rgXy2=rgX*y2;
-> gen rg1y1=rg1*y1
-> gen rg1y2=rg1*y2
-> gen rg2y1=rg2*y1
-> gen rg2y2=rg2*y2
-> gen rg3y1=rg3*y1
-> gen rg3y2=rg3*y2
-> gen rg4y1=rg4*y1
-> gen rg4y2=rg4*y2
-> gen rg5y1=rg5*y1
-> gen rg5y2=rg5*y2
-> gen rg6y1=rg6*y1
-> gen rg6y2=rg6*y2
-> gen rg7y1=rg7*y1
-> gen rg7y2=rg7*y2
-> gen rg8y1=rg8*y1
-> gen rg8y2=rg8*y2
-> gen rg9y1=rg9*y1
-> gen rg9y2=rg9*y2
. gen california=(metaread==680|metaread==2840|metar
> ead==4480|metaread==6780|metaread==6920|metaread==
> 7120|metaread==7400|metaread==7470|metaread==7320|
> metaread==7360|metaread==8730|metaread==8120);
. log using table5, replace;
----------------------------------------------------
name: <unnamed>
log: C:\Users\laure\Desktop\table5.smcl
log type: smcl
opened on: 30 Mar 2022, 17:17:56
. reg indep ins city* rg1y1-rg9y2 [aweight=all], r
> obust;
(sum of wgt is 2.0689e+08)
note: city34 omitted because of collinearity
Linear regression
> Number of obs = 348
> F(134, 213) = 336.97
> Prob > F = 0.0000
> R-squared = 0.9818
> Root MSE = .1906
----------------------------------------------------
> --------------------------
| Robust
indep | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
ins | .2066748 .0604936 3.42 0.00
> 1
> .087432
> .3259176
city1 | 1.133431 .1459478 7.77 0.00
> 0
> .8457436
> 1.421118
city2 | 1.302831 .153759 8.47 0.00
> 0
> .9997468
> 1.605915
city3 | 1.195426 .2258047 5.29 0.00
> 0
> .750328
> 1.640524
city4 | 1.176593 .12215 9.63 0.00
> 0
> .9358151
> 1.41737
city5 | .5570148 .1281593 4.35 0.00
> 0
> .3043918
> .8096378
city6 | 2.885338 .2235535 12.91 0.00
> 0
> 2.444678
> 3.325999
city7 | 1.697093 .1120334 15.15 0.00
> 0
> 1.476257
> 1.91793
city8 | 1.556818 .272171 5.72 0.00
> 0
> 1.020325
> 2.093312
city9 | 1.445701 .2695741 5.36 0.00
> 0
> .9143262
> 1.977076
city10 | 2.64672 .3107337 8.52 0.00
> 0
> 2.034213
> 3.259227
city11 | 1.352169 .1169508 11.56 0.00
> 0
> 1.12164
> 1.582699
city12 | 1.016011 .1962059 5.18 0.00
> 0
> .6292568
> 1.402765
city13 | .474311 .2168188 2.19 0.03
> 0
> .0469257
> .9016963
city14 | 1.765773 .1465978 12.05 0.00
> 0
> 1.476805
> 2.054742
city15 | 2.054901 .283746 7.24 0.00
> 0
> 1.495591
> 2.614211
city16 | 1.395629 .2150322 6.49 0.00
> 0
> .9717653
> 1.819493
city17 | .9257004 .1123351 8.24 0.00
> 0
> .7042696
> 1.147131
city18 | 1.636526 .181706 9.01 0.00
> 0
> 1.278353
> 1.994698
city19 | 2.580118 .1203442 21.44 0.00
> 0
> 2.342899
> 2.817336
city20 | 1.568833 .0989753 15.85 0.00
> 0
> 1.373737
> 1.76393
city21 | 2.916349 .3715995 7.85 0.00
> 0
> 2.183865
> 3.648833
city22 | .797475 .2574234 3.10 0.00
> 2
> .2900512
> 1.304899
city23 | 2.022297 .1496903 13.51 0.00
> 0
> 1.727232
> 2.317361
city24 | 2.063071 .2329286 8.86 0.00
> 0
> 1.60393
> 2.522211
city25 | 1.389882 .1535164 9.05 0.00
> 0
> 1.087276
> 1.692488
city26 | 1.816707 .1953182 9.30 0.00
> 0
> 1.431702
> 2.201711
city27 | .5690102 .3075718 1.85 0.06
> 6
> -.0372642
> 1.175285
city28 | 2.981507 .2604002 11.45 0.00
> 0
> 2.468216
> 3.494799
city29 | .2736831 .2170398 1.26 0.20
> 9
> -.1541379
> .7015041
city30 | 1.391334 .1709436 8.14 0.00
> 0
> 1.054376
> 1.728292
city31 | 2.269018 .2364227 9.60 0.00
> 0
> 1.80299
> 2.735045
city32 | .2049582 .1251382 1.64 0.10
> 3
> -.0417096
> .4516261
city33 | 2.532348 .273352 9.26 0.00
> 0
> 1.993526
> 3.07117
city34 | 0 (omitted)
city35 | 1.078351 .373315 2.89 0.00
> 4
> .3424859
> 1.814216
city36 | .6825635 .1145998 5.96 0.00
> 0
> .4566685
> .9084584
city37 | .6665287 .212145 3.14 0.00
> 2
> .2483561
> 1.084701
city38 | 2.04491 .1830019 11.17 0.00
> 0
> 1.684183
> 2.405637
city39 | .8321179 .2437144 3.41 0.00
> 1
> .3517169
> 1.312519
city40 | 1.634488 .3280682 4.98 0.00
> 0
> .9878113
> 2.281164
city41 | 1.302557 .1799255 7.24 0.00
> 0
> .9478944
> 1.65722
city42 | 2.520807 .1078692 23.37 0.00
> 0
> 2.30818
> 2.733435
city43 | 2.768825 .1584547 17.47 0.00
> 0
> 2.456485
> 3.081166
city44 | 1.590065 .2041129 7.79 0.00
> 0
> 1.187725
> 1.992405
city45 | 1.159721 .2094316 5.54 0.00
> 0
> .7468966
> 1.572545
city46 | 1.058671 .2796679 3.79 0.00
> 0
> .5073997
> 1.609942
city47 | 2.911536 .3204436 9.09 0.00
> 0
> 2.279889
> 3.543183
city48 | 2.204147 .1300592 16.95 0.00
> 0
> 1.947778
> 2.460515
city49 | 1.195533 .2654138 4.50 0.00
> 0
> .6723591
> 1.718707
city50 | 1.829481 .1679035 10.90 0.00
> 0
> 1.498515
> 2.160446
city51 | .5034815 .2368772 2.13 0.03
> 5
> .0365576
> .9704054
city52 | 1.731852 .1838432 9.42 0.00
> 0
> 1.369467
> 2.094237
city53 | 1.877036 .1638495 11.46 0.00
> 0
> 1.554062
> 2.20001
city54 | 1.785122 .1689259 10.57 0.00
> 0
> 1.452142
> 2.118103
city55 | 2.295801 .2183635 10.51 0.00
> 0
> 1.865371
> 2.726232
city56 | 1.388499 .1078396 12.88 0.00
> 0
> 1.17593
> 1.601069
city57 | 3.522433 .4616015 7.63 0.00
> 0
> 2.61254
> 4.432325
city58 | 1.954424 .1006364 19.42 0.00
> 0
> 1.756053
> 2.152795
city59 | .0667588 .1768267 0.38 0.70
> 6
> -.2817955
> .4153131
city60 | 1.583067 .1593528 9.93 0.00
> 0
> 1.268957
> 1.897178
city61 | 2.416941 .3059746 7.90 0.00
> 0
> 1.813815
> 3.020067
city62 | 1.420188 .2354182 6.03 0.00
> 0
> .9561398
> 1.884235
city63 | 1.624632 .1904778 8.53 0.00
> 0
> 1.249168
> 2.000095
city64 | 1.453651 .1077112 13.50 0.00
> 0
> 1.241335
> 1.665968
city65 | 2.341964 .1041481 22.49 0.00
> 0
> 2.136671
> 2.547256
city66 | 1.631685 .3170581 5.15 0.00
> 0
> 1.006712
> 2.256659
city67 | 3.108949 .3915624 7.94 0.00
> 0
> 2.337115
> 3.880783
city68 | 1.912209 .2542016 7.52 0.00
> 0
> 1.411136
> 2.413282
city69 | 1.579564 .2626594 6.01 0.00
> 0
> 1.061819
> 2.097309
city70 | 1.371691 .248658 5.52 0.00
> 0
> .8815452
> 1.861836
city71 | 1.957169 .2532796 7.73 0.00
> 0
> 1.457914
> 2.456425
city72 | 1.706837 .1868866 9.13 0.00
> 0
> 1.338453
> 2.075221
city73 | .5282322 .1270409 4.16 0.00
> 0
> .2778138
> .7786506
city74 | 2.38366 .1517812 15.70 0.00
> 0
> 2.084475
> 2.682846
city75 | .8739336 .0926637 9.43 0.00
> 0
> .6912782
> 1.056589
city76 | 2.63395 .2689659 9.79 0.00
> 0
> 2.103774
> 3.164126
city77 | 2.591227 .2925298 8.86 0.00
> 0
> 2.014603
> 3.167852
city78 | 1.671335 .229088 7.30 0.00
> 0
> 1.219765
> 2.122905
city79 | 1.816967 .2493045 7.29 0.00
> 0
> 1.325547
> 2.308387
city80 | 1.581337 .3434532 4.60 0.00
> 0
> .9043345
> 2.25834
city81 | 1.352811 .1369002 9.88 0.00
> 0
> 1.082958
> 1.622663
city82 | 2.065039 .1272671 16.23 0.00
> 0
> 1.814175
> 2.315904
city83 | 2.351448 .3904912 6.02 0.00
> 0
> 1.581726
> 3.12117
city84 | 1.379612 .2286079 6.03 0.00
> 0
> .9289882
> 1.830236
city85 | .9737822 .1833089 5.31 0.00
> 0
> .6124503
> 1.335114
city86 | 1.43964 .2721429 5.29 0.00
> 0
> .9032015
> 1.976078
city87 | 2.354787 .1775855 13.26 0.00
> 0
> 2.004737
> 2.704837
city88 | .9293352 .2750159 3.38 0.00
> 1
> .3872338
> 1.471437
city89 | 1.680609 .194933 8.62 0.00
> 0
> 1.296364
> 2.064854
city90 | 1.657173 .3474871 4.77 0.00
> 0
> .9722188
> 2.342127
city91 | 2.038401 .3365407 6.06 0.00
> 0
> 1.375024
> 2.701778
city92 | 1.772819 .570165 3.11 0.00
> 2
> .6489301
> 2.896707
city93 | 1.763205 .3044531 5.79 0.00
> 0
> 1.163078
> 2.363331
city94 | .8218357 .2880902 2.85 0.00
> 5
> .2539627
> 1.389709
city95 | 1.769018 .2313733 7.65 0.00
> 0
> 1.312944
> 2.225093
city96 | 1.298717 .1530544 8.49 0.00
> 0
> .997022
> 1.600413
city97 | .7653501 .1586253 4.82 0.00
> 0
> .4526738
> 1.078027
city98 | .576051 .1276357 4.51 0.00
> 0
> .3244601
> .8276419
city99 | 1.148867 .1837416 6.25 0.00
> 0
> .7866825
> 1.511052
city100 | 1.135313 .2592929 4.38 0.00
> 0
> .624204
> 1.646422
city101 | 1.356718 .2487172 5.45 0.00
> 0
> .8664559
> 1.846981
city102 | 1.227869 .1567036 7.84 0.00
> 0
> .9189803
> 1.536757
city103 | 2.517322 .1971433 12.77 0.00
> 0
> 2.12872
> 2.905924
city104 | 1.058925 .1957633 5.41 0.00
> 0
> .6730439
> 1.444807
city105 | .5868309 .1256348 4.67 0.00
> 0
> .3391842
> .8344776
city106 | 1.216007 .3037112 4.00 0.00
> 0
> .6173422
> 1.814671
city107 | 1.605698 .1758486 9.13 0.00
> 0
> 1.259071
> 1.952324
city108 | .7299456 .2359563 3.09 0.00
> 2
> .2648371
> 1.195054
city109 | 1.295803 .2834564 4.57 0.00
> 0
> .7370635
> 1.854542
city110 | 2.627704 .2792235 9.41 0.00
> 0
> 2.077309
> 3.178099
city111 | 1.876014 .1794474 10.45 0.00
> 0
> 1.522294
> 2.229734
city112 | .7658828 .1426295 5.37 0.00
> 0
> .4847367
> 1.047029
city113 | 1.016744 .1957613 5.19 0.00
> 0
> .6308665
> 1.402622
city114 | .4764571 .1941017 2.45 0.01
> 5
> .0938508
> .8590634
city115 | 1.514544 .1088625 13.91 0.00
> 0
> 1.299958
> 1.729129
city116 | 1.108121 .1771175 6.26 0.00
> 0
> .7589935
> 1.457249
rg1y1 | .5296222 .0869815 6.09 0.00
> 0
> .3581674
> .701077
rg1y2 | -.0463639 .1342467 -0.35 0.73
> 0
> -.3109861
> .2182583
rg2y1 | .9189389 .0719843 12.77 0.00
> 0
> .7770461
> 1.060832
rg2y2 | .234748 .0530252 4.43 0.00
> 0
> .1302266
> .3392694
rg3y1 | 1.000398 .0504143 19.84 0.00
> 0
> .9010228
> 1.099773
rg3y2 | .1621063 .0489063 3.31 0.00
> 1
> .0657039
> .2585087
rg4y1 | 1.016284 .0531879 19.11 0.00
> 0
> .9114423
> 1.121126
rg4y2 | .1515845 .0761618 1.99 0.04
> 8
> .001457
> .301712
rg5y1 | .4411965 .0965046 4.57 0.00
> 0
> .2509702
> .6314228
rg5y2 | .0769838 .0797709 0.97 0.33
> 6
> -.0802578
> .2342254
rg6y1 | .7863847 .082619 9.52 0.00
> 0
> .623529
> .9492404
rg6y2 | .2473402 .0698297 3.54 0.00
> 0
> .1096945
> .3849859
rg7y1 | .6576275 .0948042 6.94 0.00
> 0
> .4707529
> .8445021
rg7y2 | .0248319 .0609861 0.41 0.68
> 4
> -.0953818
> .1450455
rg8y1 | .2042067 .1447838 1.41 0.16
> 0
> -.081186
> .4895993
rg8y2 | -.3172139 .077349 -4.10 0.00
> 0
> -.4696815
> -.1647463
rg9y1 | .4386321 .1177779 3.72 0.00
> 0
> .2064727
> .6707916
rg9y2 | .0915975 .0890937 1.03 0.30
> 5
> -.0840207
> .2672157
_cons | 4.080216 .3927737 10.39 0.00
> 0
> 3.305994
> 4.854437
----------------------------------------------------
> --------------------------
. reg indep ins city* rg1y1-rg9y2 [aweight=all] i
> f california==0, robust;
(sum of wgt is 1.7628e+08)
note: city9 omitted because of collinearity
note: city35 omitted because of collinearity
note: city40 omitted because of collinearity
note: city57 omitted because of collinearity
note: city83 omitted because of collinearity
note: city86 omitted because of collinearity
note: city88 omitted because of collinearity
note: city91 omitted because of collinearity
note: city92 omitted because of collinearity
note: city93 omitted because of collinearity
note: city94 omitted because of collinearity
note: city100 omitted because of collinearity
note: city109 omitted because of collinearity
Linear regression
> Number of obs = 312
> F(122, 189) = 363.02
> Prob > F = 0.0000
> R-squared = 0.9840
> Root MSE = .16971
----------------------------------------------------
> --------------------------
| Robust
indep | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
ins | .1888991 .0560893 3.37 0.00
> 1
> .0782575
> .2995406
city1 | -.0172802 .2620483 -0.07 0.94
> 7
> -.5341953
> .499635
city2 | .1484762 .2852292 0.52 0.60
> 3
> -.4141656
> .711118
city3 | .0678443 .2248363 0.30 0.76
> 3
> -.3756667
> .5113554
city4 | .020224 .2721194 0.07 0.94
> 1
> -.5165574
> .5570054
city5 | -.6190683 .3426557 -1.81 0.07
> 2
> -1.294989
> .0568527
city6 | 1.746556 .2968715 5.88 0.00
> 0
> 1.160948
> 2.332163
city7 | .5092546 .371315 1.37 0.17
> 2
> -.2231996
> 1.241709
city8 | .4359838 .2408649 1.81 0.07
> 2
> -.0391452
> .9111128
city9 | 0 (omitted)
city10 | 1.518268 .3095169 4.91 0.00
> 0
> .9077161
> 2.128819
city11 | .1934989 .2844354 0.68 0.49
> 7
> -.367577
> .7545748
city12 | -.128943 .2761648 -0.47 0.64
> 1
> -.6737043
> .4158182
city13 | -.7040974 .3849414 -1.83 0.06
> 9
> -1.463431
> .0552362
city14 | .5926517 .342236 1.73 0.08
> 5
> -.0824414
> 1.267745
city15 | .9506345 .1667454 5.70 0.00
> 0
> .6217133
> 1.279556
city16 | .258926 .268162 0.97 0.33
> 5
> -.2700491
> .7879011
city17 | -.2439018 .3173393 -0.77 0.44
> 3
> -.8698836
> .3820801
city18 | .4557419 .3758474 1.21 0.22
> 7
> -.2856528
> 1.197137
city19 | 1.416784 .3004835 4.72 0.00
> 0
> .8240515
> 2.009516
city20 | .3903617 .3407183 1.15 0.25
> 3
> -.2817376
> 1.062461
city21 | 1.842035 .1305193 14.11 0.00
> 0
> 1.584573
> 2.099497
city22 | -.321522 .2094743 -1.53 0.12
> 6
> -.73473
> .091686
city23 | .8772924 .241979 3.63 0.00
> 0
> .3999659
> 1.354619
city24 | .9374849 .2036587 4.60 0.00
> 0
> .5357487
> 1.339221
city25 | .2215399 .330365 0.67 0.50
> 3
> -.4301365
> .8732162
city26 | .6777272 .2398265 2.83 0.00
> 5
> .2046466
> 1.150808
city27 | -.5376894 .2217017 -2.43 0.01
> 6
> -.9750172
> -.1003617
city28 | 1.873621 .1578832 11.87 0.00
> 0
> 1.562181
> 2.18506
city29 | -.8640922 .2640464 -3.27 0.00
> 1
> -1.384949
> -.3432355
city30 | .2500615 .2423369 1.03 0.30
> 3
> -.2279711
> .728094
city31 | 1.148818 .2010412 5.71 0.00
> 0
> .752245
> 1.545391
city32 | -.9539026 .2902829 -3.29 0.00
> 1
> -1.526513
> -.3812921
city33 | 1.426758 .1565904 9.11 0.00
> 0
> 1.117869
> 1.735648
city34 | -1.179433 .3498879 -3.37 0.00
> 1
> -1.86962
> -.4892463
city35 | 0 (omitted)
city36 | -.5035431 .3643786 -1.38 0.16
> 9
> -1.222315
> .2152282
city37 | -.4871669 .3146935 -1.55 0.12
> 3
> -1.10793
> .133596
city38 | .9110317 .2169485 4.20 0.00
> 0
> .48308
> 1.338983
city39 | -.3235853 .3492839 -0.93 0.35
> 5
> -1.012581
> .3654105
city40 | 0 (omitted)
city41 | .1512823 .2873423 0.53 0.59
> 9
> -.4155276
> .7180922
city42 | 1.357286 .2963958 4.58 0.00
> 0
> .7726173
> 1.941955
city43 | 1.55252 .4522125 3.43 0.00
> 1
> .6604878
> 2.444552
city44 | .4103092 .3985475 1.03 0.30
> 5
> -.3758636
> 1.196482
city45 | .0279564 .2260339 0.12 0.90
> 2
> -.417917
> .4738297
city46 | -.0702474 .2377701 -0.30 0.76
> 8
> -.5392715
> .3987767
city47 | 1.820419 .1427199 12.76 0.00
> 0
> 1.53889
> 2.101948
city48 | 1.04608 .2848775 3.67 0.00
> 0
> .4841318
> 1.608028
city49 | -.0018633 .4604292 -0.00 0.99
> 7
> -.9101037
> .906377
city50 | .679721 .2718661 2.50 0.01
> 3
> .1434393
> 1.216003
city51 | -.6691591 .3891937 -1.72 0.08
> 7
> -1.436881
> .0985624
city52 | .6004978 .2086276 2.88 0.00
> 4
> .1889599
> 1.012036
city53 | .6870635 .3992076 1.72 0.08
> 7
> -.1004115
> 1.474539
city54 | .5990553 .3854415 1.55 0.12
> 2
> -.1612647
> 1.359375
city55 | 1.153952 .2838822 4.06 0.00
> 0
> .5939674
> 1.713937
city56 | .2011653 .3718943 0.54 0.58
> 9
> -.5324316
> .9347622
city57 | 0 (omitted)
city58 | .7800458 .3286186 2.37 0.01
> 9
> .1318143
> 1.428277
city59 | -1.093395 .315746 -3.46 0.00
> 1
> -1.716234
> -.4705563
city60 | .4342238 .2608499 1.66 0.09
> 8
> -.0803274
> .9487751
city61 | 1.321732 .1725708 7.66 0.00
> 0
> .9813195
> 1.662144
city62 | .2961204 .2084962 1.42 0.15
> 7
> -.1151582
> .7073989
city63 | .4926289 .2171938 2.27 0.02
> 4
> .0641934
> .9210643
city64 | .2695065 .3604474 0.75 0.45
> 6
> -.4415104
> .9805233
city65 | 1.166182 .3344559 3.49 0.00
> 1
> .5064357
> 1.825928
city66 | .528243 .2025291 2.61 0.01
> 0
> .1287351
> .9277508
city67 | 2.040348 .1358962 15.01 0.00
> 0
> 1.77228
> 2.308416
city68 | .8011231 .1615247 4.96 0.00
> 0
> .4825002
> 1.119746
city69 | .4592238 .2387495 1.92 0.05
> 6
> -.0117323
> .93018
city70 | .2575574 .1729042 1.49 0.13
> 8
> -.0835125
> .5986272
city71 | .8455752 .162185 5.21 0.00
> 0
> .5256498
> 1.165501
city72 | .5590791 .2770946 2.02 0.04
> 5
> .0124836
> 1.105675
city73 | -.6237121 .2645111 -2.36 0.01
> 9
> -1.145485
> -.1019388
city74 | 1.218943 .3197888 3.81 0.00
> 0
> .5881292
> 1.849757
city75 | -.3045235 .3372135 -0.90 0.36
> 8
> -.9697092
> .3606623
city76 | 1.521024 .1994161 7.63 0.00
> 0
> 1.127657
> 1.914391
city77 | 1.488868 .1663257 8.95 0.00
> 0
> 1.160775
> 1.816961
city78 | .54136 .2667832 2.03 0.04
> 4
> .0151046
> 1.067615
city79 | .6756371 .2458256 2.75 0.00
> 7
> .1907228
> 1.160552
city80 | .4576596 .3294161 1.39 0.16
> 6
> -.1921449
> 1.107464
city81 | .1732261 .3571651 0.49 0.62
> 8
> -.531316
> .8777682
city82 | .8992652 .3138081 2.87 0.00
> 5
> .2802488
> 1.518282
city83 | 0 (omitted)
city84 | .2414182 .2700528 0.89 0.37
> 2
> -.2912867
> .7741231
city85 | -.1907201 .3348663 -0.57 0.57
> 0
> -.8512758
> .4698355
city86 | 0 (omitted)
city87 | 1.219053 .2260222 5.39 0.00
> 0
> .7732027
> 1.664903
city88 | 0 (omitted)
city89 | .5456687 .239619 2.28 0.02
> 4
> .0729975
> 1.01834
city90 | .57532 .1354682 4.25 0.00
> 0
> .3080962
> .8425438
city91 | 0 (omitted)
city92 | 0 (omitted)
city93 | 0 (omitted)
city94 | 0 (omitted)
city95 | .6460048 .1900921 3.40 0.00
> 1
> .27103
> 1.020979
city96 | .1323825 .3307005 0.40 0.68
> 9
> -.5199558
> .7847207
city97 | -.4112923 .3601157 -1.14 0.25
> 5
> -1.121655
> .2990702
city98 | -.5972113 .2999312 -1.99 0.04
> 8
> -1.188854
> -.0055684
city99 | .0042971 .2627762 0.02 0.98
> 7
> -.5140541
> .5226482
city100 | 0 (omitted)
city101 | .200816 .3381841 0.59 0.55
> 3
> -.4662843
> .8679162
city102 | .0690366 .2942933 0.23 0.81
> 5
> -.511485
> .6495582
city103 | 1.385428 .226639 6.11 0.00
> 0
> .9383613
> 1.832495
city104 | -.0821451 .2550441 -0.32 0.74
> 8
> -.5852439
> .4209537
city105 | -.5682906 .2688414 -2.11 0.03
> 6
> -1.098606
> -.0379753
city106 | .1123501 .2019105 0.56 0.57
> 9
> -.2859375
> .5106377
city107 | .4397358 .3411633 1.29 0.19
> 9
> -.2332412
> 1.112713
city108 | -.4393529 .374419 -1.17 0.24
> 2
> -1.17793
> .2992241
city109 | 0 (omitted)
city110 | 1.524607 .154767 9.85 0.00
> 0
> 1.219315
> 1.8299
city111 | .7283755 .2792446 2.61 0.01
> 0
> .177539
> 1.279212
city112 | -.3837034 .2658935 -1.44 0.15
> 1
> -.9082038
> .1407969
city113 | -.1375129 .3097063 -0.44 0.65
> 8
> -.7484381
> .4734123
city114 | -.670802 .2798968 -2.40 0.01
> 8
> -1.222925
> -.118679
city115 | .3226672 .3776916 0.85 0.39
> 4
> -.4223655
> 1.0677
city116 | -.0527941 .3029934 -0.17 0.86
> 2
> -.6504773
> .5448892
rg1y1 | .5369927 .0859068 6.25 0.00
> 0
> .3675334
> .706452
rg1y2 | -.0437058 .1339806 -0.33 0.74
> 5
> -.3079954
> .2205837
rg2y1 | .9213358 .0725556 12.70 0.00
> 0
> .778213
> 1.064459
rg2y2 | .2353316 .0537373 4.38 0.00
> 0
> .1293298
> .3413335
rg3y1 | .995689 .0500696 19.89 0.00
> 0
> .8969219
> 1.094456
rg3y2 | .1583001 .0490331 3.23 0.00
> 1
> .0615776
> .2550225
rg4y1 | 1.011019 .0539268 18.75 0.00
> 0
> .9046436
> 1.117395
rg4y2 | .147382 .0768425 1.92 0.05
> 7
> -.0041972
> .2989612
rg5y1 | .4366633 .0974386 4.48 0.00
> 0
> .2444565
> .6288701
rg5y2 | .074281 .0805815 0.92 0.35
> 8
> -.0846738
> .2332357
rg6y1 | .783827 .0818246 9.58 0.00
> 0
> .6224203
> .9452338
rg6y2 | .2459717 .0700265 3.51 0.00
> 1
> .1078377
> .3841058
rg7y1 | .6401801 .0925981 6.91 0.00
> 0
> .4575215
> .8228386
rg7y2 | .0160267 .0603732 0.27 0.79
> 1
> -.1030651
> .1351185
rg8y1 | .1888501 .1448291 1.30 0.19
> 4
> -.096839
> .4745393
rg8y2 | -.3254349 .0771103 -4.22 0.00
> 0
> -.4775422
> -.1733275
rg9y1 | .5861135 .0903977 6.48 0.00
> 0
> .4077954
> .7644316
rg9y2 | -.0184115 .1178451 -0.16 0.87
> 6
> -.2508721
> .214049
_cons | 5.372801 .685448 7.84 0.00
> 0
> 4.02069
> 6.724912
----------------------------------------------------
> --------------------------
. reg indep ins city* rg1y1-rg9y2 [aweight=all] i
> f metaread~=4480&metaread~=5600&metarea~=5000, rob
> ust;
(sum of wgt is 1.8005e+08)
note: city35 omitted because of collinearity
note: city57 omitted because of collinearity
note: city61 omitted because of collinearity
note: city67 omitted because of collinearity
Linear regression
> Number of obs = 339
> F(131, 207) = 584.60
> Prob > F = 0.0000
> R-squared = 0.9715
> Root MSE = .19879
----------------------------------------------------
> --------------------------
| Robust
indep | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
ins | .187723 .0676975 2.77 0.00
> 6
> .054258
> .3211879
city1 | -.0220678 .3039308 -0.07 0.94
> 2
> -.6212644
> .5771288
city2 | .1237773 .334317 0.37 0.71
> 2
> -.5353254
> .78288
city3 | .0645871 .2476853 0.26 0.79
> 5
> -.4237221
> .5528963
city4 | -.0036504 .3292523 -0.01 0.99
> 1
> -.6527681
> .6454672
city5 | -.6255346 .4008761 -1.56 0.12
> 0
> -1.415858
> .1647887
city6 | 1.744781 .3179823 5.49 0.00
> 0
> 1.117882
> 2.37168
city7 | .5043248 .4357075 1.16 0.24
> 8
> -.3546683
> 1.363318
city8 | .4331729 .2567808 1.69 0.09
> 3
> -.0730679
> .9394137
city9 | .3395718 .2285941 1.49 0.13
> 9
> -.1110994
> .7902429
city10 | 1.516445 .3216656 4.71 0.00
> 0
> .8822848
> 2.150606
city11 | .1881847 .3318595 0.57 0.57
> 1
> -.4660732
> .8424425
city12 | -.1333497 .310156 -0.43 0.66
> 8
> -.7448193
> .4781198
city13 | -.7294867 .4516736 -1.62 0.10
> 8
> -1.619957
> .1609834
city14 | .5863813 .3971871 1.48 0.14
> 1
> -.1966693
> 1.369432
city15 | .9489199 .1751673 5.42 0.00
> 0
> .6035792
> 1.294261
city16 | .2367366 .3017866 0.78 0.43
> 4
> -.3582329
> .831706
city17 | -.2499393 .3720688 -0.67 0.50
> 2
> -.9834694
> .4835908
city18 | .4507931 .42984 1.05 0.29
> 6
> -.3966323
> 1.298219
city19 | 1.413866 .349376 4.05 0.00
> 0
> .7250744
> 2.102657
city20 | .3837374 .4019166 0.95 0.34
> 1
> -.4086375
> 1.176112
city21 | 1.842302 .1303452 14.13 0.00
> 0
> 1.585328
> 2.099277
city22 | -.3242113 .2261365 -1.43 0.15
> 3
> -.7700372
> .1216146
city23 | .8728824 .2804691 3.11 0.00
> 2
> .3199402
> 1.425825
city24 | .9343597 .226744 4.12 0.00
> 0
> .4873361
> 1.381383
city25 | .2170859 .3775868 0.57 0.56
> 6
> -.5273229
> .9614947
city26 | .6737158 .2721541 2.48 0.01
> 4
> .1371667
> 1.210265
city27 | -.5395651 .2290682 -2.36 0.01
> 9
> -.9911709
> -.0879593
city28 | 1.871666 .1696347 11.03 0.00
> 0
> 1.537233
> 2.2061
city29 | -.8680239 .2923707 -2.97 0.00
> 3
> -1.44443
> -.2916179
city30 | .2458984 .2767123 0.89 0.37
> 5
> -.2996373
> .791434
city31 | 1.146049 .2195812 5.22 0.00
> 0
> .7131468
> 1.578951
city32 | -.9592295 .3370173 -2.85 0.00
> 5
> -1.623656
> -.294803
city33 | 1.424956 .1666927 8.55 0.00
> 0
> 1.096323
> 1.753589
city34 | -1.186121 .4107204 -2.89 0.00
> 4
> -1.995853
> -.3763899
city35 | 0 (omitted)
city36 | -.5300938 .4409921 -1.20 0.23
> 1
> -1.399506
> .3393179
city37 | -.492152 .3529149 -1.39 0.16
> 5
> -1.18792
> .2036164
city38 | .909409 .2451511 3.71 0.00
> 0
> .426096
> 1.392722
city39 | -.3287032 .3857646 -0.85 0.39
> 5
> -1.089234
> .431828
city40 | .5408703 .2339118 2.31 0.02
> 2
> .0797155
> 1.002025
city41 | .1464574 .3263925 0.45 0.65
> 4
> -.4970223
> .789937
city42 | 1.353539 .3444866 3.93 0.00
> 0
> .6743866
> 2.032691
city43 | 1.544812 .5361832 2.88 0.00
> 4
> .4877322
> 2.601892
city44 | .3839977 .4561304 0.84 0.40
> 1
> -.515259
> 1.283254
city45 | .0244223 .2527311 0.10 0.92
> 3
> -.4738347
> .5226794
city46 | -.0557473 .2546362 -0.22 0.82
> 7
> -.5577601
> .4462656
city47 | 1.819574 .1448249 12.56 0.00
> 0
> 1.534053
> 2.105095
city48 | 1.040805 .3315626 3.14 0.00
> 2
> .387133
> 1.694478
city49 | -.0097398 .5251824 -0.02 0.98
> 5
> -1.045132
> 1.025652
city50 | .6760231 .307076 2.20 0.02
> 9
> .0706256
> 1.28142
city51 | -.6950118 .4414642 -1.57 0.11
> 7
> -1.565354
> .1753305
city52 | .5969909 .2370296 2.52 0.01
> 3
> .1296893
> 1.064292
city53 | .6796783 .4645052 1.46 0.14
> 5
> -.2360893
> 1.595446
city54 | .5727072 .4575507 1.25 0.21
> 2
> -.3293495
> 1.474764
city55 | 1.149751 .3139888 3.66 0.00
> 0
> .5307249
> 1.768777
city56 | .1939546 .438436 0.44 0.65
> 9
> -.6704176
> 1.058327
city57 | 0 (omitted)
city58 | .7736923 .3870275 2.00 0.04
> 7
> .0106713
> 1.536713
city59 | -1.098808 .3603994 -3.05 0.00
> 3
> -1.809332
> -.3882837
city60 | .4295598 .3007576 1.43 0.15
> 5
> -.1633809
> 1.022501
city61 | 0 (omitted)
city62 | .2930956 .2297621 1.28 0.20
> 4
> -.1598782
> .7460694
city63 | .4890791 .2451973 1.99 0.04
> 7
> .0056749
> .9724832
city64 | .2625067 .4250867 0.62 0.53
> 8
> -.5755477
> 1.100561
city65 | 1.159735 .3935533 2.95 0.00
> 4
> .3838489
> 1.935622
city66 | .5265829 .2086864 2.52 0.01
> 2
> .1151596
> .9380061
city67 | 0 (omitted)
city68 | .7790861 .1872404 4.16 0.00
> 0
> .4099434
> 1.148229
city69 | .4361536 .2566938 1.70 0.09
> 1
> -.0699158
> .9422229
city70 | .2356808 .198534 1.19 0.23
> 7
> -.155727
> .6270887
city71 | .824441 .187329 4.40 0.00
> 0
> .4551237
> 1.193758
city72 | .5544869 .3138211 1.77 0.07
> 9
> -.0642083
> 1.173182
city73 | -.6285813 .3073705 -2.05 0.04
> 2
> -1.234559
> -.0226033
city74 | 1.216014 .3667249 3.32 0.00
> 1
> .4930195
> 1.939009
city75 | -.3111468 .3989928 -0.78 0.43
> 6
> -1.097757
> .4754636
city76 | 1.499117 .2149226 6.98 0.00
> 0
> 1.075399
> 1.922834
city77 | 1.48728 .1735683 8.57 0.00
> 0
> 1.145091
> 1.829468
city78 | .5195564 .2901664 1.79 0.07
> 5
> -.0525039
> 1.091617
city79 | .6893381 .274339 2.51 0.01
> 3
> .1484814
> 1.230195
city80 | .4546607 .3422072 1.33 0.18
> 5
> -.2199976
> 1.129319
city81 | .1473506 .4253491 0.35 0.72
> 9
> -.6912211
> .9859222
city82 | .8952008 .3604948 2.48 0.01
> 4
> .1844888
> 1.605913
city83 | 1.278165 .2413951 5.29 0.00
> 0
> .8022563
> 1.754073
city84 | .2179209 .2986218 0.73 0.46
> 6
> -.3708091
> .8066509
city85 | -.1964202 .3815646 -0.51 0.60
> 7
> -.9486711
> .5558307
city86 | .3434222 .1790576 1.92 0.05
> 6
> -.0095881
> .6964325
city87 | 1.215256 .2567617 4.73 0.00
> 0
> .709053
> 1.721459
city88 | -.1733077 .231564 -0.75 0.45
> 5
> -.6298338
> .2832184
city89 | .5419245 .2679891 2.02 0.04
> 4
> .0135866
> 1.070262
city90 | .5750883 .1351771 4.25 0.00
> 0
> .308588
> .8415886
city91 | .9611677 .1578108 6.09 0.00
> 0
> .6500453
> 1.27229
city92 | .6915725 .3741966 1.85 0.06
> 6
> -.0461525
> 1.429298
city93 | .6744416 .162463 4.15 0.00
> 0
> .3541474
> .9947358
city94 | -.2878789 .2739645 -1.05 0.29
> 5
> -.8279973
> .2522396
city95 | .6561363 .2190883 2.99 0.00
> 3
> .2242058
> 1.088067
city96 | .1265611 .3799793 0.33 0.73
> 9
> -.6225644
> .8756866
city97 | -.4177957 .4163048 -1.00 0.31
> 7
> -1.238536
> .4029451
city98 | -.5864512 .3630228 -1.62 0.10
> 8
> -1.302147
> .1292448
city99 | -.0000842 .2979906 -0.00 1.00
> 0
> -.5875698
> .5874013
city100 | .0304197 .2148323 0.14 0.88
> 8
> -.3931202
> .4539596
city101 | .1773315 .3907388 0.45 0.65
> 0
> -.5930064
> .9476693
city102 | .0768175 .3369774 0.23 0.82
> 0
> -.5875303
> .7411653
city103 | 1.384383 .2544737 5.44 0.00
> 0
> .8826903
> 1.886075
city104 | -.0862949 .2876281 -0.30 0.76
> 4
> -.6533508
> .4807611
city105 | -.5929185 .3244978 -1.83 0.06
> 9
> -1.232663
> .0468257
city106 | .1106758 .2083315 0.53 0.59
> 6
> -.3000478
> .5213993
city107 | .4339391 .3887244 1.12 0.26
> 6
> -.3324274
> 1.200306
city108 | -.4639146 .4326069 -1.07 0.28
> 5
> -1.316795
> .3889659
city109 | .1997531 .1955983 1.02 0.30
> 8
> -.185867
> .5853732
city110 | 1.525177 .1612843 9.46 0.00
> 0
> 1.207206
> 1.843147
city111 | .726602 .3152627 2.30 0.02
> 2
> .1050647
> 1.348139
city112 | -.3884166 .3060311 -1.27 0.20
> 6
> -.991754
> .2149207
city113 | -.1408378 .3453327 -0.41 0.68
> 4
> -.8216579
> .5399824
city114 | -.6753612 .3157185 -2.14 0.03
> 4
> -1.297797
> -.0529251
city115 | .2960867 .458213 0.65 0.51
> 9
> -.6072759
> 1.199449
city116 | -.0582568 .3500079 -0.17 0.86
> 8
> -.748294
> .6317804
rg1y1 | .5374804 .0869587 6.18 0.00
> 0
> .3660421
> .7089187
rg1y2 | -.0435299 .1335099 -0.33 0.74
> 5
> -.3067435
> .2196836
rg2y1 | .9392232 .1014697 9.26 0.00
> 0
> .7391767
> 1.13927
rg2y2 | .2766453 .0623229 4.44 0.00
> 0
> .1537763
> .3995143
rg3y1 | .9953775 .0508768 19.56 0.00
> 0
> .8950743
> 1.095681
rg3y2 | .1580482 .0495283 3.19 0.00
> 2
> .0604037
> .2556927
rg4y1 | 1.010671 .0549542 18.39 0.00
> 0
> .9023293
> 1.119013
rg4y2 | .147104 .0771012 1.91 0.05
> 8
> -.0049004
> .2991083
rg5y1 | .4514339 .1048451 4.31 0.00
> 0
> .2447328
> .658135
rg5y2 | .057093 .0849284 0.67 0.50
> 2
> -.1103425
> .2245285
rg6y1 | .7836578 .0816105 9.60 0.00
> 0
> .6227634
> .9445522
rg6y2 | .2458812 .069802 3.52 0.00
> 1
> .1082673
> .3834952
rg7y1 | .6390257 .099587 6.42 0.00
> 0
> .4426908
> .8353605
rg7y2 | .0154441 .0630582 0.24 0.80
> 7
> -.1088745
> .1397627
rg8y1 | .1878341 .1480319 1.27 0.20
> 6
> -.1040094
> .4796776
rg8y2 | -.3259788 .0788208 -4.14 0.00
> 0
> -.4813733
> -.1705843
rg9y1 | .4820815 .1457254 3.31 0.00
> 1
> .1947853
> .7693777
rg9y2 | .023122 .0993406 0.23 0.81
> 6
> -.172727
> .2189711
_cons | 5.386976 .8236912 6.54 0.00
> 0
> 3.763076
> 7.010875
----------------------------------------------------
> --------------------------
. reg indep ins lwagehourgradmorey70y1- lfwomencol
> legeplus70y2 city* rg1y1-rg9y2 [aweight=all], rob
> ust;
(sum of wgt is 2.0689e+08)
note: city34 omitted because of collinearity
Linear regression
> Number of obs = 348
> F(146, 201) = 840.77
> Prob > F = 0.0000
> R-squared = 0.9833
> Root MSE = .18797
----------------------------------------------------
> --------------------------
| Robust
indep | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
ins | .1995721 .0665038 3.00 0.00
> 3
> .0684375
> .3307067
lwagehourg~1 | -.0386848 .3021594 -0.13 0.89
> 8
> -.6344938
> .5571241
lwagehourg~2 | .2077443 .2181637 0.95 0.34
> 2
> -.2224389
> .6379275
fcollegepl~1 | -1.727694 2.485365 -0.70 0.48
> 8
> -6.628428
> 3.17304
fcollegepl~2 | -2.058052 1.691723 -1.22 0.22
> 5
> -5.393853
> 1.277748
agmin70y1 | -5.927262 2.228462 -2.66 0.00
> 8
> -10.32142
> -1.533099
agmin70y2 | -.3531019 1.458746 -0.24 0.80
> 9
> -3.22951
> 2.523306
manufact70y1 | -.1769635 .6429103 -0.28 0.78
> 3
> -1.444678
> 1.090751
manufact70y2 | -.1585292 .4168015 -0.38 0.70
> 4
> -.9803936
> .6633352
hsservices~1 | 1.193597 2.239925 0.53 0.59
> 5
> -3.223169
> 5.610362
hsservices~2 | .2768535 1.548773 0.18 0.85
> 8
> -2.777075
> 3.330782
lfwomencol~1 | -1.042488 .6226482 -1.67 0.09
> 6
> -2.270249
> .1852722
lfwomencol~2 | -.9751919 .4982692 -1.96 0.05
> 2
> -1.957697
> .0073135
city1 | .9561296 .185926 5.14 0.00
> 0
> .5895139
> 1.322745
city2 | 1.186367 .2025074 5.86 0.00
> 0
> .7870559
> 1.585679
city3 | .9717214 .2442883 3.98 0.00
> 0
> .4900249
> 1.453418
city4 | 1.051792 .1758003 5.98 0.00
> 0
> .7051428
> 1.398442
city5 | .4535662 .1794563 2.53 0.01
> 2
> .0997076
> .8074247
city6 | 2.764796 .2526971 10.94 0.00
> 0
> 2.266518
> 3.263073
city7 | 1.573095 .1820191 8.64 0.00
> 0
> 1.214183
> 1.932007
city8 | 1.456039 .3087082 4.72 0.00
> 0
> .8473164
> 2.064761
city9 | 1.569711 .3437613 4.57 0.00
> 0
> .8918699
> 2.247552
city10 | 2.462848 .3193978 7.71 0.00
> 0
> 1.833048
> 3.092649
city11 | 1.194985 .1651983 7.23 0.00
> 0
> .8692407
> 1.520729
city12 | .8234493 .2227234 3.70 0.00
> 0
> .3842751
> 1.262623
city13 | .3081237 .2506119 1.23 0.22
> 0
> -.186042
> .8022894
city14 | 1.596248 .1854676 8.61 0.00
> 0
> 1.230536
> 1.96196
city15 | 1.927386 .3275982 5.88 0.00
> 0
> 1.281416
> 2.573356
city16 | 1.237395 .2408542 5.14 0.00
> 0
> .7624699
> 1.71232
city17 | .75131 .1706998 4.40 0.00
> 0
> .4147179
> 1.087902
city18 | 1.442359 .2237388 6.45 0.00
> 0
> 1.001182
> 1.883535
city19 | 2.420057 .1687677 14.34 0.00
> 0
> 2.087275
> 2.752839
city20 | 1.371966 .1568549 8.75 0.00
> 0
> 1.062674
> 1.681258
city21 | 2.816362 .4253829 6.62 0.00
> 0
> 1.977576
> 3.655147
city22 | .6946174 .2943248 2.36 0.01
> 9
> .1142571
> 1.274978
city23 | 1.857855 .193389 9.61 0.00
> 0
> 1.476523
> 2.239186
city24 | 1.927422 .26415 7.30 0.00
> 0
> 1.406561
> 2.448282
city25 | 1.220686 .1884569 6.48 0.00
> 0
> .8490798
> 1.592292
city26 | 1.680988 .240555 6.99 0.00
> 0
> 1.206653
> 2.155323
city27 | .5379737 .3706086 1.45 0.14
> 8
> -.1928058
> 1.268753
city28 | 2.814026 .3072578 9.16 0.00
> 0
> 2.208164
> 3.419888
city29 | .1319952 .2429059 0.54 0.58
> 7
> -.3469755
> .6109658
city30 | 1.247319 .2131977 5.85 0.00
> 0
> .8269283
> 1.66771
city31 | 2.135856 .2807924 7.61 0.00
> 0
> 1.582179
> 2.689533
city32 | .0169217 .1588393 0.11 0.91
> 5
> -.2962835
> .3301268
city33 | 2.376555 .3104949 7.65 0.00
> 0
> 1.76431
> 2.9888
city34 | 0 (omitted)
city35 | .9834917 .426105 2.31 0.02
> 2
> .1432823
> 1.823701
city36 | .5631381 .1717379 3.28 0.00
> 1
> .2244991
> .9017771
city37 | .4996695 .2806432 1.78 0.07
> 7
> -.053713
> 1.053052
city38 | 1.884476 .2230165 8.45 0.00
> 0
> 1.444724
> 2.324228
city39 | .683397 .2742774 2.49 0.01
> 4
> .1425669
> 1.224227
city40 | 1.670826 .3380552 4.94 0.00
> 0
> 1.004236
> 2.337415
city41 | 1.203287 .1989723 6.05 0.00
> 0
> .810946
> 1.595628
city42 | 2.387989 .1647239 14.50 0.00
> 0
> 2.063181
> 2.712798
city43 | 2.603617 .2352435 11.07 0.00
> 0
> 2.139755
> 3.067479
city44 | 1.402133 .242442 5.78 0.00
> 0
> .9240773
> 1.880189
city45 | .9793693 .2524525 3.88 0.00
> 0
> .4815742
> 1.477164
city46 | .9898199 .3799083 2.61 0.01
> 0
> .2407027
> 1.738937
city47 | 2.816117 .3603321 7.82 0.00
> 0
> 2.105601
> 3.526633
city48 | 2.023162 .1750629 11.56 0.00
> 0
> 1.677967
> 2.368358
city49 | 1.086136 .2668307 4.07 0.00
> 0
> .5599892
> 1.612282
city50 | 1.663146 .2101141 7.92 0.00
> 0
> 1.248836
> 2.077457
city51 | .5293428 .2137096 2.48 0.01
> 4
> .1079424
> .9507431
city52 | 1.641259 .2307198 7.11 0.00
> 0
> 1.186318
> 2.096201
city53 | 1.685877 .2045649 8.24 0.00
> 0
> 1.282508
> 2.089245
city54 | 1.663116 .1758996 9.45 0.00
> 0
> 1.316271
> 2.009961
city55 | 2.136663 .2787354 7.67 0.00
> 0
> 1.587042
> 2.686284
city56 | 1.242881 .1639174 7.58 0.00
> 0
> .9196628
> 1.566099
city57 | 3.402542 .512299 6.64 0.00
> 0
> 2.392373
> 4.412712
city58 | 1.814857 .1580183 11.49 0.00
> 0
> 1.503271
> 2.126443
city59 | .0197434 .2794137 0.07 0.94
> 4
> -.5312147
> .5707014
city60 | 1.440323 .1993828 7.22 0.00
> 0
> 1.047173
> 1.833473
city61 | 2.285579 .3326062 6.87 0.00
> 0
> 1.629734
> 2.941424
city62 | 1.283508 .2656465 4.83 0.00
> 0
> .7596967
> 1.80732
city63 | 1.465481 .2314019 6.33 0.00
> 0
> 1.009194
> 1.921767
city64 | 1.339487 .1562525 8.57 0.00
> 0
> 1.031383
> 1.647591
city65 | 2.175582 .1604105 13.56 0.00
> 0
> 1.859279
> 2.491885
city66 | 1.481661 .3491687 4.24 0.00
> 0
> .7931569
> 2.170164
city67 | 3.024238 .4398822 6.88 0.00
> 0
> 2.156862
> 3.891614
city68 | 1.726285 .2963487 5.83 0.00
> 0
> 1.141934
> 2.310636
city69 | 1.432218 .3027641 4.73 0.00
> 0
> .8352171
> 2.02922
city70 | 1.327219 .2932298 4.53 0.00
> 0
> .7490175
> 1.90542
city71 | 1.789805 .2941825 6.08 0.00
> 0
> 1.209725
> 2.369884
city72 | 1.557305 .2243686 6.94 0.00
> 0
> 1.114887
> 1.999723
city73 | .3353549 .1692794 1.98 0.04
> 9
> .0015636
> .6691461
city74 | 2.204411 .1990957 11.07 0.00
> 0
> 1.811827
> 2.596996
city75 | .7702483 .1550369 4.97 0.00
> 0
> .4645409
> 1.075956
city76 | 2.486423 .3027432 8.21 0.00
> 0
> 1.889463
> 3.083383
city77 | 2.479357 .3256191 7.61 0.00
> 0
> 1.837289
> 3.121425
city78 | 1.482679 .2620037 5.66 0.00
> 0
> .9660507
> 1.999308
city79 | 1.693122 .2780048 6.09 0.00
> 0
> 1.144942
> 2.241302
city80 | 1.458683 .3685125 3.96 0.00
> 0
> .7320366
> 2.18533
city81 | 1.286635 .1807873 7.12 0.00
> 0
> .9301522
> 1.643118
city82 | 1.903496 .1727177 11.02 0.00
> 0
> 1.562925
> 2.244067
city83 | 2.238318 .431185 5.19 0.00
> 0
> 1.388091
> 3.088544
city84 | 1.25271 .2549714 4.91 0.00
> 0
> .7499476
> 1.755472
city85 | .7143178 .2389624 2.99 0.00
> 3
> .2431231
> 1.185513
city86 | 1.29554 .3188487 4.06 0.00
> 0
> .6668227
> 1.924258
city87 | 2.210786 .2249438 9.83 0.00
> 0
> 1.767234
> 2.654339
city88 | .9894451 .3595697 2.75 0.00
> 6
> .2804325
> 1.698458
city89 | 1.556461 .234592 6.63 0.00
> 0
> 1.093884
> 2.019038
city90 | 1.517503 .3979861 3.81 0.00
> 0
> .7327395
> 2.302267
city91 | 1.867021 .397192 4.70 0.00
> 0
> 1.083823
> 2.650219
city92 | 1.642349 .5839176 2.81 0.00
> 5
> .4909594
> 2.793739
city93 | 1.607522 .3557495 4.52 0.00
> 0
> .9060425
> 2.309002
city94 | .7076467 .3296471 2.15 0.03
> 3
> .0576365
> 1.357657
city95 | 1.6376 .277809 5.89 0.00
> 0
> 1.089806
> 2.185394
city96 | 1.194573 .2229473 5.36 0.00
> 0
> .7549577
> 1.634189
city97 | .585553 .2231254 2.62 0.00
> 9
> .1455862
> 1.02552
city98 | .4213842 .181943 2.32 0.02
> 2
> .0626223
> .780146
city99 | 1.050301 .2408752 4.36 0.00
> 0
> .5753339
> 1.525267
city100 | 1.026231 .2839702 3.61 0.00
> 0
> .4662885
> 1.586174
city101 | 1.233079 .2647553 4.66 0.00
> 0
> .7110244
> 1.755133
city102 | 1.068295 .2151336 4.97 0.00
> 0
> .6440867
> 1.492503
city103 | 2.381266 .2265197 10.51 0.00
> 0
> 1.934606
> 2.827926
city104 | .8999691 .2297224 3.92 0.00
> 0
> .4469941
> 1.352944
city105 | .4173304 .1803585 2.31 0.02
> 2
> .061693
> .7729678
city106 | 1.116427 .3517975 3.17 0.00
> 2
> .4227398
> 1.810114
city107 | 1.471642 .2233189 6.59 0.00
> 0
> 1.031294
> 1.911991
city108 | .6445117 .2313037 2.79 0.00
> 6
> .1884186
> 1.100605
city109 | 1.176408 .3144567 3.74 0.00
> 0
> .5563504
> 1.796465
city110 | 2.53795 .3304922 7.68 0.00
> 0
> 1.886273
> 3.189626
city111 | 1.740897 .1915402 9.09 0.00
> 0
> 1.363211
> 2.118583
city112 | .6410151 .1776085 3.61 0.00
> 0
> .2908001
> .9912301
city113 | .7906696 .212713 3.72 0.00
> 0
> .3712344
> 1.210105
city114 | .3102493 .2238083 1.39 0.16
> 7
> -.1310641
> .7515627
city115 | 1.388046 .1765659 7.86 0.00
> 0
> 1.039887
> 1.736205
city116 | .9897935 .2051559 4.82 0.00
> 0
> .5852595
> 1.394327
rg1y1 | 1.303139 .9863645 1.32 0.18
> 8
> -.6418104
> 3.248089
rg1y2 | .3046406 .6942854 0.44 0.66
> 1
> -1.064377
> 1.673658
rg2y1 | 1.678454 .9917095 1.69 0.09
> 2
> -.2770354
> 3.633943
rg2y2 | .515234 .6933705 0.74 0.45
> 8
> -.8519793
> 1.882447
rg3y1 | 1.778972 .9623168 1.85 0.06
> 6
> -.1185589
> 3.676504
rg3y2 | .458336 .6718262 0.68 0.49
> 6
> -.8663954
> 1.783067
rg4y1 | 1.806813 .9414454 1.92 0.05
> 6
> -.0495637
> 3.663189
rg4y2 | .4735347 .6623089 0.71 0.47
> 5
> -.8324301
> 1.7795
rg5y1 | 1.254873 .9557667 1.31 0.19
> 1
> -.6297432
> 3.139488
rg5y2 | .3992189 .6676583 0.60 0.55
> 1
> -.9172941
> 1.715732
rg6y1 | 1.613066 .961739 1.68 0.09
> 5
> -.283326
> 3.509458
rg6y2 | .5546727 .6802494 0.82 0.41
> 6
> -.786668
> 1.896013
rg7y1 | 1.521973 .9316688 1.63 0.10
> 4
> -.3151253
> 3.359072
rg7y2 | .3489689 .6498279 0.54 0.59
> 2
> -.9323854
> 1.630323
rg8y1 | 1.006725 .9095198 1.11 0.27
> 0
> -.7866995
> 2.800149
rg8y2 | -.0219576 .6213794 -0.04 0.97
> 2
> -1.247216
> 1.203301
rg9y1 | 1.261239 .9493423 1.33 0.18
> 6
> -.610709
> 3.133187
rg9y2 | .3988543 .6527149 0.61 0.54
> 2
> -.8881928
> 1.685901
_cons | 4.282387 .4533977 9.45 0.00
> 0
> 3.388361
> 5.176413
----------------------------------------------------
> --------------------------
. log close;
name: <unnamed>
log: C:\Users\laure\Desktop\table5.smcl
log type: smcl
closed on: 30 Mar 2022, 17:17:57
---------------------------------------------------- file C: not found
r(601);
. #delimit;
delimiter now ;
. clear;
. set more off;
. ********************************************* TABL
> E 6 *************************************;
. use C:\Users\laure\Desktop\Final\basic_census.dta,
> replace;
. *** keep women only ***;
. keep if sex==2;
(5363880 observations deleted)
. *** merge instrument;
. sort metaread year;
. merge metaread year using C:\Users\laure\Desktop\i
> nstrument.dta;
(note: you are using old merge syntax; see [D] merge
for new syntax)
variables metaread year do not uniquely identify
observations in the master data
(label yearlbl already defined)
(label metareadlbl already defined)
. keep if _merge==3;
(983127 observations deleted)
. egen min=min(year), by(metaread);
. egen max=max(year), by(metaread);
. drop if max==1990|min==1990;
(106970 observations deleted)
. *** merge with percentiles from female wage distri
> bution by region **;
. sort region year;
. drop _merge;
. merge region year using C:\Users\laure\Desktop\Fin
> al\wage_percentiles_by_region.dta;
(note: you are using old merge syntax; see [D] merge
for new syntax)
variables region year do not uniquely identify
observations in the master data
(label yearlbl already defined)
(label regionlbl already defined)
. drop _merge;
. *** create groups**;
. gen p025=(hwage<=hwagep25r) if hwage~=.;
(9546 missing values generated)
. gen p2550=((hwagep25r<hwage)&(hwage<=hwagep50r))
> if hwage~=.;
(9546 missing values generated)
. gen p5075=((hwagep50r<hwage)&(hwage<=hwagep75r)) i
> f hwage~=.;
(9546 missing values generated)
. gen p75100=(hwagep75r<hwage) if hwage~=.;
(9546 missing values generated)
. gen p90100=(hwagep90r<hwage) if hwage~=.;
(9546 missing values generated)
. save temp, replace;
file temp.dta saved
. for any 90100 75100 5075 2550 025:
>
> use C:\Users\laure\Desktop\temp.dta, clear \ keep
> if pX==1 \ do C:\Users\laure\Desktop\Final\AEJApp-
> 20090171_data\Final\construction_variables_table6.
> txt \ log using table6pX, replace \ do C:\Users\la
> ure\Desktop\Final\AEJApp-20090171_data\Final\regre
> ssions_table6.txt \ log close;
-> use C:
file C: not found
r(601);
end of do-file
r(601); file C: not found
r(601);
.
. *** revision time-use***
.
.
. #delimit;
delimiter now ;
. clear;
. set more off;
. capture log close;
. *********************** TABLE 7, PANELS A TO D ***
> **************;
. use C:\Users\laure\Desktop\Final\census_women_occ.
> dta, replace;
. *** merge instrument;
. sort metaread year;
. merge metaread year using C:\Users\laure\Desktop\i
> nstrument.dta;
(note: you are using old merge syntax; see [D] merge
for new syntax)
variables metaread year do not uniquely identify
observations in the master data
(label yearlbl already defined)
(label metareadlbl already defined)
. keep if _merge==3;
(1163512 observations deleted)
. drop _merge;
. egen min=min(year), by(metaread);
. egen max=max(year), by(metaread);
. drop if max==1990|min==1990;
(125125 observations deleted)
. sort year;
. sort occ1990;
. merge occ1990 using C:\Users\laure\Desktop\Final\o
> cc_rankings.dta;
(note: you are using old merge syntax; see [D] merge
for new syntax)
variable occ1990 does not uniquely identify
observations in the master data
(label occ1990lbl already defined)
. keep if _merge==3;
(54147 observations deleted)
. drop _merge;
. * individual controls;
. gen black=(race==2);
. gen agesq=age*age;
. gen married=(marst==1|marst==2);
. gen child5=(nchlt5 >0);
. gen child1=(yngch<2);
. gen child2=(yngch<3);
. gen child3=(yngch<4);
. gen children=(nchild>0&yngch<18);
. * labor force variables;
. *LFP*;
. gen lflw=(labforce==2);
. *usual hours worked - includes zeros**;
. replace uhrswork=. if uhrswork==99;
(6874 real changes made, 6874 to missing)
. gen hrsworkly=uhrswork if uhrswork<99;
(6874 missing values generated)
. *conditional usual hours worked - excludes zeros**
> ;
. gen chrsworkly=hrsworkly if hrsworkly>0;
(473479 missing values generated)
. * probability of working long hours / fulltime*;
. gen work50=(uhrswork>49);
. gen work60=(uhrswork>59);
. gen fulltime=(uhrswork>35);
. ** merge controls at city level ;
. sort metaread year;
. merge metaread year using C:\Users\laure\Desktop\F
> inal\controls.dta;
(note: you are using old merge syntax; see [D] merge
for new syntax)
variables metaread year do not uniquely identify
observations in the master data
(label yearlbl already defined)
(label metareadlbl already defined)
. keep if _merge==3;
(14 observations deleted)
. drop _merge;
. ** create fixed effects ;
. tab metaread, gen(city);
Metropolitan area [detailed version] | Freq.
> Percent Cum.
----------------------------------------+-----------
> ------------------------
Akron, OH | 21,566
> 0.51 0.51
Albany-Schenectady-Troy, NY | 27,824
> 0.65 1.16
Albuquerque, NM | 17,469
> 0.41 1.57
Allentown-Bethlehem-Easton, PA/NJ | 17,081
> 0.40 1.97
Appleton-Oskosh-Neenah, WI | 10,780
> 0.25 2.23
Atlanta, GA | 93,764
> 2.21 4.43
Augusta-Aiken, GA-SC | 12,654
> 0.30 4.73
Austin, TX | 28,532
> 0.67 5.40
Bakersfield, CA | 13,866
> 0.33 5.73
Baltimore, MD | 81,032
> 1.91 7.64
Baton Rouge, LA | 16,451
> 0.39 8.02
Beaumont-Port Arthur-Orange,TX | 11,414
> 0.27 8.29
Binghamton, NY | 8,449
> 0.20 8.49
Birmingham, AL | 25,623
> 0.60 9.09
Boston, MA | 94,280
> 2.22 11.31
Buffalo-Niagara Falls, NY | 35,811
> 0.84 12.15
Canton, OH | 12,742
> 0.30 12.45
Charleston-N.Charleston,SC | 14,939
> 0.35 12.80
Charlotte-Gastonia-Rock Hill, SC | 37,892
> 0.89 13.70
Chattanooga, TN/GA | 14,065
> 0.33 14.03
Chicago-Gary-Lake, IL | 197,399
> 4.64 18.67
Gary-Hammond-East Chicago, IN | 18,035
> 0.42 19.09
Cincinnati OH/KY/IN | 44,146
> 1.04 20.13
Cleveland, OH | 65,248
> 1.53 21.67
Columbia, SC | 16,816
> 0.40 22.06
Columbus, OH | 45,889
> 1.08 23.14
Corpus Christi, TX | 8,323
> 0.20 23.34
Dallas-Fort Worth, TX | 99,385
> 2.34 25.68
Davenport, IA Rock Island-Moline, IL | 9,634
> 0.23 25.90
Dayton-Springfield, OH | 29,270
> 0.69 26.59
Denver-Boulder-Longmont, CO | 58,186
> 1.37 27.96
Des Moines, IA | 9,931
> 0.23 28.19
Detroit, MI | 121,774
> 2.86 31.06
Duluth-Superior, MN/WI | 6,954
> 0.16 31.22
El Paso, TX | 11,408
> 0.27 31.49
Erie, PA | 9,248
> 0.22 31.71
Flint, MI | 10,526
> 0.25 31.96
Fort Lauderdale-Hollywood-Pompano Beach | 35,369
> 0.83 32.79
Fort Wayne, IN | 12,812
> 0.30 33.09
Fresno, CA | 18,730
> 0.44 33.53
Grand Rapids, MI | 22,193
> 0.52 34.05
Greensboro-Winston Salem-High Point, NC | 35,222
> 0.83 34.88
Greenville-Spartanburg-Anderson SC | 21,258
> 0.50 35.38
Harrisburg-Lebanon-Carlisle, PA | 20,012
> 0.47 35.85
Hartford-Bristol-Middleton-New Britain, | 19,299
> 0.45 36.31
Honolulu, HI | 23,223
> 0.55 36.85
Houston-Brazoria, TX | 96,064
> 2.26 39.11
Indianapolis, IN | 44,949
> 1.06 40.17
Jackson, MS | 10,446
> 0.25 40.42
Jacksonville, FL | 28,526
> 0.67 41.09
Johnstown, PA | 8,356
> 0.20 41.28
Kansas City, MO-KS | 49,224
> 1.16 42.44
Knoxville, TN | 19,343
> 0.46 42.90
Lancaster, PA | 13,015
> 0.31 43.20
Las Vegas, NV | 25,919
> 0.61 43.81
Little Rock-North Little Rock, AR | 14,137
> 0.33 44.15
Los Angeles-Long Beach, CA | 191,054
> 4.49 48.64
Louisville, KY/IN | 29,712
> 0.70 49.34
Madison, WI | 12,789
> 0.30 49.64
Memphis, TN/AR/MS | 27,964
> 0.66 50.30
Miami-Hialeah, FL | 30,922
> 0.73 51.02
Milwaukee, WI | 39,468
> 0.93 51.95
Minneapolis-St. Paul, MN | 71,781
> 1.69 53.64
Mobile, AL | 13,180
> 0.31 53.95
Nashville, TN | 36,054
> 0.85 54.80
New Orleans, LA | 33,105
> 0.78 55.58
New York-Northeastern NJ | 192,190
> 4.52 60.10
Nassau Co, NY | 84,180
> 1.98 62.08
Bergen-Passaic, NJ | 28,533
> 0.67 62.75
Jersey City, NJ | 12,338
> 0.29 63.04
Newark, NJ | 58,519
> 1.38 64.42
Oklahoma City, OK | 26,466
> 0.62 65.04
Omaha, NE/IA | 13,965
> 0.33 65.37
Orlando, FL | 39,028
> 0.92 66.29
Peoria, IL | 12,389
> 0.29 66.58
Philadelphia, PA/NJ | 145,354
> 3.42 70.00
Phoenix, AZ | 68,872
> 1.62 71.62
Pittsburgh-Beaver Valley, PA | 65,712
> 1.55 73.17
Portland-Vancouver, OR | 45,713
> 1.08 74.24
Providence-Fall River-Pawtucket, MA/RI | 19,210
> 0.45 74.69
Reading, PA | 12,154
> 0.29 74.98
Richmond-Petersburg, VA | 29,390
> 0.69 75.67
Riverside-San Bernardino,CA | 56,496
> 1.33 77.00
Rochester, NY | 33,897
> 0.80 77.80
Rockford, IL | 10,164
> 0.24 78.04
Sacramento, CA | 44,256
> 1.04 79.08
St. Louis, MO-IL | 75,744
> 1.78 80.86
Salinas-Sea Side-Monterey, CA | 7,551
> 0.18 81.04
Salt Lake City-Ogden, UT | 27,441
> 0.65 81.68
San Antonio, TX | 35,765
> 0.84 82.52
San Diego, CA | 64,695
> 1.52 84.05
San Francisco-Oakland-Vallejo, CA | 62,705
> 1.48 85.52
San Jose, CA | 40,916
> 0.96 86.48
Santa Barbara-Santa Maria-Lompoc, CA | 10,940
> 0.26 86.74
Seattle-Everett, WA | 64,162
> 1.51 88.25
Shreveport, LA | 12,215
> 0.29 88.54
South Bend-Mishawaka, IN | 8,511
> 0.20 88.74
Spokane, WA | 12,385
> 0.29 89.03
Springfield-Holyoke-Chicopee, MA | 16,427
> 0.39 89.42
Stockton, CA | 12,480
> 0.29 89.71
Syracuse, NY | 25,019
> 0.59 90.30
Tacoma, WA | 19,128
> 0.45 90.75
Tampa-St. Petersburg-Clearwater, FL | 64,611
> 1.52 92.27
Toledo, OH/MI | 21,503
> 0.51 92.77
Trenton, NJ | 10,638
> 0.25 93.02
Tucson, AZ | 20,772
> 0.49 93.51
Tulsa, OK | 20,072
> 0.47 93.98
Utica-Rome, NY | 10,799
> 0.25 94.24
Ventura-Oxnard-Simi Valley, CA | 18,276
> 0.43 94.67
Washington, DC/MD/VA | 135,544
> 3.19 97.86
West Palm Beach-Boca Raton-Delray Beach | 24,514
> 0.58 98.43
Wichita, KS | 13,607
> 0.32 98.75
Wilmington, DE/NJ/MD | 15,326
> 0.36 99.11
Worcester, MA | 8,055
> 0.19 99.30
York, PA | 13,093
> 0.31 99.61
Youngstown-Warren, OH-PA | 16,503
> 0.39 100.00
----------------------------------------+-----------
> ------------------------
Total | 4,250,755
> 100.00
. tab year, gen(y);
Census year | Freq. Percent Cum.
------------+-----------------------------------
1980 | 1,297,848 30.53 30.53
1990 | 1,376,786 32.39 62.92
2000 | 1,576,121 37.08 100.00
------------+-----------------------------------
Total | 4,250,755 100.00
. tab region, gen(rg);
Census region and division | Freq.
> Percent Cum.
----------------------------------------+-----------
> ------------------------
New England Division | 157,271
> 3.70 3.70
Middle Atlantic Division | 832,222
> 19.58 23.28
East North Central Div. | 800,128
> 18.82 42.10
West North Central Div. | 227,896
> 5.36 47.46
South Atlantic Division | 720,969
> 16.96 64.42
East South Central Div. | 173,697
> 4.09 68.51
West South Central Div. | 413,337
> 9.72 78.23
Mountain Division | 218,659
> 5.14 83.38
Pacific Division | 706,576
> 16.62 100.00
----------------------------------------+-----------
> ------------------------
Total | 4,250,755
> 100.00
. for num 1/9: gen rgXy1=rgX*y1 \gen rgXy2=rgX*y2;
-> gen rg1y1=rg1*y1
-> gen rg1y2=rg1*y2
-> gen rg2y1=rg2*y1
-> gen rg2y2=rg2*y2
-> gen rg3y1=rg3*y1
-> gen rg3y2=rg3*y2
-> gen rg4y1=rg4*y1
-> gen rg4y2=rg4*y2
-> gen rg5y1=rg5*y1
-> gen rg5y2=rg5*y2
-> gen rg6y1=rg6*y1
-> gen rg6y2=rg6*y2
-> gen rg7y1=rg7*y1
-> gen rg7y2=rg7*y2
-> gen rg8y1=rg8*y1
-> gen rg8y2=rg8*y2
-> gen rg9y1=rg9*y1
-> gen rg9y2=rg9*y2
. ** create variable to cluster;
. egen metaready1= group(metaread year);
. log using table7_panelsA_to_C, replace;
----------------------------------------------------
name: <unnamed>
log: C:\Users\laure\Desktop\table7_panelsA_t
> o_C.smcl
log type: smcl
opened on: 30 Mar 2022, 17:21:07
. *** rank in terms of median hourly wage **;
. for var uhrswork lflw chrsworkly work50 work60
> :
>
> ivreg X (indep =ins) city1-city116 rg1y1-rg9y2
> age agesq married black children child5 if rmedia
> nwagehourocc<41 [aweight=perwt], cluster(metaread
> y1) \
>
> ivreg X (indep =ins) lwagehourgradmorey70y1- lfw
> omencollegeplus70y2 city1-city116 rg1y1-rg9y2 age
> agesq married black children child5 if rmedianw
> agehourocc<41 [aweight=perwt], cluster(metaready1)
> \
>
> ivreg X (indep =ins) city1-city116 rg1y1-rg9y2
> age agesq married black children child5 if rmedi
> anwagehourocc<83 [aweight=perwt], cluster(metarea
> dy1) \
>
> ivreg X (indep =ins) lwagehourgradmorey70y1- lfwo
> mencollegeplus70y2 city1-city116 rg1y1-rg9y2 age
> agesq married black children child5 if rmedianw
> agehourocc<83 [aweight=perwt], cluster(metaready1)
> ;
-> ivreg uhrswork (indep =ins) city1-city116 rg1y1-
> rg9y2 age agesq married black children child5 if r
> medianwagehourocc<41 [aweight=perwt], cluster(meta
> ready1)
(sum of wgt is 7.2645e+06)
Instrumental variables (2SLS) regression
> Number of obs = 335542
> F(140, 347) = 159.59
> Prob > F = 0.0000
> R-squared = 0.0826
> Root MSE = 13.511
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
uhrswork | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 1.821082 .947582 1.92 0.05
> 5
> -.0426454
> 3.684808
city1 | -.4552429 2.052346 -0.22 0.82
> 5
> -4.491846
> 3.58136
city2 | -.7277616 2.109131 -0.35 0.73
> 0
> -4.87605
> 3.420527
city3 | -1.231441 2.249366 -0.55 0.58
> 4
> -5.655548
> 3.192667
city4 | -1.063461 2.121434 -0.50 0.61
> 6
> -5.235949
> 3.109027
city5 | 1.535297 1.890644 0.81 0.41
> 7
> -2.183268
> 5.253862
city6 | -2.815794 3.539864 -0.80 0.42
> 7
> -9.778083
> 4.146496
city7 | -1.027575 2.134049 -0.48 0.63
> 0
> -5.224875
> 3.169725
city8 | -2.034404 2.641409 -0.77 0.44
> 2
> -7.229591
> 3.160782
city9 | -2.859581 2.702779 -1.06 0.29
> 1
> -8.175473
> 2.45631
city10 | -3.24539 3.490477 -0.93 0.35
> 3
> -10.11054
> 3.619764
city11 | -.7341591 2.124571 -0.35 0.73
> 0
> -4.912817
> 3.444498
city12 | -1.680514 2.010026 -0.84 0.40
> 4
> -5.633882
> 2.272854
city13 | 2.003341 1.57886 1.27 0.20
> 5
> -1.101998
> 5.10868
city14 | -.0984832 2.283622 -0.04 0.96
> 6
> -4.589965
> 4.392999
city15 | -3.047148 3.156377 -0.97 0.33
> 5
> -9.255186
> 3.160891
city16 | -1.261609 2.287085 -0.55 0.58
> 2
> -5.759903
> 3.236686
city17 | .7720715 1.788084 0.43 0.66
> 6
> -2.744776
> 4.288919
city18 | .1625293 2.221944 0.07 0.94
> 2
> -4.207643
> 4.532701
city19 | -1.915434 3.037425 -0.63 0.52
> 9
> -7.889514
> 4.058646
city20 | -.7175108 2.213796 -0.32 0.74
> 6
> -5.071658
> 3.636636
city21 | -4.881755 4.23837 -1.15 0.25
> 0
> -13.21788
> 3.454374
city22 | -1.656406 2.049074 -0.81 0.41
> 9
> -5.686574
> 2.373762
city23 | -2.401553 2.744367 -0.88 0.38
> 2
> -7.79924
> 2.996133
city24 | -2.716617 2.950307 -0.92 0.35
> 8
> -8.519352
> 3.086118
city25 | -1.007479 2.063912 -0.49 0.62
> 6
> -5.06683
> 3.051872
city26 | -.9394629 2.653521 -0.35 0.72
> 4
> -6.158471
> 4.279546
city27 | .9512873 2.027116 0.47 0.63
> 9
> -3.035693
> 4.938268
city28 | -3.206107 3.938794 -0.81 0.41
> 6
> -10.95302
> 4.540808
city29 | 1.681167 1.613989 1.04 0.29
> 8
> -1.493265
> 4.855599
city30 | -1.2006 2.280686 -0.53 0.59
> 9
> -5.686309
> 3.285108
city31 | -2.228956 3.176738 -0.70 0.48
> 3
> -8.477041
> 4.019128
city32 | 2.665339 1.487554 1.79 0.07
> 4
> -.2604182
> 5.591095
city33 | -3.906856 3.551051 -1.10 0.27
> 2
> -10.89115
> 3.077436
city34 | 0 (omitted)
city35 | -.6029321 2.722498 -0.22 0.82
> 5
> -5.957606
> 4.751742
city36 | -.389827 1.952363 -0.20 0.84
> 2
> -4.229781
> 3.450127
city37 | -.8065247 1.780455 -0.45 0.65
> 1
> -4.308366
> 2.695316
city38 | -2.051856 2.897808 -0.71 0.47
> 9
> -7.751335
> 3.647623
city39 | 1.746002 2.095168 0.83 0.40
> 5
> -2.374824
> 5.866828
city40 | -2.844235 2.880285 -0.99 0.32
> 4
> -8.509248
> 2.820778
city41 | -1.412033 2.161879 -0.65 0.51
> 4
> -5.664069
> 2.840003
city42 | -2.273664 3.001587 -0.76 0.44
> 9
> -8.177258
> 3.62993
city43 | -1.352778 2.682213 -0.50 0.61
> 4
> -6.628219
> 3.922663
city44 | -.7549264 2.196857 -0.34 0.73
> 1
> -5.075757
> 3.565904
city45 | -1.142545 2.280672 -0.50 0.61
> 7
> -5.628225
> 3.343135
city46 | .2783035 2.390253 0.12 0.90
> 7
> -4.422904
> 4.979511
city47 | -3.875454 4.062663 -0.95 0.34
> 1
> -11.866
> 4.11509
city48 | -1.25041 2.771856 -0.45 0.65
> 2
> -6.702163
> 4.201344
city49 | .1427987 1.75337 0.08 0.93
> 5
> -3.305772
> 3.591369
city50 | -1.117693 2.564768 -0.44 0.66
> 3
> -6.16214
> 3.926754
city51 | .5102966 1.79064 0.28 0.77
> 6
> -3.011577
> 4.03217
city52 | -1.030395 2.660863 -0.39 0.69
> 9
> -6.263845
> 4.203055
city53 | -1.446398 2.257068 -0.64 0.52
> 2
> -5.885654
> 2.992857
city54 | -1.091814 2.249894 -0.49 0.62
> 8
> -5.516959
> 3.333331
city55 | -2.24513 3.017656 -0.74 0.45
> 7
> -8.180329
> 3.690069
city56 | .1792006 1.907494 0.09 0.92
> 5
> -3.572505
> 3.930907
city57 | -6.471279 5.01851 -1.29 0.19
> 8
> -16.3418
> 3.399246
city58 | -1.522663 2.443455 -0.62 0.53
> 4
> -6.328509
> 3.283183
city59 | 1.542899 1.505828 1.02 0.30
> 6
> -1.4188
> 4.504599
city60 | -.9767371 2.35335 -0.42 0.67
> 8
> -5.605361
> 3.651887
city61 | -2.98447 3.616169 -0.83 0.41
> 0
> -10.09684
> 4.127898
city62 | -1.080638 2.449036 -0.44 0.65
> 9
> -5.897461
> 3.736185
city63 | -.9608501 2.557381 -0.38 0.70
> 7
> -5.990769
> 4.069069
city64 | -.6532254 2.031334 -0.32 0.74
> 8
> -4.648501
> 3.34205
city65 | -1.044583 2.734632 -0.38 0.70
> 3
> -6.423123
> 4.333956
city66 | -2.184385 2.87472 -0.76 0.44
> 8
> -7.838454
> 3.469683
city67 | -4.98809 4.428227 -1.13 0.26
> 1
> -13.69763
> 3.721452
city68 | -3.811823 2.982471 -1.28 0.20
> 2
> -9.677818
> 2.054172
city69 | -2.827483 2.650008 -1.07 0.28
> 7
> -8.039581
> 2.384616
city70 | -.8272037 2.542297 -0.33 0.74
> 5
> -5.827455
> 4.173047
city71 | -3.110529 2.985977 -1.04 0.29
> 8
> -8.98342
> 2.762363
city72 | -.6831725 2.526815 -0.27 0.78
> 7
> -5.652974
> 4.286629
city73 | 2.257247 1.666819 1.35 0.17
> 7
> -1.021093
> 5.535587
city74 | -1.76898 2.876428 -0.61 0.53
> 9
> -7.426408
> 3.888448
city75 | .0873845 1.810847 0.05 0.96
> 2
> -3.474234
> 3.649003
city76 | -3.448292 3.529561 -0.98 0.32
> 9
> -10.39032
> 3.493733
city77 | -3.974968 3.654496 -1.09 0.27
> 7
> -11.16272
> 3.212783
city78 | -1.524606 2.536867 -0.60 0.54
> 8
> -6.514177
> 3.464965
city79 | -1.888011 2.780647 -0.68 0.49
> 8
> -7.357055
> 3.581033
city80 | -2.47669 2.591169 -0.96 0.34
> 0
> -7.573063
> 2.619683
city81 | .9600261 1.943869 0.49 0.62
> 2
> -2.863223
> 4.783275
city82 | -1.248427 2.574947 -0.48 0.62
> 8
> -6.312894
> 3.81604
city83 | -5.238066 3.601175 -1.45 0.14
> 7
> -12.32094
> 1.844811
city84 | -.1039385 2.349145 -0.04 0.96
> 5
> -4.724293
> 4.516416
city85 | .5257076 1.863924 0.28 0.77
> 8
> -3.140303
> 4.191718
city86 | -2.181824 2.643341 -0.83 0.41
> 0
> -7.38081
> 3.017163
city87 | -2.710812 3.113926 -0.87 0.38
> 5
> -8.835357
> 3.413733
city88 | -2.235927 2.26553 -0.99 0.32
> 4
> -6.691827
> 2.219972
city89 | -1.739315 2.559087 -0.68 0.49
> 7
> -6.772588
> 3.293958
city90 | -2.052521 3.063457 -0.67 0.50
> 3
> -8.077801
> 3.972759
city91 | -3.847884 3.345736 -1.15 0.25
> 1
> -10.42836
> 2.732589
city92 | -2.357785 3.344396 -0.70 0.48
> 1
> -8.935624
> 4.220054
city93 | -1.771972 3.006861 -0.59 0.55
> 6
> -7.685938
> 4.141994
city94 | -2.878665 2.155047 -1.34 0.18
> 2
> -7.117263
> 1.359932
city95 | -2.739118 2.745844 -1.00 0.31
> 9
> -8.139711
> 2.661474
city96 | -1.025456 2.049127 -0.50 0.61
> 7
> -5.055729
> 3.004817
city97 | .1204711 1.772307 0.07 0.94
> 6
> -3.365345
> 3.606287
city98 | -.0743063 1.636088 -0.05 0.96
> 4
> -3.292203
> 3.143591
city99 | -1.183252 2.109147 -0.56 0.57
> 5
> -5.331573
> 2.965069
city100 | -2.181959 2.364054 -0.92 0.35
> 7
> -6.831636
> 2.467719
city101 | -1.043082 2.261582 -0.46 0.64
> 5
> -5.491215
> 3.405051
city102 | -2.016874 2.057976 -0.98 0.32
> 8
> -6.06455
> 2.030802
city103 | -3.367929 3.305911 -1.02 0.30
> 9
> -9.870074
> 3.134215
city104 | -.9221862 2.058462 -0.45 0.65
> 4
> -4.970819
> 3.126446
city105 | .8022859 1.656924 0.48 0.62
> 9
> -2.456593
> 4.061164
city106 | -2.493775 2.487503 -1.00 0.31
> 7
> -7.386255
> 2.398706
city107 | -.2278865 2.232405 -0.10 0.91
> 9
> -4.618633
> 4.16286
city108 | -.4126898 1.794282 -0.23 0.81
> 8
> -3.941726
> 3.116347
city109 | -2.577375 2.578635 -1.00 0.31
> 8
> -7.649096
> 2.494345
city110 | -3.142172 3.677511 -0.85 0.39
> 3
> -10.37519
> 4.090845
city111 | -3.284115 2.617161 -1.25 0.21
> 0
> -8.431609
> 1.863379
city112 | 1.766492 1.871189 0.94 0.34
> 6
> -1.913808
> 5.446791
city113 | .4052163 2.029488 0.20 0.84
> 2
> -3.58643
> 4.396863
city114 | 1.279209 2.159269 0.59 0.55
> 4
> -2.967693
> 5.526111
city115 | 1.375305 1.982857 0.69 0.48
> 8
> -2.524626
> 5.275235
city116 | -1.164026 1.929987 -0.60 0.54
> 7
> -4.959971
> 2.631919
rg1y1 | -4.850404 .6396685 -7.58 0.00
> 0
> -6.108519
> -3.592289
rg1y2 | -2.374931 .2550499 -9.31 0.00
> 0
> -2.876569
> -1.873293
rg2y1 | -6.694978 1.004369 -6.67 0.00
> 0
> -8.670395
> -4.71956
rg2y2 | -2.960233 .296165 -10.00 0.00
> 0
> -3.542738
> -2.377729
rg3y1 | -5.331926 .9327786 -5.72 0.00
> 0
> -7.166538
> -3.497315
rg3y2 | -2.027516 .1537099 -13.19 0.00
> 0
> -2.329836
> -1.725196
rg4y1 | -5.10698 .9112212 -5.60 0.00
> 0
> -6.899192
> -3.314768
rg4y2 | -1.769718 .2074521 -8.53 0.00
> 0
> -2.17774
> -1.361696
rg5y1 | -4.431892 .4347343 -10.19 0.00
> 0
> -5.286938
> -3.576846
rg5y2 | -1.589148 .2323325 -6.84 0.00
> 0
> -2.046106
> -1.132191
rg6y1 | -3.932015 .7781661 -5.05 0.00
> 0
> -5.462531
> -2.401499
rg6y2 | -2.089348 .3091014 -6.76 0.00
> 0
> -2.697296
> -1.4814
rg7y1 | -4.291865 .4813976 -8.92 0.00
> 0
> -5.238689
> -3.34504
rg7y2 | -1.691757 .1982689 -8.53 0.00
> 0
> -2.081717
> -1.301797
rg8y1 | -4.110207 .2627837 -15.64 0.00
> 0
> -4.627057
> -3.593358
rg8y2 | -1.23373 .4092614 -3.01 0.00
> 3
> -2.038675
> -.4287851
rg9y1 | -4.443388 .5696656 -7.80 0.00
> 0
> -5.56382
> -3.322956
rg9y2 | -1.858915 .2118843 -8.77 0.00
> 0
> -2.275654
> -1.442176
age | 1.40542 .0302599 46.44 0.00
> 0
> 1.345904
> 1.464935
agesq | -.0186614 .0003629 -51.43 0.00
> 0
> -.0193751
> -.0179478
married | -1.969415 .0630832 -31.22 0.00
> 0
> -2.093489
> -1.845342
black | -.3556837 .1322763 -2.69 0.00
> 8
> -.6158479
> -.0955195
children | -3.699536 .0982502 -37.65 0.00
> 0
> -3.892777
> -3.506295
child5 | -4.736235 .1502386 -31.52 0.00
> 0
> -5.031728
> -4.440743
_cons | 6.889689 5.147623 1.34 0.18
> 2
> -3.23478
> 17.01416
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg uhrswork (indep =ins) lwagehourgradmorey70
> y1- lfwomencollegeplus70y2 city1-city116 rg1y1-rg9
> y2 age agesq married black children child5 if rmed
> ianwagehourocc<41 [aweight=perwt], cluster(metarea
> dy1)
(sum of wgt is 7.2645e+06)
Instrumental variables (2SLS) regression
> Number of obs = 335542
> F(152, 347) = 222.82
> Prob > F = 0.0000
> R-squared = 0.0832
> Root MSE = 13.507
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
uhrswork | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .5347897 .9024423 0.59 0.55
> 4
> -1.240156
> 2.309735
lwagehourg~1 | -1.503042 .7462513 -2.01 0.04
> 5
> -2.970787
> -.0352975
lwagehourg~2 | -1.594367 .4464957 -3.57 0.00
> 0
> -2.472545
> -.7161883
fcollegepl~1 | 9.748824 5.356255 1.82 0.07
> 0
> -.785988
> 20.28364
fcollegepl~2 | 5.053762 4.628807 1.09 0.27
> 6
> -4.050287
> 14.15781
agmin70y1 | 10.90928 9.805061 1.11 0.26
> 7
> -8.375553
> 30.1941
agmin70y2 | .8755533 4.442243 0.20 0.84
> 4
> -7.861556
> 9.612663
manufact70y1 | .0350359 1.425956 0.02 0.98
> 0
> -2.769569
> 2.839641
manufact70y2 | -.3164179 .9656317 -0.33 0.74
> 3
> -2.215646
> 1.58281
hsservices~1 | -12.93335 5.381633 -2.40 0.01
> 7
> -23.51808
> -2.348624
hsservices~2 | -3.368954 3.93318 -0.86 0.39
> 2
> -11.10483
> 4.366919
lfwomencol~1 | -3.730224 2.022278 -1.84 0.06
> 6
> -7.707688
> .2472407
lfwomencol~2 | -1.954674 1.654351 -1.18 0.23
> 8
> -5.208491
> 1.299143
city1 | 1.839879 2.059402 0.89 0.37
> 2
> -2.210602
> 5.89036
city2 | 1.703395 2.161093 0.79 0.43
> 1
> -2.547094
> 5.953884
city3 | 1.647817 2.182825 0.75 0.45
> 1
> -2.645415
> 5.94105
city4 | 1.000685 2.131626 0.47 0.63
> 9
> -3.191848
> 5.193217
city5 | 2.78177 1.931882 1.44 0.15
> 1
> -1.017902
> 6.581441
city6 | 2.031958 3.409457 0.60 0.55
> 2
> -4.673844
> 8.737761
city7 | 1.474424 2.161141 0.68 0.49
> 6
> -2.77616
> 5.725008
city8 | 1.388467 2.588308 0.54 0.59
> 2
> -3.70228
> 6.479213
city9 | .0900035 2.869567 0.03 0.97
> 5
> -5.553929
> 5.733936
city10 | 1.309589 3.206595 0.41 0.68
> 3
> -4.997218
> 7.616397
city11 | 1.840334 2.136248 0.86 0.39
> 0
> -2.361291
> 6.041958
city12 | .4258738 2.019478 0.21 0.83
> 3
> -3.546085
> 4.397832
city13 | 2.852764 1.667679 1.71 0.08
> 8
> -.4272676
> 6.132796
city14 | 2.725098 2.269313 1.20 0.23
> 1
> -1.738241
> 7.188436
city15 | 1.206894 3.053338 0.40 0.69
> 3
> -4.798485
> 7.212273
city16 | 1.344999 2.261328 0.59 0.55
> 2
> -3.102636
> 5.792633
city17 | 2.213435 1.816827 1.22 0.22
> 4
> -1.359944
> 5.786813
city18 | 2.496794 2.176429 1.15 0.25
> 2
> -1.78386
> 6.777447
city19 | 2.094926 2.914157 0.72 0.47
> 3
> -3.636708
> 7.82656
city20 | 1.901386 2.191845 0.87 0.38
> 6
> -2.409587
> 6.212358
city21 | 1.002972 4.075826 0.25 0.80
> 6
> -7.013461
> 9.019405
city22 | .551427 2.088443 0.26 0.79
> 2
> -3.556173
> 4.659027
city23 | 1.2665 2.670914 0.47 0.63
> 6
> -3.986717
> 6.519717
city24 | 1.088281 2.857933 0.38 0.70
> 4
> -4.53277
> 6.709331
city25 | 1.154316 2.052614 0.56 0.57
> 4
> -2.882813
> 5.191446
city26 | 2.513613 2.600328 0.97 0.33
> 4
> -2.600774
> 7.628
city27 | 2.954775 2.137737 1.38 0.16
> 8
> -1.249778
> 7.159328
city28 | 2.305196 3.744281 0.62 0.53
> 9
> -5.059145
> 9.669537
city29 | 3.099424 1.73015 1.79 0.07
> 4
> -.3034766
> 6.502324
city30 | 1.468905 2.286802 0.64 0.52
> 1
> -3.028833
> 5.966642
city31 | 2.191141 3.066393 0.71 0.47
> 5
> -3.839914
> 8.222195
city32 | 3.797562 1.645217 2.31 0.02
> 2
> .5617091
> 7.033415
city33 | .9443172 3.415654 0.28 0.78
> 2
> -5.773673
> 7.662308
city34 | 0 (omitted)
city35 | 2.798179 2.719714 1.03 0.30
> 4
> -2.551021
> 8.147378
city36 | .3466118 1.940247 0.18 0.85
> 8
> -3.469513
> 4.162737
city37 | 1.477316 1.839506 0.80 0.42
> 2
> -2.140668
> 5.095301
city38 | 2.039247 2.794919 0.73 0.46
> 6
> -3.457866
> 7.536359
city39 | 3.537705 2.007149 1.76 0.07
> 9
> -.4100031
> 7.485414
city40 | .9465426 2.971557 0.32 0.75
> 0
> -4.897986
> 6.791071
city41 | 1.093167 2.212502 0.49 0.62
> 2
> -3.258435
> 5.444768
city42 | 1.494159 2.874777 0.52 0.60
> 4
> -4.160022
> 7.14834
city43 | 1.977004 2.596201 0.76 0.44
> 7
> -3.129266
> 7.083274
city44 | 1.608266 2.175542 0.74 0.46
> 0
> -2.670643
> 5.887176
city45 | 1.408565 2.205484 0.64 0.52
> 3
> -2.929234
> 5.746364
city46 | 2.806327 2.509962 1.12 0.26
> 4
> -2.130326
> 7.74298
city47 | 1.621929 3.917389 0.41 0.67
> 9
> -6.082885
> 9.326743
city48 | 2.156709 2.674819 0.81 0.42
> 1
> -3.10419
> 7.417607
city49 | 1.952181 1.861674 1.05 0.29
> 5
> -1.709405
> 5.613766
city50 | 2.417856 2.533376 0.95 0.34
> 1
> -2.56485
> 7.400562
city51 | 1.327018 1.811254 0.73 0.46
> 4
> -2.2354
> 4.889436
city52 | 2.376614 2.645205 0.90 0.37
> 0
> -2.826038
> 7.579267
city53 | 1.037353 2.225389 0.47 0.64
> 1
> -3.339596
> 5.414302
city54 | 1.002609 2.227295 0.45 0.65
> 3
> -3.378088
> 5.383305
city55 | 1.539409 2.902979 0.53 0.59
> 6
> -4.170241
> 7.249058
city56 | 2.512974 1.994082 1.26 0.20
> 8
> -1.409035
> 6.434983
city57 | .7215068 4.791206 0.15 0.88
> 0
> -8.701953
> 10.14497
city58 | 1.641919 2.425353 0.68 0.49
> 9
> -3.128323
> 6.412161
city59 | 2.574896 1.643211 1.57 0.11
> 8
> -.6570102
> 5.806802
city60 | 1.862453 2.345657 0.79 0.42
> 8
> -2.751042
> 6.475948
city61 | 2.071036 3.423473 0.60 0.54
> 6
> -4.662333
> 8.804405
city62 | 2.12464 2.421672 0.88 0.38
> 1
> -2.638363
> 6.887643
city63 | 2.317624 2.501561 0.93 0.35
> 5
> -2.602505
> 7.237754
city64 | 1.705208 2.107933 0.81 0.41
> 9
> -2.440725
> 5.85114
city65 | 2.614484 2.684738 0.97 0.33
> 1
> -2.665923
> 7.894891
city66 | 1.493008 2.778255 0.54 0.59
> 1
> -3.971331
> 6.957347
city67 | 1.406026 4.281295 0.33 0.74
> 3
> -7.014528
> 9.826579
city68 | .1069263 2.871467 0.04 0.97
> 0
> -5.540744
> 5.754597
city69 | .4871599 2.605254 0.19 0.85
> 2
> -4.636917
> 5.611237
city70 | 2.627754 2.579269 1.02 0.30
> 9
> -2.445213
> 7.700721
city71 | .8194656 2.881859 0.28 0.77
> 6
> -4.848643
> 6.487574
city72 | 2.414893 2.481298 0.97 0.33
> 1
> -2.465383
> 7.295169
city73 | 3.929256 1.763902 2.23 0.02
> 7
> .459971
> 7.398541
city74 | 2.156318 2.767515 0.78 0.43
> 6
> -3.286898
> 7.599533
city75 | 1.516993 1.93843 0.78 0.43
> 4
> -2.295557
> 5.329543
city76 | 1.362079 3.398005 0.40 0.68
> 9
> -5.3212
> 8.045357
city77 | .8874971 3.512586 0.25 0.80
> 1
> -6.021142
> 7.796136
city78 | 1.532113 2.482064 0.62 0.53
> 7
> -3.349669
> 6.413895
city79 | 1.603137 2.693737 0.60 0.55
> 2
> -3.69497
> 6.901243
city80 | .8158638 2.534058 0.32 0.74
> 8
> -4.168181
> 5.799909
city81 | 2.992712 2.030669 1.47 0.14
> 1
> -1.001256
> 6.986681
city82 | 2.015185 2.485674 0.81 0.41
> 8
> -2.873698
> 6.904068
city83 | -.3386021 3.464418 -0.10 0.92
> 2
> -7.152503
> 6.475298
city84 | 2.650776 2.334342 1.14 0.25
> 7
> -1.940465
> 7.242016
city85 | 2.64162 1.86284 1.42 0.15
> 7
> -1.022259
> 6.3055
city86 | 1.198476 2.601557 0.46 0.64
> 5
> -3.918329
> 6.31528
city87 | 1.556861 3.012464 0.52 0.60
> 6
> -4.368126
> 7.481848
city88 | -.0342523 2.406712 -0.01 0.98
> 9
> -4.76783
> 4.699326
city89 | 1.626046 2.51711 0.65 0.51
> 9
> -3.324668
> 6.576759
city90 | 2.045489 2.971861 0.69 0.49
> 2
> -3.799639
> 7.890617
city91 | .5069796 3.208766 0.16 0.87
> 5
> -5.804098
> 6.818058
city92 | 1.9069 3.112564 0.61 0.54
> 1
> -4.214965
> 8.028765
city93 | 2.162204 2.913259 0.74 0.45
> 8
> -3.567663
> 7.892071
city94 | -.1522017 2.199838 -0.07 0.94
> 5
> -4.478895
> 4.174492
city95 | .8595803 2.697655 0.32 0.75
> 0
> -4.446233
> 6.165394
city96 | 1.097649 2.120299 0.52 0.60
> 5
> -3.072605
> 5.267903
city97 | 1.35007 1.845916 0.73 0.46
> 5
> -2.280521
> 4.980662
city98 | 1.821241 1.837109 0.99 0.32
> 2
> -1.792029
> 5.434512
city99 | 1.155673 2.153586 0.54 0.59
> 2
> -3.080051
> 5.391398
city100 | .3576571 2.339081 0.15 0.87
> 9
> -4.242903
> 4.958217
city101 | 1.405451 2.203568 0.64 0.52
> 4
> -2.928579
> 5.739482
city102 | .4330685 2.102325 0.21 0.83
> 7
> -3.701835
> 4.567972
city103 | 1.029936 3.158104 0.33 0.74
> 5
> -5.181498
> 7.24137
city104 | 1.389722 2.071023 0.67 0.50
> 3
> -2.683617
> 5.46306
city105 | 2.465426 1.770153 1.39 0.16
> 5
> -1.016153
> 5.947005
city106 | .5218293 2.490892 0.21 0.83
> 4
> -4.377317
> 5.420976
city107 | 2.320732 2.238236 1.04 0.30
> 1
> -2.081484
> 6.722947
city108 | .9761758 1.854932 0.53 0.59
> 9
> -2.672149
> 4.6245
city109 | .6776611 2.55034 0.27 0.79
> 1
> -4.338409
> 5.693731
city110 | 1.880053 3.577915 0.53 0.60
> 0
> -5.157077
> 8.917183
city111 | -.1397095 2.570636 -0.05 0.95
> 7
> -5.195698
> 4.916279
city112 | 3.351631 1.906595 1.76 0.08
> 0
> -.3983052
> 7.101567
city113 | 2.573261 1.976384 1.30 0.19
> 4
> -1.313939
> 6.460461
city114 | 2.739885 2.21006 1.24 0.21
> 6
> -1.606915
> 7.086684
city115 | 3.199344 2.023395 1.58 0.11
> 5
> -.7803175
> 7.179006
city116 | .8144401 2.002173 0.41 0.68
> 4
> -3.123483
> 4.752363
rg1y1 | 3.598429 2.878842 1.25 0.21
> 2
> -2.063746
> 9.260604
rg1y2 | 2.894825 1.577289 1.84 0.06
> 7
> -.2074249
> 5.997075
rg2y1 | 2.201878 3.092588 0.71 0.47
> 7
> -3.880698
> 8.284454
rg2y2 | 2.73438 1.60456 1.70 0.08
> 9
> -.4215074
> 5.890267
rg3y1 | 3.070751 3.056068 1.00 0.31
> 6
> -2.939996
> 9.081499
rg3y2 | 3.302236 1.528557 2.16 0.03
> 1
> .2958324
> 6.308639
rg4y1 | 3.434 2.993074 1.15 0.25
> 2
> -2.452851
> 9.32085
rg4y2 | 3.456449 1.525608 2.27 0.02
> 4
> .4558469
> 6.457051
rg5y1 | 3.324036 2.785546 1.19 0.23
> 4
> -2.154643
> 8.802715
rg5y2 | 3.573989 1.565781 2.28 0.02
> 3
> .494373
> 6.653604
rg6y1 | 4.38792 2.986988 1.47 0.14
> 3
> -1.486959
> 10.2628
rg6y2 | 3.466649 1.592059 2.18 0.03
> 0
> .3353499
> 6.597948
rg7y1 | 3.342516 2.823313 1.18 0.23
> 7
> -2.210443
> 8.895476
rg7y2 | 3.240849 1.496758 2.17 0.03
> 1
> .2969899
> 6.184708
rg8y1 | 2.804426 2.547136 1.10 0.27
> 2
> -2.205341
> 7.814193
rg8y2 | 3.083514 1.374504 2.24 0.02
> 6
> .3801075
> 5.786921
rg9y1 | 3.033453 2.753329 1.10 0.27
> 1
> -2.38186
> 8.448766
rg9y2 | 3.191557 1.512649 2.11 0.03
> 6
> .2164427
> 6.16667
age | 1.405355 .0302436 46.47 0.00
> 0
> 1.345871
> 1.464839
agesq | -.018661 .0003626 -51.46 0.00
> 0
> -.0193741
> -.0179478
married | -1.968402 .063241 -31.13 0.00
> 0
> -2.092786
> -1.844018
black | -.3532505 .1317483 -2.68 0.00
> 8
> -.6123763
> -.0941247
children | -3.696907 .0983023 -37.61 0.00
> 0
> -3.89025
> -3.503563
child5 | -4.736537 .1501482 -31.55 0.00
> 0
> -5.031853
> -4.441222
_cons | 13.35418 5.125158 2.61 0.01
> 0
> 3.273899
> 23.43446
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg uhrswork (indep =ins) city1-city116 rg1y1-
> rg9y2 age agesq married black children child5 if r
> medianwagehourocc<83 [aweight=perwt], cluster(meta
> ready1)
(sum of wgt is 2.1476e+07)
Instrumental variables (2SLS) regression
> Number of obs = 993549
> F(140, 347) = 348.54
> Prob > F = 0.0000
> R-squared = 0.0921
> Root MSE = 13.425
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
uhrswork | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 1.00888 .5546204 1.82 0.07
> 0
> -.0819604
> 2.099721
city1 | .3005738 1.2994 0.23 0.81
> 7
> -2.255118
> 2.856266
city2 | .4019651 1.348065 0.30 0.76
> 6
> -2.249442
> 3.053372
city3 | .1610221 1.422249 0.11 0.91
> 0
> -2.636291
> 2.958335
city4 | .5813213 1.270134 0.46 0.64
> 7
> -1.916809
> 3.079452
city5 | 1.643329 1.117836 1.47 0.14
> 2
> -.5552575
> 3.841915
city6 | .0605203 2.186686 0.03 0.97
> 8
> -4.240306
> 4.361347
city7 | 1.069379 1.379997 0.77 0.43
> 9
> -1.644831
> 3.783589
city8 | 1.002176 1.643762 0.61 0.54
> 2
> -2.230814
> 4.235167
city9 | -.1099647 1.7066 -0.06 0.94
> 9
> -3.466547
> 3.246618
city10 | -.7957265 2.156596 -0.37 0.71
> 2
> -5.037371
> 3.445918
city11 | .4410777 1.331902 0.33 0.74
> 1
> -2.178539
> 3.060695
city12 | .4384858 1.340237 0.33 0.74
> 4
> -2.197524
> 3.074496
city13 | 1.789232 1.011572 1.77 0.07
> 8
> -.2003519
> 3.778817
city14 | .9141109 1.438793 0.64 0.52
> 6
> -1.915742
> 3.743964
city15 | -1.056531 1.954153 -0.54 0.58
> 9
> -4.900006
> 2.786944
city16 | -.0909704 1.445798 -0.06 0.95
> 0
> -2.934601
> 2.75266
city17 | 1.015846 1.1513 0.88 0.37
> 8
> -1.248559
> 3.280251
city18 | .7208349 1.338135 0.54 0.59
> 0
> -1.911041
> 3.352711
city19 | .5098373 1.888502 0.27 0.78
> 7
> -3.204514
> 4.224189
city20 | .6597375 1.35867 0.49 0.62
> 8
> -2.012527
> 3.332002
city21 | -1.813067 2.589387 -0.70 0.48
> 4
> -6.905936
> 3.279802
city22 | .1605333 1.296034 0.12 0.90
> 1
> -2.388537
> 2.709604
city23 | -.104643 1.71331 -0.06 0.95
> 1
> -3.474422
> 3.265136
city24 | -.9309986 1.815378 -0.51 0.60
> 8
> -4.501528
> 2.639531
city25 | 1.095161 1.30277 0.84 0.40
> 1
> -1.467157
> 3.65748
city26 | 1.147723 1.665066 0.69 0.49
> 1
> -2.127169
> 4.422615
city27 | 2.112184 1.280579 1.65 0.10
> 0
> -.4064901
> 4.630858
city28 | .0936884 2.410863 0.04 0.96
> 9
> -4.648055
> 4.835432
city29 | 2.323263 1.048136 2.22 0.02
> 7
> .2617635
> 4.384763
city30 | .6766504 1.441953 0.47 0.63
> 9
> -2.159417
> 3.512718
city31 | .2597253 1.982563 0.13 0.89
> 6
> -3.639628
> 4.159078
city32 | 3.609731 .9573632 3.77 0.00
> 0
> 1.726767
> 5.492696
city33 | -1.528659 2.186451 -0.70 0.48
> 5
> -5.829023
> 2.771706
city34 | 0 (omitted)
city35 | .8209914 1.641466 0.50 0.61
> 7
> -2.407484
> 4.049466
city36 | .3653455 1.106885 0.33 0.74
> 2
> -1.811702
> 2.542393
city37 | .5096414 1.183379 0.43 0.66
> 7
> -1.817856
> 2.837139
city38 | .3930916 1.796831 0.22 0.82
> 7
> -3.140959
> 3.927142
city39 | 1.867645 1.166386 1.60 0.11
> 0
> -.4264313
> 4.161722
city40 | -.3476555 1.793313 -0.19 0.84
> 6
> -3.874787
> 3.179476
city41 | -.1570937 1.374024 -0.11 0.90
> 9
> -2.859557
> 2.54537
city42 | .5320511 1.856135 0.29 0.77
> 5
> -3.118639
> 4.182741
city43 | .4004009 1.679172 0.24 0.81
> 2
> -2.902235
> 3.703037
city44 | .7198971 1.377829 0.52 0.60
> 2
> -1.990051
> 3.429845
city45 | .5971138 1.392888 0.43 0.66
> 8
> -2.142453
> 3.33668
city46 | 1.512242 1.452076 1.04 0.29
> 8
> -1.343737
> 4.36822
city47 | -.424726 2.479542 -0.17 0.86
> 4
> -5.301549
> 4.452097
city48 | .8164224 1.734483 0.47 0.63
> 8
> -2.595001
> 4.227846
city49 | 1.600613 1.168489 1.37 0.17
> 2
> -.6975986
> 3.898825
city50 | .7490625 1.60269 0.47 0.64
> 1
> -2.403147
> 3.901272
city51 | 1.500631 1.177084 1.27 0.20
> 3
> -.8144871
> 3.815749
city52 | 1.356107 1.664018 0.81 0.41
> 6
> -1.916724
> 4.628937
city53 | .2120491 1.414742 0.15 0.88
> 1
> -2.5705
> 2.994598
city54 | .3668855 1.393537 0.26 0.79
> 2
> -2.373956
> 3.107727
city55 | .4219705 1.885425 0.22 0.82
> 3
> -3.286329
> 4.13027
city56 | 1.846668 1.206776 1.53 0.12
> 7
> -.5268472
> 4.220183
city57 | -2.528207 3.04776 -0.83 0.40
> 7
> -8.522614
> 3.4662
city58 | .1454964 1.544544 0.09 0.92
> 5
> -2.892349
> 3.183342
city59 | 2.242143 .9249268 2.42 0.01
> 6
> .4229744
> 4.061311
city60 | .5324372 1.492826 0.36 0.72
> 2
> -2.403688
> 3.468563
city61 | -.4074266 2.200997 -0.19 0.85
> 3
> -4.7364
> 3.921546
city62 | .5245238 1.543655 0.34 0.73
> 4
> -2.511574
> 3.560621
city63 | .6720093 1.602091 0.42 0.67
> 5
> -2.479021
> 3.82304
city64 | -.0389874 1.27673 -0.03 0.97
> 6
> -2.550091
> 2.472116
city65 | .8145391 1.714007 0.48 0.63
> 5
> -2.556612
> 4.18569
city66 | -.9855752 1.768543 -0.56 0.57
> 8
> -4.463989
> 2.492839
city67 | -2.350266 2.705663 -0.87 0.38
> 6
> -7.671828
> 2.971297
city68 | -2.12366 1.862008 -1.14 0.25
> 5
> -5.785902
> 1.538581
city69 | -1.319983 1.655292 -0.80 0.42
> 6
> -4.575651
> 1.935685
city70 | .8319846 1.581327 0.53 0.59
> 9
> -2.278207
> 3.942176
city71 | -1.08105 1.862337 -0.58 0.56
> 2
> -4.74394
> 2.58184
city72 | 1.358143 1.564109 0.87 0.38
> 6
> -1.718184
> 4.434471
city73 | 2.977689 1.062195 2.80 0.00
> 5
> .888539
> 5.066839
city74 | .6676289 1.800268 0.37 0.71
> 1
> -2.873182
> 4.20844
city75 | 1.349275 1.095105 1.23 0.21
> 9
> -.8046046
> 3.503154
city76 | -1.239191 2.184011 -0.57 0.57
> 1
> -5.534756
> 3.056375
city77 | -.5340208 2.251569 -0.24 0.81
> 3
> -4.962461
> 3.894419
city78 | .0188488 1.607085 0.01 0.99
> 1
> -3.142004
> 3.179701
city79 | .0074937 1.717179 0.00 0.99
> 7
> -3.369896
> 3.384883
city80 | -1.210574 1.650125 -0.73 0.46
> 4
> -4.456079
> 2.03493
city81 | 1.250823 1.24056 1.01 0.31
> 4
> -1.189141
> 3.690787
city82 | 1.013569 1.612908 0.63 0.53
> 0
> -2.158737
> 4.185874
city83 | -1.279789 2.211644 -0.58 0.56
> 3
> -5.629704
> 3.070127
city84 | .7904644 1.481892 0.53 0.59
> 4
> -2.124157
> 3.705085
city85 | 1.481216 1.171594 1.26 0.20
> 7
> -.8231019
> 3.785535
city86 | -.0454152 1.649252 -0.03 0.97
> 8
> -3.289204
> 3.198373
city87 | -.263591 1.928235 -0.14 0.89
> 1
> -4.056091
> 3.528909
city88 | -.6149838 1.414343 -0.43 0.66
> 4
> -3.396748
> 2.16678
city89 | -.2254482 1.643124 -0.14 0.89
> 1
> -3.457185
> 3.006288
city90 | .4850613 1.897388 0.26 0.79
> 8
> -3.246767
> 4.216889
city91 | -1.142063 2.048915 -0.56 0.57
> 8
> -5.171919
> 2.887792
city92 | -.3680695 2.15338 -0.17 0.86
> 4
> -4.60339
> 3.867251
city93 | .2473548 1.86383 0.13 0.89
> 4
> -3.418471
> 3.913181
city94 | -1.193533 1.373347 -0.87 0.38
> 5
> -3.894665
> 1.5076
city95 | -.2446866 1.721123 -0.14 0.88
> 7
> -3.629833
> 3.14046
city96 | .8161222 1.274505 0.64 0.52
> 2
> -1.690605
> 3.32285
city97 | 1.227156 1.089822 1.13 0.26
> 1
> -.9163332
> 3.370645
city98 | .4053982 1.052689 0.39 0.70
> 0
> -1.665055
> 2.475852
city99 | -.2860292 1.309934 -0.22 0.82
> 7
> -2.862439
> 2.290381
city100 | .5241479 1.489464 0.35 0.72
> 5
> -2.405366
> 3.453661
city101 | .4289687 1.404621 0.31 0.76
> 0
> -2.333674
> 3.191612
city102 | .3773819 1.308836 0.29 0.77
> 3
> -2.196869
> 2.951632
city103 | -.4080493 2.036223 -0.20 0.84
> 1
> -4.412941
> 3.596842
city104 | .5172823 1.297144 0.40 0.69
> 0
> -2.033972
> 3.068536
city105 | 1.552015 1.079501 1.44 0.15
> 1
> -.5711734
> 3.675204
city106 | -.2612501 1.564023 -0.17 0.86
> 7
> -3.337408
> 2.814907
city107 | 1.14914 1.433521 0.80 0.42
> 3
> -1.670343
> 3.968623
city108 | .508507 1.069849 0.48 0.63
> 5
> -1.595698
> 2.612712
city109 | .0016456 1.592964 0.00 0.99
> 9
> -3.131434
> 3.134725
city110 | -.0317331 2.265581 -0.01 0.98
> 9
> -4.487733
> 4.424266
city111 | -.8215402 1.637465 -0.50 0.61
> 6
> -4.042145
> 2.399064
city112 | 2.304265 1.21083 1.90 0.05
> 8
> -.0772241
> 4.685754
city113 | 1.530668 1.350681 1.13 0.25
> 8
> -1.125884
> 4.187219
city114 | 1.220517 1.159878 1.05 0.29
> 3
> -1.060759
> 3.501793
city115 | 2.168003 1.262217 1.72 0.08
> 7
> -.3145558
> 4.650561
city116 | -.6310902 1.237966 -0.51 0.61
> 1
> -3.065952
> 1.803772
rg1y1 | -4.543486 .3687934 -12.32 0.00
> 0
> -5.268838
> -3.818134
rg1y2 | -2.176547 .1130102 -19.26 0.00
> 0
> -2.398819
> -1.954276
rg2y1 | -5.873623 .5425094 -10.83 0.00
> 0
> -6.940644
> -4.806603
rg2y2 | -2.278493 .1597598 -14.26 0.00
> 0
> -2.592712
> -1.964273
rg3y1 | -4.708885 .5347307 -8.81 0.00
> 0
> -5.760606
> -3.657164
rg3y2 | -1.720251 .0940512 -18.29 0.00
> 0
> -1.905233
> -1.535269
rg4y1 | -4.545106 .5326721 -8.53 0.00
> 0
> -5.592779
> -3.497434
rg4y2 | -1.553848 .0946731 -16.41 0.00
> 0
> -1.740053
> -1.367642
rg5y1 | -4.240577 .283724 -14.95 0.00
> 0
> -4.798612
> -3.682541
rg5y2 | -1.232514 .1377517 -8.95 0.00
> 0
> -1.503447
> -.9615804
rg6y1 | -3.414054 .4545406 -7.51 0.00
> 0
> -4.308055
> -2.520052
rg6y2 | -1.219694 .196095 -6.22 0.00
> 0
> -1.605378
> -.8340096
rg7y1 | -3.615148 .2795379 -12.93 0.00
> 0
> -4.16495
> -3.065346
rg7y2 | -1.07304 .095468 -11.24 0.00
> 0
> -1.260809
> -.8852715
rg8y1 | -3.832851 .2384984 -16.07 0.00
> 0
> -4.301936
> -3.363767
rg8y2 | -1.033665 .2882117 -3.59 0.00
> 0
> -1.600527
> -.4668037
rg9y1 | -3.952642 .3969226 -9.96 0.00
> 0
> -4.733318
> -3.171965
rg9y2 | -1.494815 .1524153 -9.81 0.00
> 0
> -1.794589
> -1.195041
age | 1.289483 .0273386 47.17 0.00
> 0
> 1.235713
> 1.343254
agesq | -.0172763 .0003221 -53.64 0.00
> 0
> -.0179098
> -.0166429
married | -2.343679 .0460483 -50.90 0.00
> 0
> -2.434248
> -2.253111
black | .1696528 .0967287 1.75 0.08
> 0
> -.0205955
> .3599011
children | -4.186564 .0772875 -54.17 0.00
> 0
> -4.338575
> -4.034554
child5 | -4.917451 .12885 -38.16 0.00
> 0
> -5.170876
> -4.664025
_cons | 11.85234 2.983803 3.97 0.00
> 0
> 5.983725
> 17.72095
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg uhrswork (indep =ins) lwagehourgradmorey70
> y1- lfwomencollegeplus70y2 city1-city116 rg1y1-rg9
> y2 age agesq married black children child5 if rmed
> ianwagehourocc<83 [aweight=perwt], cluster(metarea
> dy1)
(sum of wgt is 2.1476e+07)
Instrumental variables (2SLS) regression
> Number of obs = 993549
> F(152, 347) = 448.36
> Prob > F = 0.0000
> R-squared = 0.0922
> Root MSE = 13.424
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
uhrswork | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .4513703 .5634651 0.80 0.42
> 4
> -.6568664
> 1.559607
lwagehourg~1 | -.5709185 .521705 -1.09 0.27
> 5
> -1.59702
> .4551834
lwagehourg~2 | -.6830383 .3202471 -2.13 0.03
> 4
> -1.312908
> -.0531687
fcollegepl~1 | -3.224098 4.496408 -0.72 0.47
> 4
> -12.06774
> 5.619546
fcollegepl~2 | .3943692 3.146932 0.13 0.90
> 0
> -5.795093
> 6.583831
agmin70y1 | 6.604726 6.626952 1.00 0.32
> 0
> -6.429323
> 19.63877
agmin70y2 | -1.972757 2.585559 -0.76 0.44
> 6
> -7.058096
> 3.112582
manufact70y1 | -.1894938 .9237005 -0.21 0.83
> 8
> -2.00625
> 1.627262
manufact70y2 | -.6040238 .6063268 -1.00 0.32
> 0
> -1.796562
> .5885142
hsservices~1 | -1.731799 3.549633 -0.49 0.62
> 6
> -8.713303
> 5.249705
hsservices~2 | -1.9442 2.375946 -0.82 0.41
> 4
> -6.617268
> 2.728867
lfwomencol~1 | .7840857 1.451778 0.54 0.58
> 9
> -2.071306
> 3.639478
lfwomencol~2 | -.4042146 1.048291 -0.39 0.70
> 0
> -2.466019
> 1.65759
city1 | 1.358198 1.352182 1.00 0.31
> 6
> -1.301306
> 4.017701
city2 | 1.484878 1.431669 1.04 0.30
> 0
> -1.330964
> 4.300719
city3 | 1.385952 1.445983 0.96 0.33
> 8
> -1.458042
> 4.229946
city4 | 1.517461 1.348774 1.13 0.26
> 1
> -1.13534
> 4.170261
city5 | 2.191575 1.189793 1.84 0.06
> 6
> -.1485381
> 4.531689
city6 | 2.161994 2.240161 0.97 0.33
> 5
> -2.244008
> 6.567996
city7 | 2.108576 1.446102 1.46 0.14
> 6
> -.7356532
> 4.952804
city8 | 2.507619 1.712227 1.46 0.14
> 4
> -.8600309
> 5.875269
city9 | 1.113447 1.895121 0.59 0.55
> 7
> -2.613923
> 4.840817
city10 | 1.15446 2.125842 0.54 0.58
> 7
> -3.026697
> 5.335617
city11 | 1.601367 1.398068 1.15 0.25
> 3
> -1.148387
> 4.351122
city12 | 1.353948 1.390873 0.97 0.33
> 1
> -1.381655
> 4.089551
city13 | 2.212551 1.077885 2.05 0.04
> 1
> .0925415
> 4.332561
city14 | 2.137076 1.501678 1.42 0.15
> 6
> -.8164597
> 5.090612
city15 | .8158345 2.010933 0.41 0.68
> 5
> -3.139318
> 4.770987
city16 | 1.090002 1.494355 0.73 0.46
> 6
> -1.849132
> 4.029136
city17 | 1.639413 1.209134 1.36 0.17
> 6
> -.7387413
> 4.017567
city18 | 1.699155 1.37644 1.23 0.21
> 8
> -1.00806
> 4.406371
city19 | 2.26199 1.925395 1.17 0.24
> 1
> -1.524924
> 6.048903
city20 | 1.826185 1.410391 1.29 0.19
> 6
> -.9478055
> 4.600176
city21 | .7464143 2.655478 0.28 0.77
> 9
> -4.476443
> 5.969272
city22 | 1.052644 1.374353 0.77 0.44
> 4
> -1.650466
> 3.755755
city23 | 1.489811 1.763237 0.84 0.39
> 9
> -1.978165
> 4.957787
city24 | .7447289 1.866577 0.40 0.69
> 0
> -2.926499
> 4.415957
city25 | 2.065529 1.353602 1.53 0.12
> 8
> -.5967667
> 4.727826
city26 | 2.678388 1.727894 1.55 0.12
> 2
> -.7200754
> 6.076851
city27 | 2.891446 1.396204 2.07 0.03
> 9
> .1453581
> 5.637533
city28 | 2.523641 2.439692 1.03 0.30
> 2
> -2.274803
> 7.322086
city29 | 2.917551 1.146515 2.54 0.01
> 1
> .6625586
> 5.172544
city30 | 1.869624 1.511001 1.24 0.21
> 7
> -1.10225
> 4.841498
city31 | 2.21446 2.037868 1.09 0.27
> 8
> -1.793667
> 6.222587
city32 | 4.120469 1.063475 3.87 0.00
> 0
> 2.028801
> 6.212138
city33 | .5955625 2.232074 0.27 0.79
> 0
> -3.794533
> 4.985658
city34 | 0 (omitted)
city35 | 2.26485 1.71311 1.32 0.18
> 7
> -1.104536
> 5.634236
city36 | .720741 1.16871 0.62 0.53
> 8
> -1.577905
> 3.019387
city37 | 1.3966 1.241705 1.12 0.26
> 1
> -1.045614
> 3.838815
city38 | 2.065344 1.833773 1.13 0.26
> 1
> -1.541365
> 5.672054
city39 | 2.650428 1.228464 2.16 0.03
> 2
> .2342564
> 5.0666
city40 | 1.164288 1.97124 0.59 0.55
> 5
> -2.712793
> 5.04137
city41 | .9289372 1.452181 0.64 0.52
> 3
> -1.927247
> 3.785122
city42 | 2.201082 1.896969 1.16 0.24
> 7
> -1.529923
> 5.932086
city43 | 1.868736 1.714881 1.09 0.27
> 7
> -1.504132
> 5.241604
city44 | 1.741976 1.417216 1.23 0.22
> 0
> -1.045438
> 4.529391
city45 | 1.796779 1.434396 1.25 0.21
> 1
> -1.024426
> 4.617983
city46 | 2.638427 1.58618 1.66 0.09
> 7
> -.4813101
> 5.758164
city47 | 1.979675 2.553353 0.78 0.43
> 9
> -3.04232
> 7.001671
city48 | 2.342184 1.770452 1.32 0.18
> 7
> -1.139983
> 5.824351
city49 | 2.35303 1.246096 1.89 0.06
> 0
> -.0978214
> 4.803881
city50 | 2.161086 1.64196 1.32 0.18
> 9
> -1.068361
> 5.390533
city51 | 1.726159 1.191536 1.45 0.14
> 8
> -.6173823
> 4.0697
city52 | 2.790221 1.74797 1.60 0.11
> 1
> -.6477278
> 6.22817
city53 | 1.36733 1.464571 0.93 0.35
> 1
> -1.513223
> 4.247884
city54 | 1.347054 1.469047 0.92 0.36
> 0
> -1.542303
> 4.236411
city55 | 2.022795 1.917592 1.05 0.29
> 2
> -1.748771
> 5.794361
city56 | 2.789082 1.29221 2.16 0.03
> 2
> .2475315
> 5.330632
city57 | .5737578 3.103083 0.18 0.85
> 3
> -5.529459
> 6.676975
city58 | 1.504526 1.616416 0.93 0.35
> 3
> -1.67468
> 4.683731
city59 | 2.736796 1.051875 2.60 0.01
> 0
> .6679441
> 4.805649
city60 | 1.781787 1.560638 1.14 0.25
> 4
> -1.287712
> 4.851287
city61 | 1.695683 2.228216 0.76 0.44
> 7
> -2.686826
> 6.078192
city62 | 1.918567 1.601091 1.20 0.23
> 2
> -1.230496
> 5.06763
city63 | 2.152805 1.657136 1.30 0.19
> 5
> -1.10649
> 5.4121
city64 | .8849144 1.387196 0.64 0.52
> 4
> -1.843457
> 3.613285
city65 | 2.432785 1.780578 1.37 0.17
> 3
> -1.069299
> 5.934869
city66 | .5853695 1.806557 0.32 0.74
> 6
> -2.967809
> 4.138548
city67 | .3649029 2.785804 0.13 0.89
> 6
> -5.114284
> 5.84409
city68 | -.3275593 1.902872 -0.17 0.86
> 3
> -4.070174
> 3.415055
city69 | .1929234 1.714188 0.11 0.91
> 0
> -3.178583
> 3.56443
city70 | 2.149502 1.692752 1.27 0.20
> 5
> -1.179844
> 5.478848
city71 | .733379 1.897646 0.39 0.69
> 9
> -2.998956
> 4.465714
city72 | 2.707648 1.62091 1.67 0.09
> 6
> -.4803963
> 5.895693
city73 | 3.719434 1.146243 3.24 0.00
> 1
> 1.464975
> 5.973893
city74 | 2.331086 1.829532 1.27 0.20
> 3
> -1.26728
> 5.929453
city75 | 1.909103 1.211615 1.58 0.11
> 6
> -.4739298
> 4.292136
city76 | .8459738 2.225567 0.38 0.70
> 4
> -3.531325
> 5.223273
city77 | 1.585762 2.300715 0.69 0.49
> 1
> -2.93934
> 6.110864
city78 | 1.423381 1.644007 0.87 0.38
> 7
> -1.810091
> 4.656853
city79 | 1.536039 1.77985 0.86 0.38
> 9
> -1.964613
> 5.036691
city80 | .1966529 1.692925 0.12 0.90
> 8
> -3.133032
> 3.526338
city81 | 2.046601 1.340658 1.53 0.12
> 8
> -.5902374
> 4.68344
city82 | 2.417001 1.64475 1.47 0.14
> 3
> -.8179332
> 5.651935
city83 | .8006254 2.268122 0.35 0.72
> 4
> -3.660371
> 5.261622
city84 | 2.095668 1.543764 1.36 0.17
> 6
> -.9406448
> 5.13198
city85 | 2.486278 1.213546 2.05 0.04
> 1
> .0994472
> 4.873108
city86 | 1.409732 1.718484 0.82 0.41
> 3
> -1.970224
> 4.789688
city87 | 1.551666 1.987174 0.78 0.43
> 5
> -2.356755
> 5.460086
city88 | .4235875 1.616723 0.26 0.79
> 3
> -2.756222
> 3.603397
city89 | 1.200504 1.712576 0.70 0.48
> 4
> -2.167832
> 4.568839
city90 | 2.202521 1.944604 1.13 0.25
> 8
> -1.622172
> 6.027215
city91 | .7982402 2.092483 0.38 0.70
> 3
> -3.317306
> 4.913786
city92 | 1.599344 2.128824 0.75 0.45
> 3
> -2.587678
> 5.786366
city93 | 2.124277 1.918101 1.11 0.26
> 9
> -1.648289
> 5.896844
city94 | .1021642 1.47247 0.07 0.94
> 5
> -2.793925
> 2.998253
city95 | 1.35861 1.790894 0.76 0.44
> 9
> -2.163763
> 4.880983
city96 | 1.75508 1.375753 1.28 0.20
> 3
> -.9507833
> 4.460943
city97 | 1.772813 1.148823 1.54 0.12
> 4
> -.4867204
> 4.032345
city98 | 1.091271 1.173847 0.93 0.35
> 3
> -1.217479
> 3.400021
city99 | .6243998 1.388635 0.45 0.65
> 3
> -2.106801
> 3.355601
city100 | 1.669047 1.564021 1.07 0.28
> 7
> -1.407107
> 4.7452
city101 | 1.51234 1.4516 1.04 0.29
> 8
> -1.342701
> 4.367382
city102 | 1.413676 1.384275 1.02 0.30
> 8
> -1.308951
> 4.136302
city103 | 1.455509 2.072471 0.70 0.48
> 3
> -2.620677
> 5.531695
city104 | 1.53373 1.358835 1.13 0.26
> 0
> -1.13886
> 4.206319
city105 | 2.39105 1.177653 2.03 0.04
> 3
> .0748129
> 4.707286
city106 | 1.151472 1.656808 0.69 0.48
> 8
> -2.107177
> 4.410121
city107 | 2.273143 1.516316 1.50 0.13
> 5
> -.7091837
> 5.25547
city108 | 1.099321 1.201121 0.92 0.36
> 1
> -1.263073
> 3.461714
city109 | 1.418177 1.6831 0.84 0.40
> 0
> -1.892185
> 4.728539
city110 | 2.241628 2.341374 0.96 0.33
> 9
> -2.363443
> 6.846699
city111 | .6175406 1.70187 0.36 0.71
> 7
> -2.729737
> 3.964819
city112 | 3.028158 1.268367 2.39 0.01
> 8
> .5335031
> 5.522814
city113 | 2.555384 1.343578 1.90 0.05
> 8
> -.0871967
> 5.197965
city114 | 1.851962 1.240191 1.49 0.13
> 6
> -.5872751
> 4.2912
city115 | 2.987622 1.340306 2.23 0.02
> 6
> .3514754
> 5.623769
city116 | .1732274 1.337343 0.13 0.89
> 7
> -2.457092
> 2.803547
rg1y1 | -2.610136 1.968167 -1.33 0.18
> 6
> -6.481175
> 1.260903
rg1y2 | .2467358 1.13026 0.22 0.82
> 7
> -1.976287
> 2.469759
rg2y1 | -3.833395 2.103316 -1.82 0.06
> 9
> -7.970248
> .3034579
rg2y2 | .2727906 1.159372 0.24 0.81
> 4
> -2.007491
> 2.553072
rg3y1 | -2.785183 2.082408 -1.34 0.18
> 2
> -6.880913
> 1.310547
rg3y2 | .6828634 1.123715 0.61 0.54
> 4
> -1.527286
> 2.893013
rg4y1 | -2.631761 2.037462 -1.29 0.19
> 7
> -6.63909
> 1.375569
rg4y2 | .8177761 1.111613 0.74 0.46
> 2
> -1.368571
> 3.004123
rg5y1 | -2.568977 1.949912 -1.32 0.18
> 9
> -6.404111
> 1.266157
rg5y2 | 1.105268 1.138449 0.97 0.33
> 2
> -1.133861
> 3.344398
rg6y1 | -1.710675 2.036712 -0.84 0.40
> 2
> -5.716529
> 2.295179
rg6y2 | 1.226697 1.151485 1.07 0.28
> 7
> -1.038072
> 3.491466
rg7y1 | -2.091973 1.947488 -1.07 0.28
> 3
> -5.92234
> 1.738394
rg7y2 | 1.161497 1.087214 1.07 0.28
> 6
> -.9768617
> 3.299856
rg8y1 | -2.451176 1.717284 -1.43 0.15
> 4
> -5.828772
> .9264192
rg8y2 | .9756396 .9745043 1.00 0.31
> 7
> -.941039
> 2.892318
rg9y1 | -2.387564 1.883969 -1.27 0.20
> 6
> -6.093001
> 1.317872
rg9y2 | .8078478 1.078982 0.75 0.45
> 5
> -1.31432
> 2.930016
age | 1.289595 .0273535 47.15 0.00
> 0
> 1.235795
> 1.343394
agesq | -.0172783 .0003223 -53.61 0.00
> 0
> -.0179122
> -.0166444
married | -2.343235 .0460574 -50.88 0.00
> 0
> -2.433822
> -2.252648
black | .1709666 .0966431 1.77 0.07
> 8
> -.0191135
> .3610466
children | -4.185318 .0772868 -54.15 0.00
> 0
> -4.337328
> -4.033309
child5 | -4.919037 .1289364 -38.15 0.00
> 0
> -5.172632
> -4.665442
_cons | 14.64016 3.099067 4.72 0.00
> 0
> 8.544842
> 20.73548
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg lflw (indep =ins) city1-city116 rg1y1-rg9y
> 2 age agesq married black children child5 if rmedi
> anwagehourocc<41 [aweight=perwt], cluster(metaread
> y1)
(sum of wgt is 7.2784e+06)
Instrumental variables (2SLS) regression
> Number of obs = 336172
> F(140, 347) = 79.88
> Prob > F = 0.0000
> R-squared = 0.0609
> Root MSE = .2961
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
lflw | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | -.0517083 .0195067 -2.65 0.00
> 8
> -.0900745
> -.0133421
city1 | .083912 .0426992 1.97 0.05
> 0
> -.0000697
> .1678937
city2 | .0919087 .0458033 2.01 0.04
> 6
> .0018217
> .1819957
city3 | .0947819 .0476527 1.99 0.04
> 7
> .0010574
> .1885065
city4 | .0696774 .0424101 1.64 0.10
> 1
> -.0137358
> .1530907
city5 | .058419 .0320533 1.82 0.06
> 9
> -.0046242
> .1214623
city6 | .1766352 .0758037 2.33 0.02
> 0
> .0275427
> .3257277
city7 | .0717178 .0450275 1.59 0.11
> 2
> -.0168433
> .1602789
city8 | .0947578 .0559251 1.69 0.09
> 1
> -.0152371
> .2047527
city9 | .0804805 .0545371 1.48 0.14
> 1
> -.0267844
> .1877455
city10 | .1774993 .0722861 2.46 0.01
> 5
> .0353253
> .3196734
city11 | .0842235 .0464247 1.81 0.07
> 1
> -.0070857
> .1755327
city12 | .0572011 .042082 1.36 0.17
> 5
> -.0255669
> .139969
city13 | .0407343 .0323553 1.26 0.20
> 9
> -.0229028
> .1043714
city14 | .1123865 .0487415 2.31 0.02
> 2
> .0165207
> .2082524
city15 | .1549027 .0669097 2.32 0.02
> 1
> .023303
> .2865023
city16 | .1042634 .0486709 2.14 0.03
> 3
> .0085362
> .1999906
city17 | .0824055 .0375873 2.19 0.02
> 9
> .008478
> .156333
city18 | .0721057 .0516053 1.40 0.16
> 3
> -.0293928
> .1736043
city19 | .1624516 .0646813 2.51 0.01
> 2
> .0352347
> .2896684
city20 | .089241 .0459264 1.94 0.05
> 3
> -.0010881
> .1795701
city21 | .2252643 .089886 2.51 0.01
> 3
> .0484744
> .4020542
city22 | .0731734 .0442256 1.65 0.09
> 9
> -.0138106
> .1601574
city23 | .1248804 .0584117 2.14 0.03
> 3
> .0099949
> .2397658
city24 | .1563243 .0635928 2.46 0.01
> 4
> .0312484
> .2814002
city25 | .0797709 .0453971 1.76 0.08
> 0
> -.0095172
> .1690591
city26 | .1392537 .0567504 2.45 0.01
> 5
> .0276356
> .2508717
city27 | .0790335 .0455108 1.74 0.08
> 3
> -.0104783
> .1685452
city28 | .2056766 .0832178 2.47 0.01
> 4
> .0420018
> .3693514
city29 | .081071 .0369408 2.19 0.02
> 9
> .0084151
> .153727
city30 | .1088872 .048619 2.24 0.02
> 6
> .0132623
> .2045122
city31 | .1670533 .0670903 2.49 0.01
> 3
> .0350986
> .2990081
city32 | .0672509 .0308796 2.18 0.03
> 0
> .0065162
> .1279856
city33 | .1720514 .0755664 2.28 0.02
> 3
> .0234255
> .3206773
city34 | 0 (omitted)
city35 | .1198319 .0602155 1.99 0.04
> 7
> .0013986
> .2382652
city36 | .0594007 .0329759 1.80 0.07
> 3
> -.0054571
> .1242585
city37 | .0025303 .0364765 0.07 0.94
> 5
> -.0692125
> .074273
city38 | .1249975 .0615722 2.03 0.04
> 3
> .0038958
> .2460993
city39 | .0881023 .0414402 2.13 0.03
> 4
> .0065968
> .1696078
city40 | .1136076 .0612352 1.86 0.06
> 4
> -.0068314
> .2340465
city41 | .0945819 .0461941 2.05 0.04
> 1
> .0037262
> .1854376
city42 | .1545322 .0638921 2.42 0.01
> 6
> .0288677
> .2801968
city43 | .1176658 .0596801 1.97 0.04
> 9
> .0002855
> .2350461
city44 | .1026359 .0451728 2.27 0.02
> 4
> .0137889
> .1914828
city45 | .1088595 .0468985 2.32 0.02
> 1
> .0166184
> .2011006
city46 | .1073082 .0469952 2.28 0.02
> 3
> .0148769
> .1997396
city47 | .198707 .085916 2.31 0.02
> 1
> .0297254
> .3676886
city48 | .1410071 .0591713 2.38 0.01
> 8
> .0246275
> .2573867
city49 | .0492938 .0389969 1.26 0.20
> 7
> -.0274063
> .1259938
city50 | .1011378 .0548877 1.84 0.06
> 6
> -.0068167
> .2090923
city51 | .0366767 .0361556 1.01 0.31
> 1
> -.034435
> .1077885
city52 | .1489169 .056324 2.64 0.00
> 9
> .0381374
> .2596964
city53 | .0833948 .0476497 1.75 0.08
> 1
> -.0103238
> .1771134
city54 | .108492 .0468595 2.32 0.02
> 1
> .0163276
> .2006563
city55 | .1196651 .063421 1.89 0.06
> 0
> -.0050729
> .2444032
city56 | .0707619 .0401698 1.76 0.07
> 9
> -.008245
> .1497688
city57 | .2661466 .1053405 2.53 0.01
> 2
> .0589603
> .4733329
city58 | .1146735 .0516332 2.22 0.02
> 7
> .01312
> .216227
city59 | .0374451 .0302054 1.24 0.21
> 6
> -.0219636
> .0968538
city60 | .0983956 .0499424 1.97 0.05
> 0
> .0001677
> .1966236
city61 | .1742568 .0763975 2.28 0.02
> 3
> .0239965
> .3245172
city62 | .1276305 .0520349 2.45 0.01
> 5
> .0252871
> .2299739
city63 | .1547309 .0543774 2.85 0.00
> 5
> .0477801
> .2616817
city64 | .0482704 .0451891 1.07 0.28
> 6
> -.0406085
> .1371494
city65 | .1311188 .0576181 2.28 0.02
> 3
> .0177942
> .2444435
city66 | .1232974 .0598711 2.06 0.04
> 0
> .0055415
> .2410534
city67 | .2297479 .0938992 2.45 0.01
> 5
> .0450646
> .4144312
city68 | .13448 .0632521 2.13 0.03
> 4
> .0100742
> .2588858
city69 | .1207253 .0564297 2.14 0.03
> 3
> .009738
> .2317125
city70 | .1380424 .0535511 2.58 0.01
> 0
> .0327167
> .2433681
city71 | .1456648 .064352 2.26 0.02
> 4
> .0190957
> .2722339
city72 | .0959713 .0531733 1.80 0.07
> 2
> -.0086111
> .2005538
city73 | .0905292 .0349881 2.59 0.01
> 0
> .0217138
> .1593446
city74 | .1341728 .0613464 2.19 0.02
> 9
> .0135152
> .2548304
city75 | .047126 .0410979 1.15 0.25
> 2
> -.0337064
> .1279584
city76 | .1794402 .0750403 2.39 0.01
> 7
> .0318492
> .3270313
city77 | .1697558 .0779057 2.18 0.03
> 0
> .016529
> .3229827
city78 | .1181405 .0541234 2.18 0.03
> 0
> .0116894
> .2245917
city79 | .1129357 .0576475 1.96 0.05
> 1
> -.0004468
> .2263182
city80 | .1338103 .0587343 2.28 0.02
> 3
> .0182904
> .2493303
city81 | .0851022 .042382 2.01 0.04
> 5
> .0017443
> .16846
city82 | .1327248 .0548727 2.42 0.01
> 6
> .0247999
> .2406498
city83 | .1376631 .0774538 1.78 0.07
> 6
> -.0146749
> .2900011
city84 | .116295 .050151 2.32 0.02
> 1
> .0176569
> .2149331
city85 | .0880462 .0384944 2.29 0.02
> 3
> .0123345
> .1637578
city86 | .1170433 .0562516 2.08 0.03
> 8
> .0064062
> .2276804
city87 | .1699619 .0659174 2.58 0.01
> 0
> .0403139
> .2996099
city88 | .0435364 .046788 0.93 0.35
> 3
> -.0484873
> .13556
city89 | .1347819 .0541157 2.49 0.01
> 3
> .0283459
> .2412179
city90 | .1376009 .0651794 2.11 0.03
> 5
> .0094046
> .2657973
city91 | .157592 .0704801 2.24 0.02
> 6
> .0189701
> .2962139
city92 | .1532763 .0697871 2.20 0.02
> 9
> .0160174
> .2905353
city93 | .1466111 .0635869 2.31 0.02
> 2
> .0215468
> .2716753
city94 | .0700469 .0447908 1.56 0.11
> 9
> -.0180486
> .1581425
city95 | .1223623 .0586829 2.09 0.03
> 8
> .0069433
> .2377812
city96 | .0417982 .0430677 0.97 0.33
> 2
> -.0429084
> .1265047
city97 | .0459252 .0345226 1.33 0.18
> 4
> -.0219747
> .113825
city98 | .0537167 .0339379 1.58 0.11
> 4
> -.0130331
> .1204666
city99 | .0813579 .0438653 1.85 0.06
> 4
> -.0049174
> .1676333
city100 | .0869024 .0514656 1.69 0.09
> 2
> -.0143213
> .1881261
city101 | .0812944 .0454555 1.79 0.07
> 5
> -.0081085
> .1706974
city102 | .0537921 .0436109 1.23 0.21
> 8
> -.0319829
> .1395672
city103 | .14596 .0695917 2.10 0.03
> 7
> .0090855
> .2828346
city104 | .0844941 .0441748 1.91 0.05
> 7
> -.0023901
> .1713782
city105 | .053944 .0381147 1.42 0.15
> 8
> -.0210208
> .1289089
city106 | .0859519 .053708 1.60 0.11
> 0
> -.0196822
> .191586
city107 | .0932082 .048447 1.92 0.05
> 5
> -.0020784
> .1884949
city108 | .047315 .0394099 1.20 0.23
> 1
> -.0301973
> .1248274
city109 | .0913461 .0556075 1.64 0.10
> 1
> -.018024
> .2007162
city110 | .2008294 .0782175 2.57 0.01
> 1
> .0469894
> .3546694
city111 | .0629035 .0558367 1.13 0.26
> 1
> -.0469176
> .1727245
city112 | .0782151 .0383866 2.04 0.04
> 2
> .0027154
> .1537148
city113 | .0667774 .0436135 1.53 0.12
> 7
> -.0190027
> .1525575
city114 | .0550569 .0376356 1.46 0.14
> 4
> -.0189657
> .1290794
city115 | .0960833 .0416475 2.31 0.02
> 2
> .01417
> .1779966
city116 | .0624235 .0453271 1.38 0.16
> 9
> -.0267271
> .151574
rg1y1 | .0135978 .0132208 1.03 0.30
> 4
> -.0124052
> .0396008
rg1y2 | .0021424 .0058486 0.37 0.71
> 4
> -.0093608
> .0136457
rg2y1 | .037086 .0190801 1.94 0.05
> 3
> -.0004411
> .0746132
rg2y2 | .0174939 .0052658 3.32 0.00
> 1
> .0071369
> .0278508
rg3y1 | .0327965 .0186758 1.76 0.08
> 0
> -.0039354
> .0695285
rg3y2 | .0120566 .003455 3.49 0.00
> 1
> .0052613
> .018852
rg4y1 | .0173431 .0189956 0.91 0.36
> 2
> -.0200179
> .054704
rg4y2 | -.0020009 .005231 -0.38 0.70
> 2
> -.0122894
> .0082876
rg5y1 | .0025735 .0077429 0.33 0.74
> 0
> -.0126554
> .0178024
rg5y2 | .0128468 .0036144 3.55 0.00
> 0
> .005738
> .0199556
rg6y1 | .0349964 .0158817 2.20 0.02
> 8
> .0037598
> .0662329
rg6y2 | .0240545 .006672 3.61 0.00
> 0
> .010932
> .0371771
rg7y1 | .0151586 .0099091 1.53 0.12
> 7
> -.0043309
> .0346481
rg7y2 | .0057591 .00414 1.39 0.16
> 5
> -.0023835
> .0139017
rg8y1 | -.0317452 .013565 -2.34 0.02
> 0
> -.0584252
> -.0050652
rg8y2 | -.0201249 .0095061 -2.12 0.03
> 5
> -.0388217
> -.0014281
rg9y1 | .0050011 .0110007 0.45 0.65
> 0
> -.0166353
> .0266375
rg9y2 | .0090983 .0038025 2.39 0.01
> 7
> .0016195
> .0165771
age | .0282834 .0007284 38.83 0.00
> 0
> .0268508
> .0297161
agesq | -.0003783 9.50e-06 -39.81 0.00
> 0
> -.000397
> -.0003596
married | -.0329735 .0014914 -22.11 0.00
> 0
> -.0359068
> -.0300402
black | .0020524 .0026646 0.77 0.44
> 2
> -.0031883
> .0072932
children | -.024305 .0015266 -15.92 0.00
> 0
> -.0273076
> -.0213023
child5 | -.145154 .0042135 -34.45 0.00
> 0
> -.1534412
> -.1368667
_cons | .7341257 .1075785 6.82 0.00
> 0
> .5225376
> .9457138
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg lflw (indep =ins) lwagehourgradmorey70y1-
> lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2 a
> ge agesq married black children child5 if rmedianw
> agehourocc<41 [aweight=perwt], cluster(metaready1)
(sum of wgt is 7.2784e+06)
Instrumental variables (2SLS) regression
> Number of obs = 336172
> F(152, 347) = 90.77
> Prob > F = 0.0000
> R-squared = 0.0614
> Root MSE = .29603
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
lflw | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | -.0300001 .0195998 -1.53 0.12
> 7
> -.0685494
> .0085492
lwagehourg~1 | .0216135 .0165646 1.30 0.19
> 3
> -.0109662
> .0541933
lwagehourg~2 | .0069046 .0104969 0.66 0.51
> 1
> -.013741
> .0275503
fcollegepl~1 | .1413921 .1332805 1.06 0.28
> 9
> -.1207472
> .4035314
fcollegepl~2 | -.0253896 .0828608 -0.31 0.75
> 9
> -.1883623
> .1375831
agmin70y1 | -.5689826 .2163532 -2.63 0.00
> 9
> -.9945114
> -.1434539
agmin70y2 | -.0122267 .0910429 -0.13 0.89
> 3
> -.191292
> .1668387
manufact70y1 | .0224991 .0314751 0.71 0.47
> 5
> -.0394068
> .084405
manufact70y2 | .0031632 .0256886 0.12 0.90
> 2
> -.0473617
> .053688
hsservices~1 | -.0870476 .1084884 -0.80 0.42
> 3
> -.3004251
> .1263299
hsservices~2 | .0807232 .0661361 1.22 0.22
> 3
> -.0493548
> .2108012
lfwomencol~1 | .0446434 .0455164 0.98 0.32
> 7
> -.0448794
> .1341662
lfwomencol~2 | .0125097 .0364761 0.34 0.73
> 2
> -.0592324
> .0842518
city1 | .0349342 .0314452 1.11 0.26
> 7
> -.0269128
> .0967813
city2 | .0404115 .0367329 1.10 0.27
> 2
> -.0318356
> .1126586
city3 | .0374415 .0357668 1.05 0.29
> 6
> -.0329054
> .1077885
city4 | .0231145 .0317362 0.73 0.46
> 7
> -.0393051
> .085534
city5 | .0300483 .0195655 1.54 0.12
> 6
> -.0084337
> .0685303
city6 | .085091 .0679864 1.25 0.21
> 2
> -.0486262
> .2188082
city7 | .0210006 .035033 0.60 0.54
> 9
> -.0479032
> .0899044
city8 | .0266189 .0469724 0.57 0.57
> 1
> -.0657675
> .1190053
city9 | .0359731 .0543056 0.66 0.50
> 8
> -.0708365
> .1427826
city10 | .0920295 .0629237 1.46 0.14
> 4
> -.0317303
> .2157893
city11 | .0309239 .0365777 0.85 0.39
> 8
> -.0410181
> .1028658
city12 | .010027 .0304234 0.33 0.74
> 2
> -.0498105
> .0698645
city13 | .0162197 .018817 0.86 0.38
> 9
> -.02079
> .0532294
city14 | .0569349 .0384226 1.48 0.13
> 9
> -.0186357
> .1325054
city15 | .0739553 .0586685 1.26 0.20
> 8
> -.0414353
> .1893459
city16 | .0486689 .0379612 1.28 0.20
> 1
> -.0259941
> .1233318
city17 | .0474712 .0240932 1.97 0.05
> 0
> .0000842
> .0948582
city18 | .0224388 .0405406 0.55 0.58
> 0
> -.0572974
> .102175
city19 | .0854852 .0555632 1.54 0.12
> 5
> -.0237978
> .1947682
city20 | .0353911 .0358136 0.99 0.32
> 4
> -.0350479
> .1058302
city21 | .1165256 .0830189 1.40 0.16
> 1
> -.0467579
> .2798091
city22 | .0252971 .0340608 0.74 0.45
> 8
> -.0416945
> .0922886
city23 | .0546902 .0491407 1.11 0.26
> 7
> -.0419609
> .1513413
city24 | .0815401 .0545728 1.49 0.13
> 6
> -.025795
> .1888753
city25 | .0319326 .0341596 0.93 0.35
> 1
> -.0352533
> .0991185
city26 | .0719824 .0471829 1.53 0.12
> 8
> -.020818
> .1647828
city27 | .0422352 .0348691 1.21 0.22
> 7
> -.0263461
> .1108165
city28 | .1032476 .0752969 1.37 0.17
> 1
> -.0448481
> .2513433
city29 | .0523417 .0239104 2.19 0.02
> 9
> .005314
> .0993693
city30 | .0529588 .0385485 1.37 0.17
> 0
> -.0228594
> .1287769
city31 | .0831353 .0589871 1.41 0.16
> 0
> -.0328821
> .1991526
city32 | .0411617 .0169737 2.43 0.01
> 6
> .0077774
> .0745461
city33 | .0809446 .0674366 1.20 0.23
> 1
> -.0516912
> .2135804
city34 | 0 (omitted)
city35 | .0523333 .0515938 1.01 0.31
> 1
> -.0491427
> .1538093
city36 | .0331271 .0204106 1.62 0.10
> 5
> -.0070169
> .0732712
city37 | -.0399921 .0268827 -1.49 0.13
> 8
> -.0928657
> .0128814
city38 | .0519072 .0523025 0.99 0.32
> 2
> -.0509626
> .154777
city39 | .0482995 .0287582 1.68 0.09
> 4
> -.0082628
> .1048617
city40 | .0521826 .0550491 0.95 0.34
> 4
> -.0560892
> .1604544
city41 | .0427082 .0360345 1.19 0.23
> 7
> -.0281653
> .1135816
city42 | .0799031 .0544902 1.47 0.14
> 3
> -.0272696
> .1870758
city43 | .0495651 .049984 0.99 0.32
> 2
> -.0487448
> .1478749
city44 | .05309 .0337573 1.57 0.11
> 7
> -.0133046
> .1194846
city45 | .056445 .0361883 1.56 0.12
> 0
> -.014731
> .1276209
city46 | .0521227 .0392894 1.33 0.18
> 6
> -.0251527
> .1293981
city47 | .0970553 .0794927 1.22 0.22
> 3
> -.0592929
> .2534035
city48 | .0735154 .0491582 1.50 0.13
> 6
> -.0231701
> .1702009
city49 | .0118111 .0263924 0.45 0.65
> 5
> -.0400981
> .0637203
city50 | .0356776 .0452939 0.79 0.43
> 1
> -.0534075
> .1247626
city51 | .0172394 .0234594 0.73 0.46
> 3
> -.0289011
> .06338
city52 | .0817139 .0479806 1.70 0.08
> 9
> -.0126555
> .1760832
city53 | .0297473 .0364051 0.82 0.41
> 4
> -.0418551
> .1013498
city54 | .0628473 .0362433 1.73 0.08
> 4
> -.0084369
> .1341316
city55 | .0442405 .0545317 0.81 0.41
> 8
> -.0630138
> .1514948
city56 | .0233591 .0292081 0.80 0.42
> 4
> -.0340881
> .0808063
city57 | .1363648 .0995168 1.37 0.17
> 1
> -.0593672
> .3320969
city58 | .0513866 .0425458 1.21 0.22
> 8
> -.0322936
> .1350667
city59 | .0135194 .0169354 0.80 0.42
> 5
> -.0197895
> .0468283
city60 | .0407116 .0400199 1.02 0.31
> 0
> -.0380004
> .1194236
city61 | .0843628 .0683192 1.23 0.21
> 8
> -.050009
> .2187346
city62 | .065532 .0422567 1.55 0.12
> 2
> -.0175794
> .1486435
city63 | .0890767 .0445251 2.00 0.04
> 6
> .0015037
> .1766498
city64 | .0019218 .0352163 0.05 0.95
> 7
> -.0673424
> .0711861
city65 | .0605471 .0486271 1.25 0.21
> 4
> -.0350939
> .1561881
city66 | .0527362 .0504534 1.05 0.29
> 7
> -.0464968
> .1519692
city67 | .1146771 .0880379 1.30 0.19
> 4
> -.058478
> .2878323
city68 | .058518 .0536195 1.09 0.27
> 6
> -.0469422
> .1639782
city69 | .0539423 .0473955 1.14 0.25
> 6
> -.0392763
> .1471608
city70 | .0728765 .0462847 1.57 0.11
> 6
> -.0181573
> .1639103
city71 | .0681562 .0551677 1.24 0.21
> 8
> -.0403491
> .1766614
city72 | .0338134 .0438063 0.77 0.44
> 1
> -.052346
> .1199727
city73 | .055961 .0214274 2.61 0.00
> 9
> .0138171
> .098105
city74 | .0637188 .051456 1.24 0.21
> 6
> -.0374861
> .1649237
city75 | .0160458 .0298918 0.54 0.59
> 2
> -.0427462
> .0748378
city76 | .0892023 .0670645 1.33 0.18
> 4
> -.0427018
> .2211065
city77 | .0785554 .0701369 1.12 0.26
> 3
> -.0593915
> .2165024
city78 | .0558753 .0438049 1.28 0.20
> 3
> -.0302812
> .1420319
city79 | .0444513 .0487462 0.91 0.36
> 2
> -.0514238
> .1403264
city80 | .0687087 .0483117 1.42 0.15
> 6
> -.0263119
> .1637294
city81 | .0409799 .0326296 1.26 0.21
> 0
> -.0231968
> .1051566
city82 | .0678111 .0447834 1.51 0.13
> 1
> -.0202699
> .1558921
city83 | .048173 .0694472 0.69 0.48
> 8
> -.0884174
> .1847633
city84 | .0587376 .0402777 1.46 0.14
> 6
> -.0204816
> .1379569
city85 | .0452234 .0257063 1.76 0.07
> 9
> -.0053363
> .095783
city86 | .0514658 .0468369 1.10 0.27
> 3
> -.040654
> .1435857
city87 | .0899152 .0575238 1.56 0.11
> 9
> -.0232241
> .2030544
city88 | -.0039959 .0412185 -0.10 0.92
> 3
> -.0850655
> .0770737
city89 | .0703275 .0448353 1.57 0.11
> 8
> -.0178555
> .1585106
city90 | .0588792 .056534 1.04 0.29
> 8
> -.0523132
> .1700716
city91 | .0732129 .0617656 1.19 0.23
> 7
> -.0482691
> .1946948
city92 | .0703025 .0594399 1.18 0.23
> 8
> -.0466053
> .1872102
city93 | .0676666 .0549632 1.23 0.21
> 9
> -.0404363
> .1757695
city94 | .0177273 .0352119 0.50 0.61
> 5
> -.0515283
> .0869829
city95 | .0505415 .0496795 1.02 0.31
> 0
> -.0471693
> .1482524
city96 | -.0009675 .0331694 -0.03 0.97
> 7
> -.0662058
> .0642708
city97 | .0148983 .0207708 0.72 0.47
> 4
> -.0259542
> .0557508
city98 | .0196341 .022525 0.87 0.38
> 4
> -.0246687
> .0639369
city99 | .0328527 .033631 0.98 0.32
> 9
> -.0332935
> .0989989
city100 | .0373648 .0407219 0.92 0.35
> 9
> -.042728
> .1174576
city101 | .0303424 .0351958 0.86 0.38
> 9
> -.0388815
> .0995663
city102 | .0030387 .0331689 0.09 0.92
> 7
> -.0621987
> .0682762
city103 | .0644255 .0611985 1.05 0.29
> 3
> -.0559413
> .1847922
city104 | .0363196 .0334832 1.08 0.27
> 9
> -.0295361
> .1021752
city105 | .0162644 .0279346 0.58 0.56
> 1
> -.0386781
> .0712069
city106 | .0268839 .0440026 0.61 0.54
> 2
> -.0596614
> .1134292
city107 | .0421391 .0378816 1.11 0.26
> 7
> -.0323674
> .1166456
city108 | .0144642 .0274853 0.53 0.59
> 9
> -.0395946
> .068523
city109 | .0305841 .0454491 0.67 0.50
> 1
> -.0588063
> .1199744
city110 | .104219 .0714262 1.46 0.14
> 5
> -.0362637
> .2447017
city111 | .0039869 .0458175 0.09 0.93
> 1
> -.086128
> .0941018
city112 | .0408756 .0277729 1.47 0.14
> 2
> -.0137489
> .0955001
city113 | .0220584 .0328289 0.67 0.50
> 2
> -.0425102
> .086627
city114 | .0210888 .0258394 0.82 0.41
> 5
> -.0297328
> .0719104
city115 | .0532277 .0306499 1.74 0.08
> 3
> -.0070551
> .1135106
city116 | .0182788 .0349716 0.52 0.60
> 2
> -.0505042
> .0870617
rg1y1 | -.0770844 .0669493 -1.15 0.25
> 0
> -.2087619
> .0545931
rg1y2 | -.0388163 .0361883 -1.07 0.28
> 4
> -.1099923
> .0323596
rg2y1 | -.0600056 .0719812 -0.83 0.40
> 5
> -.2015799
> .0815687
rg2y2 | -.0268995 .0374319 -0.72 0.47
> 3
> -.1005214
> .0467224
rg3y1 | -.0633686 .0710474 -0.89 0.37
> 3
> -.2031063
> .0763691
rg3y2 | -.027285 .0360516 -0.76 0.45
> 0
> -.0981921
> .0436221
rg4y1 | -.0729437 .0705425 -1.03 0.30
> 2
> -.2116883
> .0658009
rg4y2 | -.0421545 .0354762 -1.19 0.23
> 6
> -.1119299
> .0276209
rg5y1 | -.0771315 .0645381 -1.20 0.23
> 3
> -.2040665
> .0498036
rg5y2 | -.0257118 .0348123 -0.74 0.46
> 1
> -.0941815
> .0427578
rg6y1 | -.0522192 .0697216 -0.75 0.45
> 4
> -.1893494
> .084911
rg6y2 | -.01824 .037147 -0.49 0.62
> 4
> -.0913017
> .0548216
rg7y1 | -.0572584 .0656658 -0.87 0.38
> 4
> -.1864116
> .0718947
rg7y2 | -.029137 .0341541 -0.85 0.39
> 4
> -.0963122
> .0380382
rg8y1 | -.0912922 .0583994 -1.56 0.11
> 9
> -.2061535
> .023569
rg8y2 | -.0480621 .0301037 -1.60 0.11
> 1
> -.1072707
> .0111465
rg9y1 | -.0698675 .0634588 -1.10 0.27
> 2
> -.1946799
> .0549449
rg9y2 | -.0281659 .0351001 -0.80 0.42
> 3
> -.0972016
> .0408699
age | .0282747 .0007282 38.83 0.00
> 0
> .0268425
> .0297069
agesq | -.0003782 9.50e-06 -39.81 0.00
> 0
> -.0003969
> -.0003595
married | -.0329573 .0014886 -22.14 0.00
> 0
> -.0358851
> -.0300296
black | .0020023 .0026679 0.75 0.45
> 3
> -.0032449
> .0072495
children | -.0243333 .0015243 -15.96 0.00
> 0
> -.0273314
> -.0213352
child5 | -.1451238 .0042167 -34.42 0.00
> 0
> -.1534172
> -.1368303
_cons | .6343351 .1086266 5.84 0.00
> 0
> .4206856
> .8479846
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg lflw (indep =ins) city1-city116 rg1y1-rg9y
> 2 age agesq married black children child5 if rmedi
> anwagehourocc<83 [aweight=perwt], cluster(metaread
> y1)
(sum of wgt is 2.1509e+07)
Instrumental variables (2SLS) regression
> Number of obs = 995099
> F(140, 347) = 120.85
> Prob > F = 0.0000
> R-squared = 0.0679
> Root MSE = .30601
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
lflw | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | -.0580882 .0167325 -3.47 0.00
> 1
> -.090998
> -.0251784
city1 | -.034411 .0133524 -2.58 0.01
> 0
> -.0606729
> -.0081491
city2 | -.0111717 .0126761 -0.88 0.37
> 9
> -.0361032
> .0137599
city3 | -.023489 .0100122 -2.35 0.02
> 0
> -.0431812
> -.0037968
city4 | -.0243283 .0158671 -1.53 0.12
> 6
> -.0555361
> .0068794
city5 | -.0674202 .0293801 -2.29 0.02
> 2
> -.1252058
> -.0096346
city6 | .0698134 .0208998 3.34 0.00
> 1
> .0287072
> .1109196
city7 | -.0375007 .0143717 -2.61 0.00
> 9
> -.0657672
> -.0092341
city8 | .0048344 .0055971 0.86 0.38
> 8
> -.0061742
> .015843
city9 | 0 (omitted)
city10 | .0695833 .0196645 3.54 0.00
> 0
> .0309067
> .10826
city11 | -.0420461 .0116934 -3.60 0.00
> 0
> -.065045
> -.0190473
city12 | -.052053 .0150148 -3.47 0.00
> 1
> -.0815844
> -.0225215
city13 | -.0809986 .031712 -2.55 0.01
> 1
> -.1433704
> -.0186267
city14 | -.0193792 .0099639 -1.94 0.05
> 3
> -.0389765
> .0002181
city15 | .0606886 .0131202 4.63 0.00
> 0
> .0348836
> .0864937
city16 | .0076426 .010569 0.72 0.47
> 0
> -.0131449
> .02843
city17 | -.0501692 .0219033 -2.29 0.02
> 3
> -.0932492
> -.0070891
city18 | -.0401928 .0191368 -2.10 0.03
> 6
> -.0778315
> -.0025541
city19 | .0450563 .0107774 4.18 0.00
> 0
> .0238591
> .0662535
city20 | -.0308624 .0110486 -2.79 0.00
> 6
> -.0525931
> -.0091316
city21 | .1279303 .0329636 3.88 0.00
> 0
> .0630966
> .192764
city22 | -.0376593 .0182094 -2.07 0.03
> 9
> -.0734741
> -.0018446
city23 | .0282493 .0059502 4.75 0.00
> 0
> .0165463
> .0399523
city24 | .0475916 .0094588 5.03 0.00
> 0
> .0289878
> .0661954
city25 | -.036859 .0178074 -2.07 0.03
> 9
> -.071883
> -.001835
city26 | .0307504 .0053416 5.76 0.00
> 0
> .0202445
> .0412563
city27 | -.0386918 .0176483 -2.19 0.02
> 9
> -.0734029
> -.0039806
city28 | .1016496 .0273409 3.72 0.00
> 0
> .0478748
> .1554244
city29 | -.054293 .0260768 -2.08 0.03
> 8
> -.1055814
> -.0030046
city30 | .0032837 .0080795 0.41 0.68
> 5
> -.0126072
> .0191746
city31 | .0532926 .0132647 4.02 0.00
> 0
> .0272034
> .0793819
city32 | -.0566133 .0300462 -1.88 0.06
> 0
> -.1157089
> .0024823
city33 | .0754947 .0206983 3.65 0.00
> 0
> .0347847
> .1162047
city34 | -.1292902 .0408871 -3.16 0.00
> 2
> -.2097079
> -.0488726
city35 | .0146182 .0107865 1.36 0.17
> 6
> -.006597
> .0358333
city36 | -.076201 .0284616 -2.68 0.00
> 8
> -.1321799
> -.0202221
city37 | -.0680406 .0251756 -2.70 0.00
> 7
> -.1175566
> -.0185247
city38 | .0217517 .0096616 2.25 0.02
> 5
> .002749
> .0407544
city39 | -.0285882 .0247476 -1.16 0.24
> 9
> -.0772623
> .0200859
city40 | .0357756 .0125656 2.85 0.00
> 5
> .0110612
> .06049
city41 | -.0106285 .012882 -0.83 0.41
> 0
> -.0359651
> .0147081
city42 | .0424275 .0119002 3.57 0.00
> 0
> .0190218
> .0658332
city43 | .0107143 .008264 1.30 0.19
> 6
> -.0055396
> .0269681
city44 | -.0134669 .0143143 -0.94 0.34
> 7
> -.0416207
> .0146869
city45 | .006706 .0099274 0.68 0.50
> 0
> -.0128195
> .0262314
city46 | -.0043403 .0110527 -0.39 0.69
> 5
> -.026079
> .0173984
city47 | .1035448 .0295468 3.50 0.00
> 1
> .0454315
> .1616582
city48 | .0316786 .0076859 4.12 0.00
> 0
> .0165617
> .0467955
city49 | -.0644249 .0227673 -2.83 0.00
> 5
> -.1092041
> -.0196457
city50 | -.0017483 .0078419 -0.22 0.82
> 4
> -.0171719
> .0136753
city51 | -.0704145 .0296162 -2.38 0.01
> 8
> -.1286644
> -.0121646
city52 | .0326615 .0060479 5.40 0.00
> 0
> .0207663
> .0445566
city53 | -.0282773 .0099325 -2.85 0.00
> 5
> -.0478127
> -.0087418
city54 | -.0129254 .0132889 -0.97 0.33
> 1
> -.0390623
> .0132114
city55 | .0305089 .0101296 3.01 0.00
> 3
> .0105857
> .0504321
city56 | -.0366869 .0170127 -2.16 0.03
> 2
> -.0701479
> -.003226
city57 | .1796074 .0467833 3.84 0.00
> 0
> .0875928
> .2716219
city58 | .0091183 .0055106 1.65 0.09
> 9
> -.00172
> .0199566
city59 | -.0700276 .0329008 -2.13 0.03
> 4
> -.1347377
> -.0053175
city60 | -.0150219 .0077068 -1.95 0.05
> 2
> -.0301798
> .000136
city61 | .0741708 .023577 3.15 0.00
> 2
> .027799
> .1205426
city62 | .0232596 .0068631 3.39 0.00
> 1
> .009761
> .0367582
city63 | .036377 .0059176 6.15 0.00
> 0
> .0247381
> .0480159
city64 | -.0678587 .0172898 -3.92 0.00
> 0
> -.1018647
> -.0338526
city65 | .0178151 .0056579 3.15 0.00
> 2
> .0066871
> .0289431
city66 | .0131318 .0072734 1.81 0.07
> 2
> -.0011736
> .0274372
city67 | .1399216 .0373729 3.74 0.00
> 0
> .0664158
> .2134275
city68 | .0415716 .0106692 3.90 0.00
> 0
> .0205872
> .062556
city69 | .0178207 .0060123 2.96 0.00
> 3
> .0059955
> .0296459
city70 | .0337581 .0063595 5.31 0.00
> 0
> .0212502
> .0462661
city71 | .0440513 .0107164 4.11 0.00
> 0
> .0229741
> .0651286
city72 | -.0089089 .0068771 -1.30 0.19
> 6
> -.0224349
> .004617
city73 | -.0286589 .023301 -1.23 0.22
> 0
> -.0744879
> .0171701
city74 | .0202816 .0098861 2.05 0.04
> 1
> .0008373
> .0397259
city75 | -.0741744 .0239717 -3.09 0.00
> 2
> -.1213225
> -.0270264
city76 | .0816733 .0198003 4.12 0.00
> 0
> .0427297
> .120617
city77 | .0750018 .0222934 3.36 0.00
> 1
> .0311546
> .118849
city78 | .0164766 .0054544 3.02 0.00
> 3
> .0057488
> .0272045
city79 | .0170713 .0077811 2.19 0.02
> 9
> .0017672
> .0323754
city80 | .0379962 .0177785 2.14 0.03
> 3
> .003029
> .0729635
city81 | -.031996 .0189412 -1.69 0.09
> 2
> -.06925
> .0052579
city82 | .0194061 .0063145 3.07 0.00
> 2
> .0069865
> .0318257
city83 | .065178 .0229764 2.84 0.00
> 5
> .0199874
> .1103685
city84 | .0037016 .0112402 0.33 0.74
> 2
> -.018406
> .0258091
city85 | -.0384747 .0213824 -1.80 0.07
> 3
> -.0805303
> .0035808
city86 | .0144792 .0054021 2.68 0.00
> 8
> .0038542
> .0251041
city87 | .0634484 .0121418 5.23 0.00
> 0
> .0395677
> .0873291
city88 | -.0405079 .0095669 -4.23 0.00
> 0
> -.0593244
> -.0216915
city89 | .0091797 .0050287 1.83 0.06
> 9
> -.0007109
> .0190703
city90 | .0304899 .010984 2.78 0.00
> 6
> .0088863
> .0520936
city91 | .0556659 .0165474 3.36 0.00
> 1
> .02312
> .0882117
city92 | .0507194 .0241699 2.10 0.03
> 7
> .0031814
> .0982574
city93 | .0462665 .0095924 4.82 0.00
> 0
> .0273999
> .065133
city94 | -.0297591 .0155557 -1.91 0.05
> 7
> -.0603545
> .0008362
city95 | .0224528 .0055378 4.05 0.00
> 0
> .0115609
> .0333447
city96 | -.0512398 .0146333 -3.50 0.00
> 1
> -.0800209
> -.0224588
city97 | -.0639517 .0259825 -2.46 0.01
> 4
> -.1150547
> -.0128487
city98 | -.0722707 .0256081 -2.82 0.00
> 5
> -.1226373
> -.0219041
city99 | -.0123386 .0124037 -0.99 0.32
> 1
> -.0367345
> .0120573
city100 | -.0045508 .0105079 -0.43 0.66
> 5
> -.0252181
> .0161165
city101 | -.0152958 .0140314 -1.09 0.27
> 6
> -.0428931
> .0123016
city102 | -.0430529 .0121508 -3.54 0.00
> 0
> -.0669515
> -.0191543
city103 | .0458783 .0155091 2.96 0.00
> 3
> .0153746
> .0763819
city104 | -.0083197 .0129011 -0.64 0.51
> 9
> -.0336939
> .0170546
city105 | -.0571061 .0236395 -2.42 0.01
> 6
> -.1036008
> -.0106114
city106 | -.0210334 .0067172 -3.13 0.00
> 2
> -.0342449
> -.0078219
city107 | -.0233384 .010567 -2.21 0.02
> 8
> -.0441218
> -.002555
city108 | -.0571693 .0242596 -2.36 0.01
> 9
> -.1048835
> -.009455
city109 | .0040489 .0104711 0.39 0.69
> 9
> -.016546
> .0246438
city110 | .0921972 .0227762 4.05 0.00
> 0
> .0474005
> .1369939
city111 | -.0232982 .00689 -3.38 0.00
> 1
> -.0368497
> -.0097467
city112 | -.0328899 .0186888 -1.76 0.07
> 9
> -.0696475
> .0038677
city113 | -.0332079 .0173835 -1.91 0.05
> 7
> -.0673983
> .0009824
city114 | -.0514751 .0244357 -2.11 0.03
> 6
> -.0995357
> -.0034144
city115 | -.0122357 .0183904 -0.67 0.50
> 6
> -.0484064
> .0239349
city116 | -.0369314 .0172348 -2.14 0.03
> 3
> -.0708293
> -.0030335
rg1y1 | .0123717 .0113247 1.09 0.27
> 5
> -.0099019
> .0346453
rg1y2 | -.0040569 .0059006 -0.69 0.49
> 2
> -.0156624
> .0075486
rg2y1 | .0281822 .0181209 1.56 0.12
> 1
> -.0074584
> .0638229
rg2y2 | .0178718 .0051254 3.49 0.00
> 1
> .007791
> .0279526
rg3y1 | .0331836 .0158298 2.10 0.03
> 7
> .0020491
> .0643181
rg3y2 | .0152976 .0030937 4.94 0.00
> 0
> .0092128
> .0213825
rg4y1 | .0274814 .0162373 1.69 0.09
> 1
> -.0044545
> .0594173
rg4y2 | .0095412 .0054578 1.75 0.08
> 1
> -.0011933
> .0202757
rg5y1 | .0033974 .0077583 0.44 0.66
> 2
> -.0118618
> .0186566
rg5y2 | .0204737 .0037778 5.42 0.00
> 0
> .0130434
> .0279039
rg6y1 | .0339302 .0136355 2.49 0.01
> 3
> .0071116
> .0607487
rg6y2 | .0312451 .0047669 6.55 0.00
> 0
> .0218694
> .0406208
rg7y1 | .0130473 .007997 1.63 0.10
> 4
> -.0026815
> .0287761
rg7y2 | .0077196 .0022692 3.40 0.00
> 1
> .0032565
> .0121828
rg8y1 | -.0244877 .0063413 -3.86 0.00
> 0
> -.0369599
> -.0120154
rg8y2 | -.0127904 .0072133 -1.77 0.07
> 7
> -.0269776
> .0013969
rg9y1 | -.0002116 .0105605 -0.02 0.98
> 4
> -.0209822
> .020559
rg9y2 | .0074876 .0043133 1.74 0.08
> 3
> -.0009959
> .0159711
age | .0290296 .0004811 60.34 0.00
> 0
> .0280833
> .0299758
agesq | -.0003934 6.45e-06 -60.95 0.00
> 0
> -.0004061
> -.0003807
married | -.0361163 .0011993 -30.11 0.00
> 0
> -.0384751
> -.0337575
black | .0089947 .0026357 3.41 0.00
> 1
> .0038108
> .0141786
children | -.0288887 .001079 -26.77 0.00
> 0
> -.0310109
> -.0267666
child5 | -.1594506 .0040366 -39.50 0.00
> 0
> -.1673898
> -.1515114
_cons | .8872191 .128201 6.92 0.00
> 0
> .6350704
> 1.139368
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg lflw (indep =ins) lwagehourgradmorey70y1-
> lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2 a
> ge agesq married black children child5 if rmedianw
> agehourocc<83 [aweight=perwt], cluster(metaready1)
(sum of wgt is 2.1509e+07)
Instrumental variables (2SLS) regression
> Number of obs = 995099
> F(152, 347) = 124.74
> Prob > F = 0.0000
> R-squared = 0.0684
> Root MSE = .30593
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
lflw | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | -.0358944 .0136124 -2.64 0.00
> 9
> -.0626675
> -.0091213
lwagehourg~1 | .0170152 .0126633 1.34 0.18
> 0
> -.0078914
> .0419217
lwagehourg~2 | .0032147 .0076207 0.42 0.67
> 3
> -.0117738
> .0182032
fcollegepl~1 | -.0052683 .1226898 -0.04 0.96
> 6
> -.2465775
> .2360409
fcollegepl~2 | -.0548455 .0679863 -0.81 0.42
> 0
> -.1885626
> .0788715
agmin70y1 | -.4863308 .1602291 -3.04 0.00
> 3
> -.8014733
> -.1711883
agmin70y2 | -.1219274 .0624201 -1.95 0.05
> 2
> -.2446967
> .000842
manufact70y1 | -.0105548 .0259678 -0.41 0.68
> 5
> -.0616289
> .0405193
manufact70y2 | .0146527 .016247 0.90 0.36
> 8
> -.0173023
> .0466078
hsservices~1 | .021548 .0878518 0.25 0.80
> 6
> -.151241
> .194337
hsservices~2 | .0553053 .0529189 1.05 0.29
> 7
> -.0487769
> .1593875
lfwomencol~1 | .081914 .0369234 2.22 0.02
> 7
> .0092921
> .1545359
lfwomencol~2 | .0164114 .0262668 0.62 0.53
> 3
> -.0352509
> .0680737
city1 | .0461541 .019105 2.42 0.01
> 6
> .008578
> .0837302
city2 | .0659938 .0224866 2.93 0.00
> 4
> .0217666
> .1102211
city3 | .0467748 .02272 2.06 0.04
> 0
> .0020887
> .091461
city4 | .057967 .0199005 2.91 0.00
> 4
> .0188261
> .0971078
city5 | .0340904 .0129611 2.63 0.00
> 9
> .0085983
> .0595825
city6 | .1056187 .04554 2.32 0.02
> 1
> .0160495
> .1951879
city7 | .0397127 .0234827 1.69 0.09
> 2
> -.0064737
> .0858991
city8 | .0650132 .0306359 2.12 0.03
> 5
> .0047576
> .1252687
city9 | .0823804 .0360733 2.28 0.02
> 3
> .0114306
> .1533303
city10 | .1110965 .042018 2.64 0.00
> 9
> .0284546
> .1937384
city11 | .0335485 .0213621 1.57 0.11
> 7
> -.008467
> .075564
city12 | .0296143 .0186066 1.59 0.11
> 2
> -.0069815
> .0662102
city13 | .0236483 .0135456 1.75 0.08
> 2
> -.0029936
> .0502902
city14 | .0533816 .0243196 2.20 0.02
> 9
> .0055492
> .101214
city15 | .107911 .0391019 2.76 0.00
> 6
> .0310045
> .1848175
city16 | .0804321 .0242975 3.31 0.00
> 1
> .0326431
> .1282211
city17 | .0422138 .0142994 2.95 0.00
> 3
> .0140894
> .0703381
city18 | .0375604 .0249253 1.51 0.13
> 3
> -.0114633
> .0865841
city19 | .0960578 .0367299 2.62 0.00
> 9
> .0238165
> .1682992
city20 | .0448093 .0213057 2.10 0.03
> 6
> .0029047
> .086714
city21 | .1466589 .0559796 2.62 0.00
> 9
> .0365568
> .256761
city22 | .0410849 .0218657 1.88 0.06
> 1
> -.001921
> .0840908
city23 | .0862913 .0321511 2.68 0.00
> 8
> .0230557
> .149527
city24 | .1006389 .035455 2.84 0.00
> 5
> .0309051
> .1703726
city25 | .0436751 .0234494 1.86 0.06
> 3
> -.0024457
> .0897959
city26 | .0921369 .030688 3.00 0.00
> 3
> .031779
> .1524948
city27 | .0501031 .0229313 2.18 0.03
> 0
> .0050013
> .0952049
city28 | .1275488 .0507186 2.51 0.01
> 2
> .0277943
> .2273034
city29 | .0455226 .0116073 3.92 0.00
> 0
> .022693
> .0683521
city30 | .0761999 .0246064 3.10 0.00
> 2
> .0278035
> .1245962
city31 | .0979477 .0394955 2.48 0.01
> 4
> .0202669
> .1756284
city32 | .0464563 .0072849 6.38 0.00
> 0
> .0321281
> .0607845
city33 | .1122852 .0450329 2.49 0.01
> 3
> .0237134
> .200857
city34 | 0 (omitted)
city35 | .0746054 .0316879 2.35 0.01
> 9
> .0122809
> .1369299
city36 | .0261264 .0097066 2.69 0.00
> 7
> .0070352
> .0452177
city37 | .0179367 .016851 1.06 0.28
> 8
> -.0152062
> .0510796
city38 | .0755291 .0346747 2.18 0.03
> 0
> .0073301
> .143728
city39 | .0601546 .0182283 3.30 0.00
> 1
> .0243028
> .0960064
city40 | .1002961 .0366792 2.73 0.00
> 7
> .0281545
> .1724377
city41 | .0657102 .022929 2.87 0.00
> 4
> .0206129
> .1108075
city42 | .0959221 .0362254 2.65 0.00
> 8
> .0246731
> .1671711
city43 | .0709503 .0315767 2.25 0.02
> 5
> .0088445
> .1330562
city44 | .0652244 .0209255 3.12 0.00
> 2
> .0240677
> .1063811
city45 | .083855 .0220997 3.79 0.00
> 0
> .0403887
> .1273213
city46 | .0691998 .0246269 2.81 0.00
> 5
> .020763
> .1176367
city47 | .1299294 .0534326 2.43 0.01
> 6
> .0248369
> .2350219
city48 | .0927094 .0320303 2.89 0.00
> 4
> .0297114
> .1557073
city49 | .0256935 .0154071 1.67 0.09
> 6
> -.0046096
> .0559966
city50 | .0591782 .0294001 2.01 0.04
> 5
> .0013533
> .117003
city51 | .0366783 .0104477 3.51 0.00
> 1
> .0161295
> .0572272
city52 | .0927175 .0312462 2.97 0.00
> 3
> .0312617
> .1541733
city53 | .0477515 .0229017 2.09 0.03
> 8
> .0027079
> .0927951
city54 | .0715923 .0224591 3.19 0.00
> 2
> .0274193
> .1157654
city55 | .0816017 .0360971 2.26 0.02
> 4
> .0106051
> .1525984
city56 | .0439559 .0196689 2.23 0.02
> 6
> .0052707
> .0826411
city57 | .175918 .0676328 2.60 0.01
> 0
> .0428962
> .3089399
city58 | .0737549 .0272445 2.71 0.00
> 7
> .0201698
> .12734
city59 | .0367701 .0077586 4.74 0.00
> 0
> .0215102
> .0520299
city60 | .0555595 .0257699 2.16 0.03
> 2
> .0048747
> .1062443
city61 | .1104049 .0467555 2.36 0.01
> 9
> .0184451
> .2023648
city62 | .0893214 .0276541 3.23 0.00
> 1
> .0349305
> .1437122
city63 | .0997487 .028919 3.45 0.00
> 1
> .0428702
> .1566272
city64 | .0124499 .0212168 0.59 0.55
> 8
> -.0292798
> .0541797
city65 | .075902 .0317884 2.39 0.01
> 7
> .0133797
> .1384243
city66 | .0699095 .0328511 2.13 0.03
> 4
> .0052972
> .1345219
city67 | .150632 .0597312 2.52 0.01
> 2
> .0331512
> .2681127
city68 | .0950313 .0355864 2.67 0.00
> 8
> .0250391
> .1650235
city69 | .0801965 .0304437 2.63 0.00
> 9
> .0203192
> .1400738
city70 | .0932257 .03008 3.10 0.00
> 2
> .0340636
> .1523878
city71 | .0961193 .0364447 2.64 0.00
> 9
> .0244389
> .1677997
city72 | .0573357 .0275039 2.08 0.03
> 8
> .0032405
> .111431
city73 | .0661442 .0114661 5.77 0.00
> 0
> .0435925
> .0886959
city74 | .077503 .0341656 2.27 0.02
> 4
> .0103054
> .1447007
city75 | .0215943 .0140158 1.54 0.12
> 4
> -.0059724
> .049161
city76 | .1185621 .0448862 2.64 0.00
> 9
> .0302788
> .2068454
city77 | .1112371 .0465081 2.39 0.01
> 7
> .0197639
> .2027103
city78 | .0831666 .0285209 2.92 0.00
> 4
> .027071
> .1392623
city79 | .0756684 .032161 2.35 0.01
> 9
> .0124134
> .1389234
city80 | .0996318 .0325768 3.06 0.00
> 2
> .0355589
> .1637047
city81 | .0503662 .0207863 2.42 0.01
> 6
> .0094832
> .0912491
city82 | .0817789 .029043 2.82 0.00
> 5
> .0246564
> .1389015
city83 | .1021544 .0464257 2.20 0.02
> 8
> .0108433
> .1934656
city84 | .0766284 .0254712 3.01 0.00
> 3
> .0265311
> .1267258
city85 | .049779 .0182416 2.73 0.00
> 7
> .013901
> .0856571
city86 | .076094 .0306438 2.48 0.01
> 3
> .015823
> .1363651
city87 | .1109801 .0382466 2.90 0.00
> 4
> .0357558
> .1862044
city88 | .0414969 .0261187 1.59 0.11
> 3
> -.0098739
> .0928677
city89 | .0725203 .0292947 2.48 0.01
> 4
> .0149027
> .1301379
city90 | .0785323 .0372313 2.11 0.03
> 6
> .0053048
> .1517597
city91 | .0989605 .0412891 2.40 0.01
> 7
> .017752
> .180169
city92 | .0942224 .0422811 2.23 0.02
> 6
> .0110629
> .1773819
city93 | .0974014 .0363238 2.68 0.00
> 8
> .0259588
> .1688439
city94 | .0488128 .0231409 2.11 0.03
> 6
> .0032987
> .094327
city95 | .0780809 .0326656 2.39 0.01
> 7
> .0138335
> .1423283
city96 | .0346961 .0197897 1.75 0.08
> 0
> -.0042267
> .073619
city97 | .0327878 .0118103 2.78 0.00
> 6
> .009559
> .0560166
city98 | .0198098 .0154812 1.28 0.20
> 2
> -.010639
> .0502586
city99 | .0655193 .0207772 3.15 0.00
> 2
> .0246543
> .1063844
city100 | .0730466 .0252274 2.90 0.00
> 4
> .0234288
> .1226643
city101 | .061775 .0224671 2.75 0.00
> 6
> .0175861
> .1059639
city102 | .0334023 .0204092 1.64 0.10
> 3
> -.006739
> .0735437
city103 | .0913478 .0407217 2.24 0.02
> 6
> .0112553
> .1714403
city104 | .0722667 .0197199 3.66 0.00
> 0
> .0334812
> .1110522
city105 | .036269 .0126978 2.86 0.00
> 5
> .0112946
> .0612434
city106 | .0502553 .028299 1.78 0.07
> 7
> -.0054039
> .1059145
city107 | .0544244 .0232074 2.35 0.02
> 0
> .0087796
> .1000692
city108 | .0377315 .0126644 2.98 0.00
> 3
> .0128228
> .0626401
city109 | .0716196 .0297341 2.41 0.01
> 7
> .0131379
> .1301014
city110 | .1250898 .0480075 2.61 0.01
> 0
> .0306674
> .2195121
city111 | .0472085 .0300868 1.57 0.11
> 8
> -.011967
> .106384
city112 | .0579852 .0151012 3.84 0.00
> 0
> .0282838
> .0876866
city113 | .0519948 .0185268 2.81 0.00
> 5
> .0155559
> .0884338
city114 | .0429797 .0125959 3.41 0.00
> 1
> .0182057
> .0677537
city115 | .0733389 .0195194 3.76 0.00
> 0
> .0349477
> .1117302
city116 | .0457174 .0199323 2.29 0.02
> 2
> .0065141
> .0849207
rg1y1 | -.091545 .0530331 -1.73 0.08
> 5
> -.1958518
> .0127619
rg1y2 | -.0316184 .0272701 -1.16 0.24
> 7
> -.0852538
> .022017
rg2y1 | -.0829761 .0562931 -1.47 0.14
> 1
> -.1936948
> .0277426
rg2y2 | -.0140238 .0285144 -0.49 0.62
> 3
> -.0701065
> .0420589
rg3y1 | -.0743653 .0556092 -1.34 0.18
> 2
> -.1837388
> .0350082
rg3y2 | -.0132989 .0272041 -0.49 0.62
> 5
> -.0668045
> .0402068
rg4y1 | -.0787965 .0554791 -1.42 0.15
> 6
> -.187914
> .0303211
rg4y2 | -.0181052 .0272487 -0.66 0.50
> 7
> -.0716985
> .0354882
rg5y1 | -.092019 .0511586 -1.80 0.07
> 3
> -.1926389
> .0086009
rg5y2 | -.0037671 .0266334 -0.14 0.88
> 8
> -.0561504
> .0486162
rg6y1 | -.0702681 .05516 -1.27 0.20
> 4
> -.178758
> .0382219
rg6y2 | .0009476 .0284139 0.03 0.97
> 3
> -.0549375
> .0568327
rg7y1 | -.0770882 .0517939 -1.49 0.13
> 8
> -.1789576
> .0247812
rg7y2 | -.0129081 .0256293 -0.50 0.61
> 5
> -.0633164
> .0375001
rg8y1 | -.100377 .0460886 -2.18 0.03
> 0
> -.1910251
> -.0097289
rg8y2 | -.0249438 .0227242 -1.10 0.27
> 3
> -.0696383
> .0197508
rg9y1 | -.0879039 .0514026 -1.71 0.08
> 8
> -.1890037
> .013196
rg9y2 | -.0150152 .026481 -0.57 0.57
> 1
> -.0670987
> .0370683
age | .0290168 .0004803 60.41 0.00
> 0
> .0280721
> .0299615
agesq | -.0003933 6.44e-06 -61.03 0.00
> 0
> -.0004059
> -.0003806
married | -.0361482 .0011981 -30.17 0.00
> 0
> -.0385046
> -.0337918
black | .0089903 .0026391 3.41 0.00
> 1
> .0037997
> .0141808
children | -.0289183 .0010784 -26.82 0.00
> 0
> -.0310393
> -.0267973
child5 | -.1594284 .0040359 -39.50 0.00
> 0
> -.1673663
> -.1514906
_cons | .6555605 .0758884 8.64 0.00
> 0
> .5063013
> .8048197
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg chrsworkly (indep =ins) city1-city116 rg1y
> 1-rg9y2 age agesq married black children child5 if
> rmedianwagehourocc<41 [aweight=perwt], cluster(me
> taready1)
(sum of wgt is 6.8426e+06)
Instrumental variables (2SLS) regression
> Number of obs = 315523
> F(140, 347) = 76.79
> Prob > F = 0.0000
> R-squared = 0.0563
> Root MSE = 10.282
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
chrsworkly | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 3.054295 1.115528 2.74 0.00
> 7
> .8602486
> 5.248342
city1 | -2.285296 1.880779 -1.22 0.22
> 5
> -5.984458
> 1.413866
city2 | -3.166458 1.94982 -1.62 0.10
> 5
> -7.001409
> .6684944
city3 | -3.275949 2.157527 -1.52 0.13
> 0
> -7.519426
> .9675277
city4 | -3.030142 1.928322 -1.57 0.11
> 7
> -6.822811
> .7625282
city5 | -.1271621 1.621859 -0.08 0.93
> 8
> -3.317073
> 3.062748
city6 | -6.884611 3.83757 -1.79 0.07
> 4
> -14.43244
> .6632133
city7 | -2.551605 2.076458 -1.23 0.22
> 0
> -6.635633
> 1.532424
city8 | -4.318812 2.661323 -1.62 0.10
> 6
> -9.553165
> .915542
city9 | -4.3582 2.642137 -1.65 0.10
> 0
> -9.55482
> .8384187
city10 | -7.263787 3.76526 -1.93 0.05
> 5
> -14.66939
> .1418159
city11 | -2.37043 1.989414 -1.19 0.23
> 4
> -6.283256
> 1.542396
city12 | -1.798436 1.857307 -0.97 0.33
> 4
> -5.451432
> 1.854559
city13 | .9901681 1.324975 0.75 0.45
> 5
> -1.615825
> 3.596161
city14 | -3.084115 2.222039 -1.39 0.16
> 6
> -7.454475
> 1.286245
city15 | -6.74187 3.346115 -2.01 0.04
> 5
> -13.32309
> -.1606519
city16 | -3.686929 2.196913 -1.68 0.09
> 4
> -8.00787
> .6340125
city17 | -.6127722 1.505143 -0.41 0.68
> 4
> -3.573124
> 2.347579
city18 | -2.123252 2.275485 -0.93 0.35
> 1
> -6.598729
> 2.352226
city19 | -5.765973 3.204959 -1.80 0.07
> 3
> -12.06956
> .5376183
city20 | -3.20401 2.065411 -1.55 0.12
> 2
> -7.26631
> .8582899
city21 | -10.07851 4.692697 -2.15 0.03
> 2
> -19.30822
> -.8488065
city22 | -3.363311 1.865533 -1.80 0.07
> 2
> -7.032487
> .3058642
city23 | -5.382097 2.815849 -1.91 0.05
> 7
> -10.92038
> .1561812
city24 | -6.2146 3.095397 -2.01 0.04
> 5
> -12.3027
> -.1264989
city25 | -2.930299 1.903149 -1.54 0.12
> 5
> -6.673458
> .8128595
city26 | -4.250232 2.698063 -1.58 0.11
> 6
> -9.556848
> 1.056384
city27 | -1.310776 1.8213 -0.72 0.47
> 2
> -4.892952
> 2.271401
city28 | -7.859534 4.319012 -1.82 0.07
> 0
> -16.35427
> .6352027
city29 | .1180886 1.257191 0.09 0.92
> 5
> -2.354585
> 2.590762
city30 | -3.773159 2.208593 -1.71 0.08
> 8
> -8.117073
> .5707547
city31 | -6.133254 3.371301 -1.82 0.07
> 0
> -12.76401
> .4975012
city32 | 1.434564 1.065888 1.35 0.17
> 9
> -.6618505
> 3.530979
city33 | -7.973953 3.824458 -2.08 0.03
> 8
> -15.49599
> -.4519181
city34 | 0 (omitted)
city35 | -3.543341 2.694116 -1.32 0.18
> 9
> -8.842192
> 1.755511
city36 | -1.505288 1.512405 -1.00 0.32
> 0
> -4.479922
> 1.469346
city37 | -1.133435 1.422897 -0.80 0.42
> 6
> -3.932024
> 1.665154
city38 | -4.492893 3.004091 -1.50 0.13
> 6
> -10.40141
> 1.415626
city39 | -.2942416 1.887778 -0.16 0.87
> 6
> -4.007168
> 3.418685
city40 | -5.600498 2.954565 -1.90 0.05
> 9
> -11.41161
> .2106104
city41 | -3.670645 2.025815 -1.81 0.07
> 1
> -7.655067
> .3137766
city42 | -6.16539 3.161116 -1.95 0.05
> 2
> -12.38275
> .0519679
city43 | -4.732993 2.759024 -1.72 0.08
> 7
> -10.15951
> .6935225
city44 | -3.073789 2.103943 -1.46 0.14
> 5
> -7.211875
> 1.064298
city45 | -3.490265 2.102893 -1.66 0.09
> 8
> -7.626286
> .6457552
city46 | -2.022764 2.28851 -0.88 0.37
> 7
> -6.523861
> 2.478332
city47 | -8.339376 4.473603 -1.86 0.06
> 3
> -17.13817
> .459413
city48 | -4.71982 2.856802 -1.65 0.09
> 9
> -10.33865
> .8990073
city49 | -1.173936 1.573063 -0.75 0.45
> 6
> -4.267874
> 1.920001
city50 | -3.130846 2.584606 -1.21 0.22
> 7
> -8.214312
> 1.952619
city51 | -.4011614 1.42228 -0.28 0.77
> 8
> -3.198536
> 2.396213
city52 | -4.215823 2.702175 -1.56 0.12
> 0
> -9.530525
> 1.098879
city53 | -3.852848 2.183048 -1.76 0.07
> 8
> -8.146519
> .4408234
city54 | -3.905023 2.207736 -1.77 0.07
> 8
> -8.24725
> .4372046
city55 | -5.522688 3.163441 -1.75 0.08
> 2
> -11.74462
> .6992427
city56 | -1.579568 1.680535 -0.94 0.34
> 8
> -4.884884
> 1.725748
city57 | -12.46611 5.617266 -2.22 0.02
> 7
> -23.51429
> -1.417942
city58 | -4.039613 2.397404 -1.68 0.09
> 3
> -8.754884
> .6756582
city59 | .8174934 1.170234 0.70 0.48
> 5
> -1.484151
> 3.119138
city60 | -3.466442 2.323934 -1.49 0.13
> 7
> -8.037211
> 1.104327
city61 | -7.002774 3.926964 -1.78 0.07
> 5
> -14.72642
> .7208728
city62 | -4.35209 2.428115 -1.79 0.07
> 4
> -9.127765
> .423586
city63 | -4.564239 2.567882 -1.78 0.07
> 6
> -9.614811
> .486332
city64 | -2.094944 1.825783 -1.15 0.25
> 2
> -5.685938
> 1.49605
city65 | -4.416198 2.790333 -1.58 0.11
> 4
> -9.904292
> 1.071896
city66 | -4.788522 2.949689 -1.62 0.10
> 5
> -10.59004
> 1.012998
city67 | -10.16868 4.946112 -2.06 0.04
> 1
> -19.89681
> -.4405486
city68 | -6.897277 3.11822 -2.21 0.02
> 8
> -13.03027
> -.7642874
city69 | -5.312808 2.692894 -1.97 0.04
> 9
> -10.60926
> -.0163591
city70 | -3.228936 2.513563 -1.28 0.20
> 0
> -8.172673
> 1.714801
city71 | -6.189985 3.123906 -1.98 0.04
> 8
> -12.33416
> -.045811
city72 | -3.204222 2.454905 -1.31 0.19
> 3
> -8.032588
> 1.624144
city73 | -.0099752 1.330699 -0.01 0.99
> 4
> -2.627227
> 2.607276
city74 | -4.611786 3.011821 -1.53 0.12
> 7
> -10.53551
> 1.311935
city75 | -.5267518 1.405607 -0.37 0.70
> 8
> -3.291334
> 2.237831
city76 | -7.623769 3.803648 -2.00 0.04
> 6
> -15.10487
> -.1426623
city77 | -7.851471 3.972972 -1.98 0.04
> 9
> -15.66561
> -.0373347
city78 | -4.113102 2.543874 -1.62 0.10
> 7
> -9.116456
> .8902509
city79 | -4.516848 2.842497 -1.59 0.11
> 3
> -10.10754
> 1.073843
city80 | -5.928764 2.785987 -2.13 0.03
> 4
> -11.40831
> -.4492191
city81 | -1.111023 1.751258 -0.63 0.52
> 6
> -4.55544
> 2.333394
city82 | -4.50731 2.603843 -1.73 0.08
> 4
> -9.62861
> .6139906
city83 | -7.773013 3.935752 -1.97 0.04
> 9
> -15.51394
> -.0320819
city84 | -3.102971 2.298843 -1.35 0.17
> 8
> -7.624391
> 1.418449
city85 | -1.358619 1.601226 -0.85 0.39
> 7
> -4.507949
> 1.790711
city86 | -4.899602 2.675958 -1.83 0.06
> 8
> -10.16274
> .3635373
city87 | -6.425544 3.285632 -1.96 0.05
> 1
> -12.8878
> .0367166
city88 | -3.318114 2.131182 -1.56 0.12
> 0
> -7.509773
> .8735455
city89 | -4.864748 2.576299 -1.89 0.06
> 0
> -9.931874
> .2023789
city90 | -5.457649 3.225365 -1.69 0.09
> 2
> -11.80137
> .8860758
city91 | -7.082777 3.556757 -1.99 0.04
> 7
> -14.07829
> -.0872624
city92 | -5.808916 3.653009 -1.59 0.11
> 3
> -12.99374
> 1.37591
city93 | -5.22893 3.135751 -1.67 0.09
> 6
> -11.3964
> .9385397
city94 | -4.406594 1.989747 -2.21 0.02
> 7
> -8.320077
> -.4931105
city95 | -5.605897 2.808758 -2.00 0.04
> 7
> -11.13023
> -.081563
city96 | -1.826392 1.89081 -0.97 0.33
> 5
> -5.545282
> 1.892499
city97 | -1.149845 1.632315 -0.70 0.48
> 2
> -4.360321
> 2.060631
city98 | -1.141986 1.237505 -0.92 0.35
> 7
> -3.57594
> 1.291968
city99 | -3.310811 1.95497 -1.69 0.09
> 1
> -7.155892
> .5342704
city100 | -3.85768 2.333843 -1.65 0.09
> 9
> -8.447939
> .7325794
city101 | -2.936523 2.113368 -1.39 0.16
> 6
> -7.093146
> 1.220101
city102 | -3.145908 1.899258 -1.66 0.09
> 9
> -6.881416
> .5895987
city103 | -6.139104 3.524993 -1.74 0.08
> 2
> -13.07215
> .7939374
city104 | -3.263623 1.872934 -1.74 0.08
> 2
> -6.947355
> .4201094
city105 | -.732378 1.327684 -0.55 0.58
> 2
> -3.343699
> 1.878943
city106 | -4.687789 2.4824 -1.89 0.06
> 0
> -9.570234
> .1946557
city107 | -2.575965 2.125977 -1.21 0.22
> 6
> -6.757388
> 1.605458
city108 | -1.962889 1.488458 -1.32 0.18
> 8
> -4.890425
> .9646461
city109 | -4.629507 2.600855 -1.78 0.07
> 6
> -9.74493
> .4859164
city110 | -7.834375 4.009552 -1.95 0.05
> 2
> -15.72046
> .051708
city111 | -4.458221 2.670467 -1.67 0.09
> 6
> -9.710561
> .7941181
city112 | -.3127266 1.615506 -0.19 0.84
> 7
> -3.490142
> 2.864689
city113 | -1.267702 1.800949 -0.70 0.48
> 2
> -4.809851
> 2.274447
city114 | -.1280037 1.655063 -0.08 0.93
> 8
> -3.383222
> 3.127214
city115 | -1.137786 1.802305 -0.63 0.52
> 8
> -4.682603
> 2.407032
city116 | -2.283054 1.70908 -1.34 0.18
> 2
> -5.644513
> 1.078404
rg1y1 | -5.317057 .7626615 -6.97 0.00
> 0
> -6.817078
> -3.817036
rg1y2 | -2.111144 .3441908 -6.13 0.00
> 0
> -2.788106
> -1.434181
rg2y1 | -7.131045 1.2315 -5.79 0.00
> 0
> -9.553189
> -4.708901
rg2y2 | -3.035172 .3412416 -8.89 0.00
> 0
> -3.706334
> -2.36401
rg3y1 | -5.64837 1.097707 -5.15 0.00
> 0
> -7.807366
> -3.489374
rg3y2 | -2.013809 .1937858 -10.39 0.00
> 0
> -2.394951
> -1.632666
rg4y1 | -5.206146 1.077983 -4.83 0.00
> 0
> -7.32635
> -3.085943
rg4y2 | -1.561439 .2223673 -7.02 0.00
> 0
> -1.998796
> -1.124081
rg5y1 | -3.970267 .4627384 -8.58 0.00
> 0
> -4.880392
> -3.060142
rg5y2 | -1.662332 .2652889 -6.27 0.00
> 0
> -2.184108
> -1.140555
rg6y1 | -4.069472 .901204 -4.52 0.00
> 0
> -5.841982
> -2.296963
rg6y2 | -2.105994 .3441889 -6.12 0.00
> 0
> -2.782953
> -1.429035
rg7y1 | -4.023036 .5439593 -7.40 0.00
> 0
> -5.092908
> -2.953164
rg7y2 | -1.500289 .1597725 -9.39 0.00
> 0
> -1.814533
> -1.186045
rg8y1 | -2.743503 .4399388 -6.24 0.00
> 0
> -3.608785
> -1.878221
rg8y2 | -.3661966 .4924145 -0.74 0.45
> 8
> -1.334689
> .602296
rg9y1 | -4.357954 .7568725 -5.76 0.00
> 0
> -5.846589
> -2.869319
rg9y2 | -1.965135 .2646862 -7.42 0.00
> 0
> -2.485726
> -1.444544
age | .9841483 .0245737 40.05 0.00
> 0
> .9358161
> 1.03248
agesq | -.0123384 .0002919 -42.28 0.00
> 0
> -.0129124
> -.0117644
married | -1.156334 .0488798 -23.66 0.00
> 0
> -1.252472
> -1.060196
black | -.5296421 .1009565 -5.25 0.00
> 0
> -.7282057
> -.3310785
children | -3.240305 .091346 -35.47 0.00
> 0
> -3.419967
> -3.060644
child5 | -1.042802 .0931343 -11.20 0.00
> 0
> -1.225981
> -.8596235
_cons | 7.278898 6.073649 1.20 0.23
> 2
> -4.6669
> 19.2247
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg chrsworkly (indep =ins) lwagehourgradmorey
> 70y1- lfwomencollegeplus70y2 city1-city116 rg1y1-r
> g9y2 age agesq married black children child5 if rm
> edianwagehourocc<41 [aweight=perwt], cluster(metar
> eady1)
(sum of wgt is 6.8426e+06)
Instrumental variables (2SLS) regression
> Number of obs = 315523
> F(152, 347) = 168.09
> Prob > F = 0.0000
> R-squared = 0.0585
> Root MSE = 10.27
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
chrsworkly | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 1.032095 .7801232 1.32 0.18
> 7
> -.50227
> 2.56646
lwagehourg~1 | -1.680629 .7088969 -2.37 0.01
> 8
> -3.074904
> -.2863537
lwagehourg~2 | -1.016386 .4041329 -2.51 0.01
> 2
> -1.811244
> -.2215274
fcollegepl~1 | 1.237192 6.658035 0.19 0.85
> 3
> -11.85799
> 14.33238
fcollegepl~2 | 3.920993 4.53511 0.86 0.38
> 8
> -4.998771
> 12.84076
agmin70y1 | 17.47335 8.127992 2.15 0.03
> 2
> 1.487025
> 33.45968
agmin70y2 | -1.007577 3.315593 -0.30 0.76
> 1
> -7.528765
> 5.513612
manufact70y1 | -.7843589 1.207487 -0.65 0.51
> 6
> -3.159273
> 1.590555
manufact70y2 | -.9298375 .8996717 -1.03 0.30
> 2
> -2.699333
> .8396584
hsservices~1 | -12.90137 5.84001 -2.21 0.02
> 8
> -24.38764
> -1.415097
hsservices~2 | -8.044347 3.870573 -2.08 0.03
> 8
> -15.65708
> -.4316111
lfwomencol~1 | -5.339422 2.060012 -2.59 0.01
> 0
> -9.391103
> -1.28774
lfwomencol~2 | -.5222627 1.492444 -0.35 0.72
> 7
> -3.457638
> 2.413112
city1 | 1.14271 1.469303 0.78 0.43
> 7
> -1.747151
> 4.032571
city2 | .5794998 1.569528 0.37 0.71
> 2
> -2.507485
> 3.666484
city3 | .9680015 1.590363 0.61 0.54
> 3
> -2.159963
> 4.095966
city4 | .080428 1.562108 0.05 0.95
> 9
> -2.991963
> 3.152819
city5 | 1.563945 1.505284 1.04 0.30
> 0
> -1.396684
> 4.524574
city6 | .510959 2.69894 0.19 0.85
> 0
> -4.79738
> 5.819298
city7 | 1.039532 1.668555 0.62 0.53
> 4
> -2.242221
> 4.321285
city8 | 1.038825 1.940115 0.54 0.59
> 3
> -2.77704
> 4.85469
city9 | -.0446803 2.169125 -0.02 0.98
> 4
> -4.310968
> 4.221607
city10 | -.331917 2.535416 -0.13 0.89
> 6
> -5.318634
> 4.6548
city11 | 1.559907 1.531803 1.02 0.30
> 9
> -1.45288
> 4.572693
city12 | 1.284477 1.490373 0.86 0.38
> 9
> -1.646824
> 4.215778
city13 | 2.254189 1.188827 1.90 0.05
> 9
> -.0840245
> 4.592403
city14 | 1.062002 1.670851 0.64 0.52
> 5
> -2.224268
> 4.348273
city15 | -.2553396 2.37796 -0.11 0.91
> 5
> -4.932368
> 4.421689
city16 | .3408877 1.657446 0.21 0.83
> 7
> -2.919017
> 3.600792
city17 | 1.60572 1.245342 1.29 0.19
> 8
> -.8436478
> 4.055088
city18 | 1.264773 1.802729 0.70 0.48
> 3
> -2.280877
> 4.810423
city19 | .3566626 2.254261 0.16 0.87
> 4
> -4.077071
> 4.790396
city20 | .5792032 1.604692 0.36 0.71
> 8
> -2.576945
> 3.735351
city21 | -1.079973 3.296129 -0.33 0.74
> 3
> -7.56288
> 5.402933
city22 | -.086449 1.497251 -0.06 0.95
> 4
> -3.031279
> 2.858381
city23 | .115106 2.02569 0.06 0.95
> 5
> -3.869069
> 4.099281
city24 | -.3347931 2.196259 -0.15 0.87
> 9
> -4.654448
> 3.984862
city25 | .4215947 1.467189 0.29 0.77
> 4
> -2.464109
> 3.307298
city26 | 1.07432 1.952712 0.55 0.58
> 3
> -2.766321
> 4.914961
city27 | 1.623582 1.498357 1.08 0.27
> 9
> -1.323423
> 4.570587
city28 | .5513113 2.995125 0.18 0.85
> 4
> -5.339572
> 6.442194
city29 | 2.094023 1.175281 1.78 0.07
> 6
> -.2175484
> 4.405595
city30 | .2623988 1.674906 0.16 0.87
> 6
> -3.031847
> 3.556645
city31 | .5633371 2.394661 0.24 0.81
> 4
> -4.146539
> 5.273213
city32 | 3.073492 1.113493 2.76 0.00
> 6
> .8834473
> 5.263537
city33 | -.6001686 2.68386 -0.22 0.82
> 3
> -5.878849
> 4.678512
city34 | 0 (omitted)
city35 | 1.592298 2.008925 0.79 0.42
> 9
> -2.358904
> 5.543501
city36 | -.3086139 1.354613 -0.23 0.82
> 0
> -2.972899
> 2.355671
city37 | 1.71138 1.26546 1.35 0.17
> 7
> -.7775559
> 4.200317
city38 | 1.403815 2.133566 0.66 0.51
> 1
> -2.792534
> 5.600164
city39 | 2.412707 1.442894 1.67 0.09
> 5
> -.4252112
> 5.250625
city40 | -.058902 2.285546 -0.03 0.97
> 9
> -4.554169
> 4.436365
city41 | .1392212 1.578557 0.09 0.93
> 0
> -2.965523
> 3.243965
city42 | -.357745 2.229419 -0.16 0.87
> 3
> -4.742621
> 4.027131
city43 | .3693392 1.995938 0.19 0.85
> 3
> -3.556319
> 4.294997
city44 | .4957525 1.620744 0.31 0.76
> 0
> -2.691967
> 3.683472
city45 | .4123928 1.559127 0.26 0.79
> 2
> -2.654136
> 3.478922
city46 | 1.800276 1.949238 0.92 0.35
> 6
> -2.033533
> 5.634085
city47 | .1093366 3.155455 0.03 0.97
> 2
> -6.096888
> 6.315561
city48 | .568699 2.035678 0.28 0.78
> 0
> -3.435121
> 4.572519
city49 | 1.561969 1.323533 1.18 0.23
> 9
> -1.041189
> 4.165126
city50 | 1.925647 1.891265 1.02 0.30
> 9
> -1.794138
> 5.645432
city51 | .7458525 1.192855 0.63 0.53
> 2
> -1.600283
> 3.091988
city52 | .9315517 2.012394 0.46 0.64
> 4
> -3.026473
> 4.889577
city53 | .0453228 1.621409 0.03 0.97
> 8
> -3.143704
> 3.23435
city54 | -.5555753 1.61902 -0.34 0.73
> 2
> -3.739903
> 2.628752
city55 | .1729082 2.264025 0.08 0.93
> 9
> -4.280031
> 4.625847
city56 | 1.739031 1.392597 1.25 0.21
> 3
> -.9999633
> 4.478025
city57 | -1.524526 3.92141 -0.39 0.69
> 8
> -9.237249
> 6.188196
city58 | .6654277 1.794786 0.37 0.71
> 1
> -2.8646
> 4.195455
city59 | 2.452641 1.124688 2.18 0.03
> 0
> .240578
> 4.664704
city60 | .8489792 1.758969 0.48 0.63
> 0
> -2.610604
> 4.308562
city61 | .5535021 2.716324 0.20 0.83
> 9
> -4.78903
> 5.896034
city62 | .4737432 1.7975 0.26 0.79
> 2
> -3.061624
> 4.00911
city63 | .4599986 1.867741 0.25 0.80
> 6
> -3.21352
> 4.133517
city64 | 1.244248 1.481263 0.84 0.40
> 1
> -1.669136
> 4.157632
city65 | 1.10642 2.030935 0.54 0.58
> 6
> -2.888071
> 5.100912
city66 | .736399 2.118499 0.35 0.72
> 8
> -3.430316
> 4.903114
city67 | -.4436845 3.465862 -0.13 0.89
> 8
> -7.260425
> 6.373056
city68 | -.8397675 2.209623 -0.38 0.70
> 4
> -5.185707
> 3.506172
city69 | -.1962102 1.974138 -0.10 0.92
> 1
> -4.078992
> 3.686571
city70 | 1.701217 1.945897 0.87 0.38
> 3
> -2.126021
> 5.528454
city71 | -.1146285 2.231562 -0.05 0.95
> 9
> -4.503719
> 4.274462
city72 | 1.482848 1.815553 0.82 0.41
> 5
> -2.088025
> 5.05372
city73 | 2.370309 1.234475 1.92 0.05
> 6
> -.0576866
> 4.798304
city74 | 1.171366 2.122216 0.55 0.58
> 1
> -3.002661
> 5.345392
city75 | 1.581226 1.354147 1.17 0.24
> 4
> -1.082143
> 4.244596
city76 | -.3181943 2.685151 -0.12 0.90
> 6
> -5.599414
> 4.963026
city77 | -.3375126 2.773703 -0.12 0.90
> 3
> -5.792899
> 5.117874
city78 | .5371052 1.861858 0.29 0.77
> 3
> -3.124841
> 4.199052
city79 | .8471994 2.05543 0.41 0.68
> 0
> -3.19547
> 4.889869
city80 | -1.016937 1.966664 -0.52 0.60
> 5
> -4.885018
> 2.851144
city81 | 1.911337 1.453307 1.32 0.18
> 9
> -.9470609
> 4.769735
city82 | .4853639 1.860015 0.26 0.79
> 4
> -3.172959
> 4.143686
city83 | -.3870454 2.767046 -0.14 0.88
> 9
> -5.829339
> 5.055248
city84 | 1.228869 1.721081 0.71 0.47
> 6
> -2.156195
> 4.613933
city85 | 1.589966 1.325051 1.20 0.23
> 1
> -1.016176
> 4.196108
city86 | .205808 1.96155 0.10 0.91
> 6
> -3.652215
> 4.063831
city87 | -.0712679 2.34169 -0.03 0.97
> 6
> -4.67696
> 4.534424
city88 | .2231033 1.795559 0.12 0.90
> 1
> -3.308444
> 3.754651
city89 | .1539436 1.892416 0.08 0.93
> 5
> -3.568106
> 3.875993
city90 | .6676054 2.304508 0.29 0.77
> 2
> -3.864957
> 5.200167
city91 | -.3976262 2.510118 -0.16 0.87
> 4
> -5.334587
> 4.539334
city92 | .7879753 2.463656 0.32 0.74
> 9
> -4.057602
> 5.633552
city93 | .9380484 2.25236 0.42 0.67
> 7
> -3.491947
> 5.368044
city94 | -.3571381 1.585434 -0.23 0.82
> 2
> -3.475409
> 2.761133
city95 | -.0457715 2.055984 -0.02 0.98
> 2
> -4.08953
> 3.997987
city96 | 1.364307 1.55405 0.88 0.38
> 1
> -1.692237
> 4.42085
city97 | .7913159 1.470606 0.54 0.59
> 1
> -2.101107
> 3.683739
city98 | 1.294745 1.261745 1.03 0.30
> 6
> -1.186886
> 3.776375
city99 | .0983039 1.580836 0.06 0.95
> 0
> -3.010922
> 3.20753
city100 | .1092574 1.727955 0.06 0.95
> 0
> -3.289325
> 3.50784
city101 | .8725411 1.587998 0.55 0.58
> 3
> -2.250772
> 3.995854
city102 | .4120003 1.508475 0.27 0.78
> 5
> -2.554905
> 3.378905
city103 | .5299471 2.470253 0.21 0.83
> 0
> -4.328605
> 5.388499
city104 | .1644519 1.463178 0.11 0.91
> 1
> -2.713361
> 3.042265
city105 | 1.686797 1.258585 1.34 0.18
> 1
> -.7886191
> 4.162213
city106 | -.0379972 1.861152 -0.02 0.98
> 4
> -3.698556
> 3.622561
city107 | 1.300998 1.619085 0.80 0.42
> 2
> -1.883458
> 4.485454
city108 | .1369181 1.289402 0.11 0.91
> 5
> -2.399109
> 2.672945
city109 | .2794762 1.899289 0.15 0.88
> 3
> -3.456091
> 4.015043
city110 | -.0143598 2.861023 -0.01 0.99
> 6
> -5.641488
> 5.612769
city111 | .3691508 1.933215 0.19 0.84
> 9
> -3.433142
> 4.171444
city112 | 2.118246 1.306775 1.62 0.10
> 6
> -.4519506
> 4.688442
city113 | 1.897078 1.385391 1.37 0.17
> 2
> -.8277424
> 4.621898
city114 | 1.982445 1.514015 1.31 0.19
> 1
> -.9953569
> 4.960247
city115 | 1.632473 1.455402 1.12 0.26
> 3
> -1.230047
> 4.494992
city116 | .6279655 1.398199 0.45 0.65
> 4
> -2.122046
> 3.377977
rg1y1 | 6.152719 2.658722 2.31 0.02
> 1
> .9234808
> 11.38196
rg1y2 | 2.279778 1.505055 1.51 0.13
> 1
> -.6804003
> 5.239956
rg2y1 | 4.816627 2.826808 1.70 0.08
> 9
> -.7432065
> 10.37646
rg2y2 | 1.724227 1.505779 1.15 0.25
> 3
> -1.237376
> 4.68583
rg3y1 | 5.749608 2.819704 2.04 0.04
> 2
> .2037477
> 11.29547
rg3y2 | 2.282658 1.461208 1.56 0.11
> 9
> -.5912808
> 5.156596
rg4y1 | 6.322521 2.765859 2.29 0.02
> 3
> .8825641
> 11.76248
rg4y2 | 2.726078 1.455931 1.87 0.06
> 2
> -.1374829
> 5.589638
rg5y1 | 6.464013 2.644838 2.44 0.01
> 5
> 1.262082
> 11.66594
rg5y2 | 2.442254 1.490276 1.64 0.10
> 2
> -.4888566
> 5.373365
rg6y1 | 6.988248 2.809943 2.49 0.01
> 3
> 1.461585
> 12.51491
rg6y2 | 2.422333 1.514128 1.60 0.11
> 1
> -.5556895
> 5.400355
rg7y1 | 6.113935 2.627044 2.33 0.02
> 1
> .9470008
> 11.28087
rg7y2 | 2.293891 1.426438 1.61 0.10
> 9
> -.5116608
> 5.099444
rg8y1 | 6.382414 2.330952 2.74 0.00
> 6
> 1.797841
> 10.96699
rg8y2 | 2.769492 1.349967 2.05 0.04
> 1
> .1143434
> 5.42464
rg9y1 | 5.681408 2.595264 2.19 0.02
> 9
> .5769807
> 10.78584
rg9y2 | 2.077545 1.450475 1.43 0.15
> 3
> -.775285
> 4.930375
age | .9840848 .0245874 40.02 0.00
> 0
> .9357258
> 1.032444
agesq | -.0123396 .0002921 -42.25 0.00
> 0
> -.012914
> -.0117652
married | -1.155353 .0488771 -23.64 0.00
> 0
> -1.251486
> -1.059221
black | -.52475 .1005257 -5.22 0.00
> 0
> -.7224663
> -.3270337
children | -3.238923 .0912734 -35.49 0.00
> 0
> -3.418442
> -3.059405
child5 | -1.042818 .0931504 -11.19 0.00
> 0
> -1.226028
> -.8596072
_cons | 17.64795 4.460189 3.96 0.00
> 0
> 8.87554
> 26.42035
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg chrsworkly (indep =ins) city1-city116 rg1y
> 1-rg9y2 age agesq married black children child5 if
> rmedianwagehourocc<83 [aweight=perwt], cluster(me
> taready1)
(sum of wgt is 2.0094e+07)
Instrumental variables (2SLS) regression
> Number of obs = 928286
> F(140, 347) = 244.56
> Prob > F = 0.0000
> R-squared = 0.0657
> Root MSE = 10.314
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
chrsworkly | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 2.074904 .6734057 3.08 0.00
> 2
> .7504332
> 3.399374
city1 | -1.173975 1.051301 -1.12 0.26
> 5
> -3.241699
> .8937496
city2 | -1.726152 1.145046 -1.51 0.13
> 3
> -3.978256
> .5259523
city3 | -1.554003 1.253578 -1.24 0.21
> 6
> -4.01957
> .9115636
city4 | -1.307397 1.015779 -1.29 0.19
> 9
> -3.305256
> .6904625
city5 | .516891 .8029564 0.64 0.52
> 0
> -1.062383
> 2.096165
city6 | -3.317679 2.306588 -1.44 0.15
> 1
> -7.854332
> 1.218973
city7 | -.2807169 1.146423 -0.24 0.80
> 7
> -2.535529
> 1.974095
city8 | -1.41398 1.568154 -0.90 0.36
> 8
> -4.498262
> 1.670302
city9 | -2.019266 1.582278 -1.28 0.20
> 3
> -5.131329
> 1.092796
city10 | -4.189835 2.275109 -1.84 0.06
> 6
> -8.664574
> .2849036
city11 | -.8620701 1.120982 -0.77 0.44
> 2
> -3.066845
> 1.342705
city12 | -.0028783 1.069335 -0.00 0.99
> 8
> -2.106072
> 2.100315
city13 | 1.031841 .7365632 1.40 0.16
> 2
> -.4168492
> 2.480531
city14 | -.9322691 1.288826 -0.72 0.47
> 0
> -3.467163
> 1.602624
city15 | -4.356036 1.999291 -2.18 0.03
> 0
> -8.288289
> -.4237822
city16 | -2.588149 1.27816 -2.02 0.04
> 4
> -5.102065
> -.0742328
city17 | -.1751365 .9240537 -0.19 0.85
> 0
> -1.992587
> 1.642314
city18 | -.8134904 1.257635 -0.65 0.51
> 8
> -3.287037
> 1.660056
city19 | -2.676032 1.914198 -1.40 0.16
> 3
> -6.440922
> 1.088858
city20 | -.7693742 1.158902 -0.66 0.50
> 7
> -3.048731
> 1.509983
city21 | -6.377798 2.8258 -2.26 0.02
> 5
> -11.93565
> -.8199461
city22 | -1.549374 1.056926 -1.47 0.14
> 4
> -3.628161
> .5294136
city23 | -2.768599 1.667221 -1.66 0.09
> 8
> -6.047729
> .510532
city24 | -3.854837 1.834817 -2.10 0.03
> 6
> -7.463598
> -.2460757
city25 | -.4631059 1.092189 -0.42 0.67
> 2
> -2.61125
> 1.685038
city26 | -1.742735 1.598862 -1.09 0.27
> 6
> -4.887416
> 1.401946
city27 | .6020845 .9965472 0.60 0.54
> 6
> -1.357948
> 2.562117
city28 | -3.794013 2.595015 -1.46 0.14
> 5
> -8.89795
> 1.309925
city29 | 1.03599 .6046587 1.71 0.08
> 8
> -.1532676
> 2.225247
city30 | -1.573963 1.282872 -1.23 0.22
> 1
> -4.097146
> .9492204
city31 | -2.928337 2.030741 -1.44 0.15
> 0
> -6.922447
> 1.065774
city32 | 2.385574 .4691907 5.08 0.00
> 0
> 1.462759
> 3.30839
city33 | -4.958992 2.292208 -2.16 0.03
> 1
> -9.467362
> -.4506233
city34 | 0 (omitted)
city35 | -1.617714 1.571361 -1.03 0.30
> 4
> -4.708304
> 1.472876
city36 | -.2482876 .8137552 -0.31 0.76
> 0
> -1.848801
> 1.352226
city37 | -.2764324 .773619 -0.36 0.72
> 1
> -1.798005
> 1.24514
city38 | -1.923567 1.787673 -1.08 0.28
> 3
> -5.439606
> 1.592472
city39 | .0723261 .8828171 0.08 0.93
> 5
> -1.66402
> 1.808672
city40 | -3.049418 1.815493 -1.68 0.09
> 4
> -6.620174
> .5213374
city41 | -2.400385 1.187927 -2.02 0.04
> 4
> -4.73683
> -.0639412
city42 | -2.749138 1.880488 -1.46 0.14
> 5
> -6.447728
> .9494514
city43 | -2.234163 1.620879 -1.38 0.16
> 9
> -5.422146
> .95382
city44 | -1.105727 1.169303 -0.95 0.34
> 5
> -3.40554
> 1.194087
city45 | -1.737243 1.199973 -1.45 0.14
> 9
> -4.097379
> .6228929
city46 | -.6007019 1.269841 -0.47 0.63
> 6
> -3.098255
> 1.896851
city47 | -4.229067 2.68596 -1.57 0.11
> 6
> -9.511878
> 1.053744
city48 | -2.023352 1.690483 -1.20 0.23
> 2
> -5.348235
> 1.301531
city49 | .6190584 .8917471 0.69 0.48
> 8
> -1.134851
> 2.372968
city50 | -.9180537 1.522784 -0.60 0.54
> 7
> -3.913103
> 2.076995
city51 | .7755833 .7592273 1.02 0.30
> 8
> -.7176832
> 2.26885
city52 | -1.377661 1.593043 -0.86 0.38
> 8
> -4.510896
> 1.755574
city53 | -1.523298 1.246763 -1.22 0.22
> 3
> -3.975462
> .9288658
city54 | -1.687584 1.249807 -1.35 0.17
> 8
> -4.145735
> .770567
city55 | -2.277222 1.903579 -1.20 0.23
> 2
> -6.021227
> 1.466783
city56 | .1876279 .9203687 0.20 0.83
> 9
> -1.622575
> 1.997831
city57 | -7.80547 3.388277 -2.30 0.02
> 2
> -14.46961
> -1.141327
city58 | -2.069835 1.406844 -1.47 0.14
> 2
> -4.83685
> .6971799
city59 | 1.157632 .5107107 2.27 0.02
> 4
> .1531536
> 2.16211
city60 | -1.366867 1.354129 -1.01 0.31
> 3
> -4.030199
> 1.296466
city61 | -3.860287 2.340081 -1.65 0.10
> 0
> -8.462814
> .7422408
city62 | -2.221534 1.434216 -1.55 0.12
> 2
> -5.042384
> .5993167
city63 | -2.289184 1.504399 -1.52 0.12
> 9
> -5.248072
> .6697044
city64 | -.4502604 1.022526 -0.44 0.66
> 0
> -2.461389
> 1.560868
city65 | -1.68223 1.652215 -1.02 0.30
> 9
> -4.931845
> 1.567385
city66 | -3.238747 1.746603 -1.85 0.06
> 5
> -6.674008
> .1965131
city67 | -6.959309 2.991303 -2.33 0.02
> 1
> -12.84268
> -1.075943
city68 | -4.931807 1.867865 -2.64 0.00
> 9
> -8.605569
> -1.258044
city69 | -3.673915 1.59973 -2.30 0.02
> 2
> -6.820302
> -.5275271
city70 | -1.558421 1.481489 -1.05 0.29
> 4
> -4.472249
> 1.355406
city71 | -3.936455 1.875389 -2.10 0.03
> 7
> -7.625014
> -.2478946
city72 | -.9261915 1.44453 -0.64 0.52
> 2
> -3.767327
> 1.914944
city73 | 1.255895 .6586789 1.91 0.05
> 7
> -.0396103
> 2.551401
city74 | -1.802988 1.796271 -1.00 0.31
> 6
> -5.335936
> 1.729961
city75 | .5358362 .7122732 0.75 0.45
> 2
> -.8650799
> 1.936752
city76 | -4.826703 2.292283 -2.11 0.03
> 6
> -9.335221
> -.3181848
city77 | -3.954693 2.393634 -1.65 0.09
> 9
> -8.66255
> .753165
city78 | -2.369125 1.508845 -1.57 0.11
> 7
> -5.336757
> .5985074
city79 | -2.536363 1.660958 -1.53 0.12
> 8
> -5.803175
> .7304485
city80 | -4.217116 1.677782 -2.51 0.01
> 2
> -7.517019
> -.9172135
city81 | -.5731692 1.019051 -0.56 0.57
> 4
> -2.577463
> 1.431125
city82 | -1.801968 1.538683 -1.17 0.24
> 2
> -4.828287
> 1.22435
city83 | -4.303213 2.352679 -1.83 0.06
> 8
> -8.930519
> .3240937
city84 | -1.670781 1.332469 -1.25 0.21
> 1
> -4.291513
> .9499512
city85 | -.0189098 .8866583 -0.02 0.98
> 3
> -1.762811
> 1.724991
city86 | -2.358187 1.565125 -1.51 0.13
> 3
> -5.436512
> .7201387
city87 | -3.57028 1.952874 -1.83 0.06
> 8
> -7.411239
> .2706783
city88 | -1.934784 1.207464 -1.60 0.11
> 0
> -4.309653
> .4400849
city89 | -2.539748 1.556418 -1.63 0.10
> 4
> -5.600949
> .5214521
city90 | -2.295758 1.917761 -1.20 0.23
> 2
> -6.067657
> 1.476141
city91 | -3.982132 2.112955 -1.88 0.06
> 0
> -8.137943
> .1736795
city92 | -3.392278 2.366238 -1.43 0.15
> 3
> -8.046253
> 1.261696
city93 | -2.686664 1.857544 -1.45 0.14
> 9
> -6.340127
> .966798
city94 | -2.758764 1.187495 -2.32 0.02
> 1
> -5.094359
> -.4231697
city95 | -2.766842 1.661411 -1.67 0.09
> 7
> -6.034546
> .5008614
city96 | -.2089334 1.030528 -0.20 0.83
> 9
> -2.2358
> 1.817933
city97 | -.2361288 .7489418 -0.32 0.75
> 3
> -1.709166
> 1.236908
city98 | -.2407934 .6492801 -0.37 0.71
> 1
> -1.517813
> 1.036226
city99 | -2.437502 1.091719 -2.23 0.02
> 6
> -4.58472
> -.290283
city100 | -1.532207 1.356204 -1.13 0.25
> 9
> -4.199621
> 1.135207
city101 | -1.477683 1.248062 -1.18 0.23
> 7
> -3.932402
> .9770359
city102 | -.6583495 1.061893 -0.62 0.53
> 6
> -2.746905
> 1.430207
city103 | -2.956389 2.099534 -1.41 0.16
> 0
> -7.085803
> 1.173025
city104 | -1.752845 1.058195 -1.66 0.09
> 9
> -3.834128
> .3284388
city105 | .1872328 .6728211 0.28 0.78
> 1
> -1.136088
> 1.510553
city106 | -1.975441 1.468898 -1.34 0.18
> 0
> -4.864505
> .9136236
city107 | -.5426673 1.204251 -0.45 0.65
> 3
> -2.911218
> 1.825883
city108 | -.6074027 .664042 -0.91 0.36
> 1
> -1.913457
> .6986511
city109 | -2.085656 1.499165 -1.39 0.16
> 5
> -5.034249
> .8629374
city110 | -3.911391 2.41583 -1.62 0.10
> 6
> -8.662904
> .840121
city111 | -1.902687 1.580268 -1.20 0.22
> 9
> -5.010796
> 1.205422
city112 | .7682156 .9672481 0.79 0.42
> 8
> -1.134191
> 2.670622
city113 | -.0940037 1.031019 -0.09 0.92
> 7
> -2.121837
> 1.93383
city114 | -.2812129 .7703485 -0.37 0.71
> 5
> -1.796353
> 1.233927
city115 | .1765626 .9899809 0.18 0.85
> 9
> -1.770556
> 2.123681
city116 | -1.866408 .9454 -1.97 0.04
> 9
> -3.725844
> -.0069731
rg1y1 | -4.670686 .4668876 -10.00 0.00
> 0
> -5.588972
> -3.7524
rg1y2 | -1.780371 .2172968 -8.19 0.00
> 0
> -2.207755
> -1.352986
rg2y1 | -5.898342 .6998119 -8.43 0.00
> 0
> -7.274749
> -4.521935
rg2y2 | -2.354237 .1928636 -12.21 0.00
> 0
> -2.733566
> -1.974909
rg3y1 | -4.815438 .6605183 -7.29 0.00
> 0
> -6.114561
> -3.516314
rg3y2 | -1.747853 .1182282 -14.78 0.00
> 0
> -1.980387
> -1.515319
rg4y1 | -4.663789 .6710228 -6.95 0.00
> 0
> -5.983572
> -3.344005
rg4y2 | -1.649703 .1133122 -14.56 0.00
> 0
> -1.872568
> -1.426838
rg5y1 | -3.773402 .3082918 -12.24 0.00
> 0
> -4.379758
> -3.167047
rg5y2 | -1.42313 .1647771 -8.64 0.00
> 0
> -1.747218
> -1.099043
rg6y1 | -3.630636 .5357645 -6.78 0.00
> 0
> -4.68439
> -2.576882
rg6y2 | -1.593458 .2063519 -7.72 0.00
> 0
> -1.999316
> -1.1876
rg7y1 | -3.416054 .3372709 -10.13 0.00
> 0
> -4.079407
> -2.752702
rg7y2 | -.8895949 .0898548 -9.90 0.00
> 0
> -1.066324
> -.7128662
rg8y1 | -2.833105 .3593643 -7.88 0.00
> 0
> -3.539911
> -2.126298
rg8y2 | -.6034938 .3478279 -1.74 0.08
> 4
> -1.28761
> .0806224
rg9y1 | -3.622742 .5282541 -6.86 0.00
> 0
> -4.661725
> -2.58376
rg9y2 | -1.565606 .2012027 -7.78 0.00
> 0
> -1.961336
> -1.169876
age | .8136683 .0232818 34.95 0.00
> 0
> .767877
> .8594595
agesq | -.0103014 .0002768 -37.21 0.00
> 0
> -.0108458
> -.0097569
married | -1.61574 .0355463 -45.45 0.00
> 0
> -1.685654
> -1.545827
black | -.0188505 .0761537 -0.25 0.80
> 5
> -.1686314
> .1309303
children | -3.709542 .0772972 -47.99 0.00
> 0
> -3.861572
> -3.557512
child5 | -1.111232 .0725535 -15.32 0.00
> 0
> -1.253932
> -.9685319
_cons | 14.21949 3.594811 3.96 0.00
> 0
> 7.149127
> 21.28985
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg chrsworkly (indep =ins) lwagehourgradmorey
> 70y1- lfwomencollegeplus70y2 city1-city116 rg1y1-r
> g9y2 age agesq married black children child5 if rm
> edianwagehourocc<83 [aweight=perwt], cluster(metar
> eady1)
(sum of wgt is 2.0094e+07)
Instrumental variables (2SLS) regression
> Number of obs = 928286
> F(152, 347) = 343.41
> Prob > F = 0.0000
> R-squared = 0.0666
> Root MSE = 10.309
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
chrsworkly | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .9802749 .4972451 1.97 0.04
> 9
> .0022813
> 1.958269
lwagehourg~1 | -.6648038 .5453362 -1.22 0.22
> 4
> -1.737384
> .4077765
lwagehourg~2 | -.4535144 .2873925 -1.58 0.11
> 5
> -1.018765
> .111736
fcollegepl~1 | -5.327927 5.252299 -1.01 0.31
> 1
> -15.65827
> 5.002421
fcollegepl~2 | -.1107882 3.11262 -0.04 0.97
> 2
> -6.232764
> 6.011188
agmin70y1 | 16.03827 5.905516 2.72 0.00
> 7
> 4.423162
> 27.65338
agmin70y2 | .0455759 2.199339 0.02 0.98
> 3
> -4.280138
> 4.371289
manufact70y1 | -.5463848 .8401448 -0.65 0.51
> 6
> -2.198802
> 1.106032
manufact70y2 | -.9140276 .5175383 -1.77 0.07
> 8
> -1.931934
> .1038791
hsservices~1 | -4.145859 4.047442 -1.02 0.30
> 6
> -12.10646
> 3.814747
hsservices~2 | -3.971563 2.370278 -1.68 0.09
> 5
> -8.633483
> .6903566
lfwomencol~1 | -1.175802 1.491424 -0.79 0.43
> 1
> -4.10917
> 1.757566
lfwomencol~2 | .4326947 .9690083 0.45 0.65
> 5
> -1.473174
> 2.338563
city1 | .9145934 .8902586 1.03 0.30
> 5
> -.8363885
> 2.665575
city2 | .5056857 .9777018 0.52 0.60
> 5
> -1.417282
> 2.428653
city3 | .9331345 1.000344 0.93 0.35
> 2
> -1.034365
> 2.900634
city4 | .5911306 .8998668 0.66 0.51
> 2
> -1.178749
> 2.36101
city5 | 1.567045 .8319527 1.88 0.06
> 0
> -.0692592
> 3.20335
city6 | .8780305 1.743486 0.50 0.61
> 5
> -2.551099
> 4.30716
city7 | 1.791485 .9743495 1.84 0.06
> 7
> -.1248888
> 3.707859
city8 | 1.697177 1.242958 1.37 0.17
> 3
> -.747503
> 4.141856
city9 | .1969792 1.412763 0.14 0.88
> 9
> -2.581677
> 2.975635
city10 | -.2764124 1.661476 -0.17 0.86
> 8
> -3.544243
> 2.991418
city11 | 1.497667 .9388932 1.60 0.11
> 2
> -.348971
> 3.344304
city12 | 1.864809 .9428316 1.98 0.04
> 9
> .0104251
> 3.719193
city13 | 1.931394 .7119503 2.71 0.00
> 7
> .5311136
> 3.331675
city14 | 1.476757 1.051206 1.40 0.16
> 1
> -.5907804
> 3.544294
city15 | -.6413687 1.532679 -0.42 0.67
> 6
> -3.655878
> 2.373141
city16 | -.1695623 1.031431 -0.16 0.87
> 0
> -2.198206
> 1.859081
city17 | 1.22578 .8440278 1.45 0.14
> 7
> -.4342737
> 2.885835
city18 | 1.190719 1.037256 1.15 0.25
> 2
> -.8493807
> 3.230819
city19 | .8276466 1.447405 0.57 0.56
> 8
> -2.019144
> 3.674437
city20 | 1.483198 .9653252 1.54 0.12
> 5
> -.415427
> 3.381822
city21 | -1.319453 2.129978 -0.62 0.53
> 6
> -5.508744
> 2.869839
city22 | .3742352 .9230602 0.41 0.68
> 5
> -1.441262
> 2.189732
city23 | .383123 1.29707 0.30 0.76
> 8
> -2.167985
> 2.934231
city24 | -.4587064 1.407881 -0.33 0.74
> 5
> -3.22776
> 2.310347
city25 | 1.576923 .8990052 1.75 0.08
> 0
> -.1912625
> 3.345108
city26 | 1.339683 1.255835 1.07 0.28
> 7
> -1.130323
> 3.80969
city27 | 2.215108 .9340414 2.37 0.01
> 8
> .3780134
> 4.052203
city28 | .9775595 1.932198 0.51 0.61
> 3
> -2.822733
> 4.777852
city29 | 2.211025 .6596138 3.35 0.00
> 1
> .9136802
> 3.508369
city30 | .8208634 1.049814 0.78 0.43
> 5
> -1.243936
> 2.885662
city31 | .9148296 1.561914 0.59 0.55
> 8
> -2.157181
> 3.98684
city32 | 3.449582 .6614436 5.22 0.00
> 0
> 2.148639
> 4.750525
city33 | -.7677285 1.729234 -0.44 0.65
> 7
> -4.168828
> 2.633371
city34 | 0 (omitted)
city35 | 1.330598 1.253858 1.06 0.28
> 9
> -1.13552
> 3.796717
city36 | .6310397 .8100045 0.78 0.43
> 6
> -.9620966
> 2.224176
city37 | 1.324946 .7710252 1.72 0.08
> 7
> -.1915245
> 2.841417
city38 | 1.337802 1.365027 0.98 0.32
> 8
> -1.346965
> 4.02257
city39 | 1.718463 .7714026 2.23 0.02
> 7
> .2012497
> 3.235676
city40 | -.1304732 1.47149 -0.09 0.92
> 9
> -3.024636
> 2.76369
city41 | -.1677567 .9966807 -0.17 0.86
> 6
> -2.128052
> 1.792539
city42 | .6069066 1.427739 0.43 0.67
> 1
> -2.201205
> 3.415018
city43 | .7473478 1.249913 0.60 0.55
> 0
> -1.711011
> 3.205707
city44 | .9948095 .9544535 1.04 0.29
> 8
> -.8824325
> 2.872052
city45 | .6268741 .967545 0.65 0.51
> 7
> -1.276117
> 2.529865
city46 | 1.684343 1.14282 1.47 0.14
> 1
> -.5633832
> 3.932068
city47 | .5154384 2.036767 0.25 0.80
> 0
> -3.490524
> 4.521401
city48 | 1.051059 1.293907 0.81 0.41
> 7
> -1.493828
> 3.595946
city49 | 2.235473 .8166235 2.74 0.00
> 7
> .6293188
> 3.841628
city50 | 1.895965 1.181522 1.60 0.10
> 9
> -.4278806
> 4.21981
city51 | 1.365695 .680736 2.01 0.04
> 6
> .026807
> 2.704583
city52 | 1.55638 1.284384 1.21 0.22
> 6
> -.9697773
> 4.082537
city53 | .8268561 1.002561 0.82 0.41
> 0
> -1.145005
> 2.798717
city54 | .2948581 1.010325 0.29 0.77
> 1
> -1.692273
> 2.281989
city55 | .9943271 1.448586 0.69 0.49
> 3
> -1.854786
> 3.843441
city56 | 2.103398 .8462795 2.49 0.01
> 3
> .4389157
> 3.767881
city57 | -1.691311 2.538299 -0.67 0.50
> 6
> -6.683698
> 3.301076
city58 | .66307 1.143011 0.58 0.56
> 2
> -1.585032
> 2.911172
city59 | 2.202289 .6207351 3.55 0.00
> 0
> .9814127
> 3.423166
city60 | 1.164208 1.098625 1.06 0.29
> 0
> -.9965938
> 3.325009
city61 | .312046 1.737785 0.18 0.85
> 8
> -3.10587
> 3.729962
city62 | .5676593 1.141888 0.50 0.61
> 9
> -1.678234
> 2.813553
city63 | .6690842 1.187244 0.56 0.57
> 3
> -1.666016
> 3.004184
city64 | 1.436673 .9405236 1.53 0.12
> 8
> -.4131714
> 3.286517
city65 | 1.512343 1.299876 1.16 0.24
> 5
> -1.044284
> 4.068971
city66 | -.084129 1.346327 -0.06 0.95
> 0
> -2.732118
> 2.56386
city67 | -1.556121 2.246664 -0.69 0.48
> 9
> -5.974914
> 2.862672
city68 | -1.398116 1.42761 -0.98 0.32
> 8
> -4.205973
> 1.409742
city69 | -.6509235 1.269244 -0.51 0.60
> 8
> -3.147304
> 1.845457
city70 | 1.145951 1.246564 0.92 0.35
> 9
> -1.305821
> 3.597723
city71 | -.3711214 1.43175 -0.26 0.79
> 6
> -3.187121
> 2.444879
city72 | 1.800211 1.15576 1.56 0.12
> 0
> -.472966
> 4.073389
city73 | 2.709126 .6797665 3.99 0.00
> 0
> 1.372145
> 4.046107
city74 | 1.424533 1.355766 1.05 0.29
> 4
> -1.242019
> 4.091086
city75 | 1.786929 .7793166 2.29 0.02
> 2
> .25415
> 3.319707
city76 | -.6890207 1.731251 -0.40 0.69
> 1
> -4.094088
> 2.716046
city77 | .2888393 1.801839 0.16 0.87
> 3
> -3.255062
> 3.83274
city78 | .3907857 1.180717 0.33 0.74
> 1
> -1.931477
> 2.713048
city79 | .5822106 1.306293 0.45 0.65
> 6
> -1.987038
> 3.151459
city80 | -1.364287 1.278916 -1.07 0.28
> 7
> -3.87969
> 1.151117
city81 | 1.167679 .9082489 1.29 0.19
> 9
> -.6186866
> 2.954045
city82 | 1.089114 1.180674 0.92 0.35
> 7
> -1.233064
> 3.411292
city83 | -.1786114 1.774127 -0.10 0.92
> 0
> -3.668006
> 3.310783
city84 | .9210169 1.079414 0.85 0.39
> 4
> -1.202001
> 3.044035
city85 | 1.800597 .776242 2.32 0.02
> 1
> .2738652
> 3.327328
city86 | .5850615 1.241737 0.47 0.63
> 8
> -1.857216
> 3.027339
city87 | .0128871 1.505142 0.01 0.99
> 3
> -2.947463
> 2.973237
city88 | .1698514 1.142853 0.15 0.88
> 2
> -2.07794
> 2.417643
city89 | .3156411 1.267242 0.25 0.80
> 3
> -2.1768
> 2.808082
city90 | 1.175383 1.469246 0.80 0.42
> 4
> -1.714365
> 4.065131
city91 | -.1058422 1.603144 -0.07 0.94
> 7
> -3.258944
> 3.04726
city92 | .5432223 1.724951 0.31 0.75
> 3
> -2.849452
> 3.935897
city93 | 1.003613 1.439412 0.70 0.48
> 6
> -1.827458
> 3.834684
city94 | -.3416243 1.04589 -0.33 0.74
> 4
> -2.398705
> 1.715456
city95 | .4998495 1.316647 0.38 0.70
> 4
> -2.089763
> 3.089462
city96 | 1.657408 .9299034 1.78 0.07
> 6
> -.171548
> 3.486365
city97 | 1.018543 .7274647 1.40 0.16
> 2
> -.4122517
> 2.449339
city98 | 1.121815 .782303 1.43 0.15
> 2
> -.416837
> 2.660468
city99 | -.4841079 .941718 -0.51 0.60
> 8
> -2.336302
> 1.368086
city100 | .791814 1.086745 0.73 0.46
> 7
> -1.345622
> 2.92925
city101 | .7804168 1.011256 0.77 0.44
> 1
> -1.208545
> 2.769379
city102 | 1.454067 .9241937 1.57 0.11
> 7
> -.3636592
> 3.271793
city103 | .7761726 1.58455 0.49 0.62
> 5
> -2.340359
> 3.892704
city104 | .2857818 .9009628 0.32 0.75
> 1
> -1.486254
> 2.057817
city105 | 1.764829 .7184242 2.46 0.01
> 5
> .3518153
> 3.177843
city106 | .7525512 1.198466 0.63 0.53
> 0
> -1.604621
> 3.109723
city107 | 1.712588 1.006499 1.70 0.09
> 0
> -.2670173
> 3.692194
city108 | .6881564 .751787 0.92 0.36
> 1
> -.7904763
> 2.166789
city109 | .6993826 1.19791 0.58 0.56
> 0
> -1.656695
> 3.05546
city110 | .5946926 1.843662 0.32 0.74
> 7
> -3.031466
> 4.220851
city111 | .8698173 1.234193 0.70 0.48
> 1
> -1.557622
> 3.297257
city112 | 2.297254 .8343567 2.75 0.00
> 6
> .6562215
> 3.938287
city113 | 1.855535 .8424861 2.20 0.02
> 8
> .1985129
> 3.512557
city114 | 1.031692 .7880201 1.31 0.19
> 1
> -.5182046
> 2.581589
city115 | 1.882009 .875173 2.15 0.03
> 2
> .1606979
> 3.60332
city116 | -.1278629 .8742336 -0.15 0.88
> 4
> -1.847326
> 1.591601
rg1y1 | -.1277291 1.96453 -0.07 0.94
> 8
> -3.991613
> 3.736155
rg1y2 | .1679922 1.036758 0.16 0.87
> 1
> -1.871129
> 2.207113
rg2y1 | -1.209499 2.093496 -0.58 0.56
> 4
> -5.327037
> 2.90804
rg2y2 | -.2487829 1.06617 -0.23 0.81
> 6
> -2.345752
> 1.848187
rg3y1 | -.3216164 2.089112 -0.15 0.87
> 8
> -4.430532
> 3.787299
rg3y2 | .1361171 1.029931 0.13 0.89
> 5
> -1.889576
> 2.16181
rg4y1 | -.1521741 2.037105 -0.07 0.94
> 0
> -4.158801
> 3.854452
rg4y2 | .2210188 1.025819 0.22 0.83
> 0
> -1.796586
> 2.238624
rg5y1 | .200119 1.995938 0.10 0.92
> 0
> -3.72554
> 4.125778
rg5y2 | .3407106 1.06059 0.32 0.74
> 8
> -1.745283
> 2.426705
rg6y1 | .5147879 2.05906 0.25 0.80
> 3
> -3.535021
> 4.564597
rg6y2 | .3272254 1.071078 0.31 0.76
> 0
> -1.779397
> 2.433848
rg7y1 | .281511 1.962557 0.14 0.88
> 6
> -3.578493
> 4.141515
rg7y2 | .6789686 .9971516 0.68 0.49
> 6
> -1.282253
> 2.64019
rg8y1 | .4499638 1.727055 0.26 0.79
> 5
> -2.94685
> 3.846777
rg8y2 | .6592945 .8826879 0.75 0.45
> 6
> -1.076797
> 2.395386
rg9y1 | .0899214 1.942052 0.05 0.96
> 3
> -3.729752
> 3.909595
rg9y2 | .1539127 1.012164 0.15 0.87
> 9
> -1.836836
> 2.144661
age | .8139836 .0232824 34.96 0.00
> 0
> .7681913
> .8597759
agesq | -.0103061 .0002768 -37.23 0.00
> 0
> -.0108505
> -.0097617
married | -1.614448 .0355423 -45.42 0.00
> 0
> -1.684353
> -1.544542
black | -.0175173 .0761296 -0.23 0.81
> 8
> -.1672509
> .1322164
children | -3.707909 .0772133 -48.02 0.00
> 0
> -3.859774
> -3.556044
child5 | -1.113065 .0726829 -15.31 0.00
> 0
> -1.256019
> -.9701103
_cons | 19.63815 2.767311 7.10 0.00
> 0
> 14.19534
> 25.08097
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg work50 (indep =ins) city1-city116 rg1y1-rg
> 9y2 age agesq married black children child5 if rme
> dianwagehourocc<41 [aweight=perwt], cluster(metare
> ady1)
(sum of wgt is 7.2784e+06)
Instrumental variables (2SLS) regression
> Number of obs = 336172
> F(140, 347) = 61.05
> Prob > F = 0.0000
> R-squared = 0.0456
> Root MSE = .38688
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work50 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .1684304 .0521768 3.23 0.00
> 1
> .0658077
> .271053
city1 | -.1959642 .083871 -2.34 0.02
> 0
> -.3609237
> -.0310048
city2 | -.2181062 .0902693 -2.42 0.01
> 6
> -.39565
> -.0405624
city3 | -.2501315 .0993977 -2.52 0.01
> 2
> -.4456293
> -.0546337
city4 | -.1953941 .0859741 -2.27 0.02
> 4
> -.36449
> -.0262983
city5 | -.0658095 .0615824 -1.07 0.28
> 6
> -.1869312
> .0553122
city6 | -.4566163 .1783974 -2.56 0.01
> 1
> -.8074926
> -.1057401
city7 | -.2012861 .0918435 -2.19 0.02
> 9
> -.3819261
> -.0206461
city8 | -.3083146 .1235096 -2.50 0.01
> 3
> -.5512363
> -.0653929
city9 | -.3215863 .1228639 -2.62 0.00
> 9
> -.563238
> -.0799346
city10 | -.4665398 .1740018 -2.68 0.00
> 8
> -.8087708
> -.1243088
city11 | -.23652 .0904728 -2.61 0.00
> 9
> -.4144642
> -.0585759
city12 | -.171041 .083456 -2.05 0.04
> 1
> -.3351843
> -.0068977
city13 | -.0332486 .0544459 -0.61 0.54
> 2
> -.140334
> .0738368
city14 | -.2248665 .103486 -2.17 0.03
> 0
> -.4284052
> -.0213279
city15 | -.4098546 .1553844 -2.64 0.00
> 9
> -.7154685
> -.1042408
city16 | -.2557196 .1018896 -2.51 0.01
> 3
> -.4561185
> -.0553207
city17 | -.1153463 .0671132 -1.72 0.08
> 7
> -.2473462
> .0166536
city18 | -.1630417 .1020247 -1.60 0.11
> 1
> -.3637064
> .0376229
city19 | -.3919462 .1484793 -2.64 0.00
> 9
> -.6839788
> -.0999136
city20 | -.2400955 .0938931 -2.56 0.01
> 1
> -.4247668
> -.0554243
city21 | -.6071224 .2186446 -2.78 0.00
> 6
> -1.037158
> -.177087
city22 | -.1982105 .0847163 -2.34 0.02
> 0
> -.3648324
> -.0315885
city23 | -.3534856 .1302296 -2.71 0.00
> 7
> -.6096243
> -.0973469
city24 | -.3919383 .1438325 -2.72 0.00
> 7
> -.6748314
> -.1090451
city25 | -.2335754 .0871058 -2.68 0.00
> 8
> -.4048971
> -.0622536
city26 | -.2965879 .1253209 -2.37 0.01
> 8
> -.5430721
> -.0501036
city27 | -.1474289 .0870518 -1.69 0.09
> 1
> -.3186445
> .0237867
city28 | -.5300393 .2011894 -2.63 0.00
> 9
> -.9257434
> -.1343353
city29 | -.0908969 .0552135 -1.65 0.10
> 1
> -.1994922
> .0176984
city30 | -.2654802 .1014627 -2.62 0.00
> 9
> -.4650394
> -.0659209
city31 | -.4145781 .1565138 -2.65 0.00
> 8
> -.7224132
> -.1067431
city32 | -.0099017 .0470363 -0.21 0.83
> 3
> -.1024138
> .0826104
city33 | -.5030941 .1775855 -2.83 0.00
> 5
> -.8523736
> -.1538146
city34 | 0 (omitted)
city35 | -.2838599 .1242608 -2.28 0.02
> 3
> -.5282591
> -.0394608
city36 | -.099219 .0523803 -1.89 0.05
> 9
> -.2022419
> .0038039
city37 | -.1141063 .0642299 -1.78 0.07
> 7
> -.2404352
> .0122226
city38 | -.3373603 .1391817 -2.42 0.01
> 6
> -.6111061
> -.0636144
city39 | -.1202468 .0829681 -1.45 0.14
> 8
> -.2834305
> .0429369
city40 | -.3653415 .1361663 -2.68 0.00
> 8
> -.6331566
> -.0975263
city41 | -.2312829 .0940215 -2.46 0.01
> 4
> -.4162066
> -.0463592
city42 | -.4021234 .1461507 -2.75 0.00
> 6
> -.6895761
> -.1146708
city43 | -.3388253 .1265886 -2.68 0.00
> 8
> -.5878028
> -.0898478
city44 | -.2372671 .093792 -2.53 0.01
> 2
> -.4217394
> -.0527948
city45 | -.226716 .0997287 -2.27 0.02
> 4
> -.4228649
> -.0305671
city46 | -.1710679 .1030414 -1.66 0.09
> 8
> -.3737321
> .0315964
city47 | -.5572727 .2082727 -2.68 0.00
> 8
> -.9669084
> -.147637
city48 | -.3214345 .1320963 -2.43 0.01
> 5
> -.5812446
> -.0616244
city49 | -.1297354 .0748779 -1.73 0.08
> 4
> -.277007
> .0175362
city50 | -.2958715 .1196905 -2.47 0.01
> 4
> -.5312815
> -.0604614
city51 | -.0827737 .0660483 -1.25 0.21
> 1
> -.212679
> .0471316
city52 | -.3199743 .1244794 -2.57 0.01
> 1
> -.5648034
> -.0751452
city53 | -.2492511 .1011269 -2.46 0.01
> 4
> -.4481498
> -.0503523
city54 | -.2501925 .1032954 -2.42 0.01
> 6
> -.4533564
> -.0470286
city55 | -.4054206 .1462075 -2.77 0.00
> 6
> -.692985
> -.1178563
city56 | -.1764907 .0805363 -2.19 0.02
> 9
> -.3348913
> -.01809
city57 | -.750637 .2610001 -2.88 0.00
> 4
> -1.263978
> -.2372958
city58 | -.263645 .1106772 -2.38 0.01
> 8
> -.4813277
> -.0459624
city59 | .0172482 .0447437 0.39 0.70
> 0
> -.0707548
> .1052513
city60 | -.2810295 .1073415 -2.62 0.00
> 9
> -.4921514
> -.0699076
city61 | -.4607053 .1826182 -2.52 0.01
> 2
> -.8198831
> -.1015274
city62 | -.2709206 .1114799 -2.43 0.01
> 6
> -.4901821
> -.0516592
city63 | -.3119091 .1189186 -2.62 0.00
> 9
> -.5458011
> -.0780171
city64 | -.1751026 .0838448 -2.09 0.03
> 7
> -.3400107
> -.0101946
city65 | -.3190192 .1291534 -2.47 0.01
> 4
> -.5730412
> -.0649971
city66 | -.3456132 .1365388 -2.53 0.01
> 2
> -.6141609
> -.0770655
city67 | -.6141958 .2314877 -2.65 0.00
> 8
> -1.069491
> -.1589003
city68 | -.4029606 .1455045 -2.77 0.00
> 6
> -.6891423
> -.1167789
city69 | -.336156 .1252808 -2.68 0.00
> 8
> -.5825613
> -.0897507
city70 | -.2613213 .1164405 -2.24 0.02
> 5
> -.4903393
> -.0323033
city71 | -.381018 .1455897 -2.62 0.00
> 9
> -.6673674
> -.0946687
city72 | -.2760569 .1148123 -2.40 0.01
> 7
> -.5018725
> -.0502413
city73 | -.0814246 .0585363 -1.39 0.16
> 5
> -.1965552
> .0337059
city74 | -.3498653 .1383545 -2.53 0.01
> 2
> -.6219843
> -.0777463
city75 | -.1110157 .0595988 -1.86 0.06
> 3
> -.228236
> .0062046
city76 | -.4802203 .1779278 -2.70 0.00
> 7
> -.830173
> -.1302677
city77 | -.5080967 .1845576 -2.75 0.00
> 6
> -.8710891
> -.1451043
city78 | -.2861959 .1172591 -2.44 0.01
> 5
> -.5168239
> -.0555679
city79 | -.311486 .1327537 -2.35 0.02
> 0
> -.5725892
> -.0503828
city80 | -.3473097 .131282 -2.65 0.00
> 9
> -.6055184
> -.089101
city81 | -.1405974 .0806141 -1.74 0.08
> 2
> -.2991511
> .0179563
city82 | -.3203632 .1202364 -2.66 0.00
> 8
> -.556847
> -.0838795
city83 | -.5060732 .1819635 -2.78 0.00
> 6
> -.8639633
> -.1481831
city84 | -.2423645 .1080081 -2.24 0.02
> 5
> -.4547974
> -.0299317
city85 | -.147152 .0733557 -2.01 0.04
> 6
> -.2914297
> -.0028743
city86 | -.3323012 .1229341 -2.70 0.00
> 7
> -.5740909
> -.0905115
city87 | -.4227841 .1531662 -2.76 0.00
> 6
> -.7240352
> -.1215331
city88 | -.2278924 .0967687 -2.36 0.01
> 9
> -.4182193
> -.0375654
city89 | -.3121911 .1188436 -2.63 0.00
> 9
> -.5459355
> -.0784466
city90 | -.3872976 .1501432 -2.58 0.01
> 0
> -.6826028
> -.0919923
city91 | -.4399578 .1639379 -2.68 0.00
> 8
> -.7623947
> -.1175208
city92 | -.3571524 .1761826 -2.03 0.04
> 3
> -.7036726
> -.0106322
city93 | -.3595564 .1445942 -2.49 0.01
> 3
> -.6439477
> -.075165
city94 | -.2211716 .0911498 -2.43 0.01
> 6
> -.4004473
> -.0418959
city95 | -.3423557 .1294979 -2.64 0.00
> 9
> -.5970553
> -.0876561
city96 | -.183546 .0856481 -2.14 0.03
> 3
> -.3520008
> -.0150913
city97 | -.0787334 .0648091 -1.21 0.22
> 5
> -.2062016
> .0487348
city98 | -.0822079 .0549815 -1.50 0.13
> 6
> -.1903468
> .025931
city99 | -.2244957 .0877596 -2.56 0.01
> 1
> -.3971035
> -.051888
city100 | -.2781612 .1091692 -2.55 0.01
> 1
> -.4928778
> -.0634445
city101 | -.2190151 .0982225 -2.23 0.02
> 6
> -.4122013
> -.0258288
city102 | -.2158002 .0857225 -2.52 0.01
> 2
> -.3844014
> -.0471991
city103 | -.4299392 .1636212 -2.63 0.00
> 9
> -.7517533
> -.1081251
city104 | -.201518 .0859762 -2.34 0.02
> 0
> -.370618
> -.032418
city105 | -.0782933 .0588323 -1.33 0.18
> 4
> -.194006
> .0374194
city106 | -.2952377 .1146381 -2.58 0.01
> 0
> -.5207106
> -.0697648
city107 | -.2262112 .1001156 -2.26 0.02
> 4
> -.4231208
> -.0293015
city108 | -.1191021 .0793967 -1.50 0.13
> 5
> -.2752615
> .0370574
city109 | -.3073116 .1184178 -2.60 0.01
> 0
> -.5402185
> -.0744047
city110 | -.4999604 .1863067 -2.68 0.00
> 8
> -.8663929
> -.1335279
city111 | -.3071046 .1226765 -2.50 0.01
> 3
> -.5483878
> -.0658214
city112 | -.1194849 .0700769 -1.71 0.08
> 9
> -.2573139
> .018344
city113 | -.1102516 .079921 -1.38 0.16
> 9
> -.2674421
> .046939
city114 | -.0763466 .0648841 -1.18 0.24
> 0
> -.2039622
> .0512691
city115 | -.1613587 .0817108 -1.97 0.04
> 9
> -.3220695
> -.0006479
city116 | -.1723916 .0784447 -2.20 0.02
> 9
> -.3266786
> -.0181046
rg1y1 | -.2502807 .0360364 -6.95 0.00
> 0
> -.3211581
> -.1794034
rg1y2 | -.0991658 .0202593 -4.89 0.00
> 0
> -.1390122
> -.0593194
rg2y1 | -.3310761 .0543701 -6.09 0.00
> 0
> -.4380125
> -.2241396
rg2y2 | -.1451886 .0150618 -9.64 0.00
> 0
> -.1748126
> -.1155646
rg3y1 | -.2899042 .0519688 -5.58 0.00
> 0
> -.3921176
> -.1876907
rg3y2 | -.1056462 .0083066 -12.72 0.00
> 0
> -.121984
> -.0893085
rg4y1 | -.2648294 .0495008 -5.35 0.00
> 0
> -.3621887
> -.1674701
rg4y2 | -.0803836 .0117648 -6.83 0.00
> 0
> -.1035229
> -.0572443
rg5y1 | -.2022737 .0213696 -9.47 0.00
> 0
> -.244304
> -.1602434
rg5y2 | -.0976332 .0111977 -8.72 0.00
> 0
> -.1196571
> -.0756092
rg6y1 | -.2435332 .0415152 -5.87 0.00
> 0
> -.3251863
> -.1618802
rg6y2 | -.1251812 .017063 -7.34 0.00
> 0
> -.1587412
> -.0916213
rg7y1 | -.2088609 .0248064 -8.42 0.00
> 0
> -.2576507
> -.1600711
rg7y2 | -.0691207 .0083216 -8.31 0.00
> 0
> -.0854879
> -.0527536
rg8y1 | -.1313642 .0205535 -6.39 0.00
> 0
> -.1717893
> -.0909391
rg8y2 | -.00975 .0234543 -0.42 0.67
> 8
> -.0558804
> .0363804
rg9y1 | -.2162653 .040529 -5.34 0.00
> 0
> -.2959787
> -.1365519
rg9y2 | -.1026061 .0154043 -6.66 0.00
> 0
> -.1329036
> -.0723085
age | .0292515 .0009407 31.09 0.00
> 0
> .0274012
> .0311018
agesq | -.000362 .0000118 -30.73 0.00
> 0
> -.0003851
> -.0003388
married | -.0257324 .0017096 -15.05 0.00
> 0
> -.0290948
> -.02237
black | -.0666483 .004804 -13.87 0.00
> 0
> -.0760969
> -.0571997
children | -.0850645 .0041344 -20.57 0.00
> 0
> -.0931961
> -.0769329
child5 | -.0218694 .0025398 -8.61 0.00
> 0
> -.0268648
> -.016874
_cons | -1.226072 .286731 -4.28 0.00
> 0
> -1.790021
> -.6621221
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg work50 (indep =ins) lwagehourgradmorey70y1
> - lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2
> age agesq married black children child5 if rmedia
> nwagehourocc<41 [aweight=perwt], cluster(metaready
> 1)
(sum of wgt is 7.2784e+06)
Instrumental variables (2SLS) regression
> Number of obs = 336172
> F(152, 347) = 83.07
> Prob > F = 0.0000
> R-squared = 0.0492
> Root MSE = .38617
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work50 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0874341 .0389098 2.25 0.02
> 5
> .0109054
> .1639628
lwagehourg~1 | -.0751929 .0381568 -1.97 0.05
> 0
> -.1502406
> -.0001452
lwagehourg~2 | -.0796519 .0213854 -3.72 0.00
> 0
> -.1217133
> -.0375905
fcollegepl~1 | .0449805 .3220057 0.14 0.88
> 9
> -.588348
> .678309
fcollegepl~2 | .1518266 .2112382 0.72 0.47
> 3
> -.2636417
> .5672949
agmin70y1 | 1.007403 .4199203 2.40 0.01
> 7
> .1814935
> 1.833312
agmin70y2 | -.0475823 .1530009 -0.31 0.75
> 6
> -.3485082
> .2533436
manufact70y1 | -.0148894 .066913 -0.22 0.82
> 4
> -.1464956
> .1167168
manufact70y2 | -.0330024 .0449114 -0.73 0.46
> 3
> -.1213351
> .0553304
hsservices~1 | -.4074752 .2767065 -1.47 0.14
> 2
> -.9517083
> .1367579
hsservices~2 | -.1834662 .1668564 -1.10 0.27
> 2
> -.5116434
> .1447109
lfwomencol~1 | -.1628863 .1046463 -1.56 0.12
> 0
> -.3687072
> .0429347
lfwomencol~2 | .0226312 .0746339 0.30 0.76
> 2
> -.1241605
> .1694228
city1 | -.0431524 .0662645 -0.65 0.51
> 5
> -.1734831
> .0871783
city2 | -.0591306 .0724128 -0.82 0.41
> 5
> -.2015538
> .0832926
city3 | -.0659871 .07469 -0.88 0.37
> 8
> -.2128892
> .0809151
city4 | -.0564289 .0698385 -0.81 0.42
> 0
> -.1937889
> .0809311
city5 | .0151781 .0579435 0.26 0.79
> 4
> -.0987867
> .1291428
city6 | -.148409 .1305954 -1.14 0.25
> 7
> -.4052672
> .1084492
city7 | -.0430905 .0738114 -0.58 0.56
> 0
> -.1882646
> .1020836
city8 | -.088608 .0925463 -0.96 0.33
> 9
> -.2706303
> .0934143
city9 | -.1466755 .1027346 -1.43 0.15
> 4
> -.3487365
> .0553855
city10 | -.1764272 .1217524 -1.45 0.14
> 8
> -.4158927
> .0630382
city11 | -.0683854 .0707683 -0.97 0.33
> 5
> -.2075742
> .0708034
city12 | -.0309519 .066504 -0.47 0.64
> 2
> -.1617535
> .0998496
city13 | .0290766 .0517229 0.56 0.57
> 4
> -.0726533
> .1308066
city14 | -.0445596 .0792039 -0.56 0.57
> 4
> -.2003398
> .1112205
city15 | -.1375818 .1142212 -1.20 0.22
> 9
> -.3622347
> .0870711
city16 | -.0824518 .0771461 -1.07 0.28
> 6
> -.2341847
> .069281
city17 | -.0175637 .056223 -0.31 0.75
> 5
> -.1281444
> .0930169
city18 | -.0114332 .0805738 -0.14 0.88
> 7
> -.1699077
> .1470414
city19 | -.1344124 .1079788 -1.24 0.21
> 4
> -.3467876
> .0779629
city20 | -.0699325 .0735685 -0.95 0.34
> 2
> -.2146288
> .0747639
city21 | -.2331345 .1601372 -1.46 0.14
> 6
> -.5480961
> .0818271
city22 | -.0573106 .0683165 -0.84 0.40
> 2
> -.1916772
> .077056
city23 | -.1192938 .0959788 -1.24 0.21
> 5
> -.3080671
> .0694795
city24 | -.1457047 .1048417 -1.39 0.16
> 5
> -.3519098
> .0605004
city25 | -.0885152 .0677647 -1.31 0.19
> 2
> -.2217964
> .0447661
city26 | -.0739917 .0928954 -0.80 0.42
> 6
> -.2567007
> .1087172
city27 | -.0254629 .0742826 -0.34 0.73
> 2
> -.1715637
> .1206379
city28 | -.1775198 .1453617 -1.22 0.22
> 3
> -.4634207
> .108381
city29 | -.0010661 .0524353 -0.02 0.98
> 4
> -.1041971
> .1020649
city30 | -.0894226 .0779977 -1.15 0.25
> 2
> -.2428302
> .0639851
city31 | -.1321552 .1149661 -1.15 0.25
> 1
> -.3582734
> .0939629
city32 | .0648552 .0504517 1.29 0.19
> 9
> -.0343744
> .1640848
city33 | -.1926732 .1294757 -1.49 0.13
> 8
> -.4473292
> .0619828
city34 | 0 (omitted)
city35 | -.0674756 .0945742 -0.71 0.47
> 6
> -.2534865
> .1185353
city36 | -.0414434 .0514993 -0.80 0.42
> 2
> -.1427335
> .0598467
city37 | .0207144 .0587724 0.35 0.72
> 5
> -.0948807
> .1363094
city38 | -.0862084 .1025329 -0.84 0.40
> 1
> -.2878725
> .1154558
city39 | -.0020027 .0641542 -0.03 0.97
> 5
> -.1281827
> .1241772
city40 | -.1408945 .1086167 -1.30 0.19
> 5
> -.3545244
> .0727354
city41 | -.0700853 .073526 -0.95 0.34
> 1
> -.2146979
> .0745274
city42 | -.15728 .1066931 -1.47 0.14
> 1
> -.3671265
> .0525665
city43 | -.1219236 .0934696 -1.30 0.19
> 3
> -.3057618
> .0619146
city44 | -.0821903 .0717955 -1.14 0.25
> 3
> -.2233994
> .0590188
city45 | -.0569136 .0756006 -0.75 0.45
> 2
> -.2056067
> .0917796
city46 | -.0039398 .0887328 -0.04 0.96
> 5
> -.1784617
> .1705821
city47 | -.2061079 .1533757 -1.34 0.18
> 0
> -.507771
> .0955551
city48 | -.0975192 .0960635 -1.02 0.31
> 1
> -.2864592
> .0914207
city49 | -.0162078 .061077 -0.27 0.79
> 1
> -.1363356
> .1039199
city50 | -.0793004 .0903107 -0.88 0.38
> 1
> -.2569256
> .0983248
city51 | -.0366284 .0548995 -0.67 0.50
> 5
> -.1446061
> .0713492
city52 | -.1042038 .0948597 -1.10 0.27
> 3
> -.290776
> .0823685
city53 | -.0801367 .0760657 -1.05 0.29
> 3
> -.2297444
> .0694711
city54 | -.1054607 .0760637 -1.39 0.16
> 6
> -.2550647
> .0441432
city55 | -.1623794 .1079535 -1.50 0.13
> 3
> -.3747049
> .0499462
city56 | -.031597 .0722092 -0.44 0.66
> 2
> -.1736198
> .1104258
city57 | -.2976355 .1911917 -1.56 0.12
> 0
> -.6736758
> .0784049
city58 | -.0627245 .0847842 -0.74 0.46
> 0
> -.2294802
> .1040311
city59 | .0833488 .0495261 1.68 0.09
> 3
> -.0140604
> .1807579
city60 | -.0966478 .0823709 -1.17 0.24
> 1
> -.2586568
> .0653611
city61 | -.147251 .1323897 -1.11 0.26
> 7
> -.4076381
> .1131362
city62 | -.0669071 .0834722 -0.80 0.42
> 3
> -.2310822
> .0972679
city63 | -.0978691 .088305 -1.11 0.26
> 8
> -.2715496
> .0758113
city64 | -.0310885 .0691414 -0.45 0.65
> 3
> -.1670775
> .1049005
city65 | -.0845168 .0964387 -0.88 0.38
> 1
> -.2741947
> .1051611
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> 9
> -.3087909
> .0862357
city67 | -.2150152 .1690094 -1.27 0.20
> 4
> -.5474268
> .1173965
city68 | -.1456799 .105279 -1.38 0.16
> 7
> -.3527451
> .0613852
city69 | -.1147548 .0935548 -1.23 0.22
> 1
> -.2987606
> .069251
city70 | -.0550039 .0924074 -0.60 0.55
> 2
> -.236753
> .1267452
city71 | -.1224892 .1060692 -1.15 0.24
> 9
> -.3311086
> .0861302
city72 | -.0757423 .0865033 -0.88 0.38
> 2
> -.2458791
> .0943945
city73 | .0267638 .0534492 0.50 0.61
> 7
> -.0783614
> .1318891
city74 | -.1046293 .1007555 -1.04 0.30
> 0
> -.3027977
> .093539
city75 | -.0210105 .0546562 -0.38 0.70
> 1
> -.1285097
> .0864887
city76 | -.1737687 .1295334 -1.34 0.18
> 1
> -.4285381
> .0810007
city77 | -.1973116 .1338622 -1.47 0.14
> 1
> -.4605951
> .0659718
city78 | -.0828488 .0869334 -0.95 0.34
> 1
> -.2538315
> .0881339
city79 | -.0874021 .0981034 -0.89 0.37
> 4
> -.2803543
> .1055502
city80 | -.1384352 .0961277 -1.44 0.15
> 1
> -.3275015
> .0506311
city81 | -.0137667 .0691899 -0.20 0.84
> 2
> -.149851
> .1223176
city82 | -.1111944 .0881632 -1.26 0.20
> 8
> -.2845958
> .062207
city83 | -.1991619 .1331235 -1.50 0.13
> 6
> -.4609925
> .0626686
city84 | -.0565156 .0819851 -0.69 0.49
> 1
> -.2177659
> .1047346
city85 | -.0057887 .0590321 -0.10 0.92
> 2
> -.1218945
> .1103171
city86 | -.11621 .0923338 -1.26 0.20
> 9
> -.2978144
> .0653945
city87 | -.1536078 .1131636 -1.36 0.17
> 6
> -.3761807
> .0689652
city88 | -.0796727 .0830794 -0.96 0.33
> 8
> -.2430754
> .0837299
city89 | -.0997666 .0895173 -1.11 0.26
> 6
> -.2758313
> .0762981
city90 | -.1280788 .1107588 -1.16 0.24
> 8
> -.3459219
> .0897642
city91 | -.1561802 .1194412 -1.31 0.19
> 2
> -.3911
> .0787397
city92 | -.0808598 .1242327 -0.65 0.51
> 6
> -.3252037
> .1634842
city93 | -.0965142 .1066239 -0.91 0.36
> 6
> -.3062247
> .1131963
city94 | -.0440331 .0735037 -0.60 0.55
> 0
> -.188602
> .1005357
city95 | -.1092969 .0970513 -1.13 0.26
> 1
> -.3001796
> .0815859
city96 | -.0456041 .0711721 -0.64 0.52
> 2
> -.1855871
> .0943789
city97 | .0058653 .0597401 0.10 0.92
> 2
> -.1116329
> .1233635
city98 | .0250791 .0573303 0.44 0.66
> 2
> -.0876796
> .1378377
city99 | -.0787485 .071157 -1.11 0.26
> 9
> -.2187018
> .0612048
city100 | -.1119447 .0813483 -1.38 0.17
> 0
> -.2719426
> .0480531
city101 | -.0595717 .0739898 -0.81 0.42
> 1
> -.2050966
> .0859532
city102 | -.0594897 .0694507 -0.86 0.39
> 2
> -.196087
> .0771076
city103 | -.1523596 .1190905 -1.28 0.20
> 2
> -.3865896
> .0818705
city104 | -.0507 .0677256 -0.75 0.45
> 5
> -.1839044
> .0825044
city105 | .0363879 .055321 0.66 0.51
> 1
> -.0724189
> .1451946
city106 | -.0959251 .0875947 -1.10 0.27
> 4
> -.2682085
> .0763583
city107 | -.0602783 .0771916 -0.78 0.43
> 5
> -.2121006
> .0915441
city108 | -.0290227 .0667386 -0.43 0.66
> 4
> -.1602857
> .1022403
city109 | -.1001202 .0887949 -1.13 0.26
> 0
> -.2747641
> .0745237
city110 | -.1740632 .1380746 -1.26 0.20
> 8
> -.4456317
> .0975053
city111 | -.1014675 .0918124 -1.11 0.27
> 0
> -.2820462
> .0791113
city112 | -.0116278 .059729 -0.19 0.84
> 6
> -.1291041
> .1058486
city113 | .0342413 .0615787 0.56 0.57
> 9
> -.0868732
> .1553558
city114 | .0210416 .058332 0.36 0.71
> 9
> -.0936871
> .1357704
city115 | -.0380231 .0666337 -0.57 0.56
> 9
> -.1690799
> .0930337
city116 | -.0457499 .0643622 -0.71 0.47
> 8
> -.1723391
> .0808392
rg1y1 | .1644221 .1411193 1.17 0.24
> 5
> -.1131347
> .441979
rg1y2 | .108272 .0746393 1.45 0.14
> 8
> -.0385304
> .2550744
rg2y1 | .1065006 .1522292 0.70 0.48
> 5
> -.1929074
> .4059086
rg2y2 | .0841916 .0771163 1.09 0.27
> 6
> -.0674827
> .2358658
rg3y1 | .1263142 .1516605 0.83 0.40
> 5
> -.1719753
> .4246038
rg3y2 | .1039969 .0739751 1.41 0.16
> 1
> -.0414992
> .2494929
rg4y1 | .1529251 .147211 1.04 0.30
> 0
> -.1366131
> .4424633
rg4y2 | .123449 .0723514 1.71 0.08
> 9
> -.0188534
> .2657514
rg5y1 | .1725831 .1372853 1.26 0.21
> 0
> -.0974328
> .4425991
rg5y2 | .1020893 .0732876 1.39 0.16
> 5
> -.0420544
> .2462331
rg6y1 | .1564289 .1497153 1.04 0.29
> 7
> -.1380348
> .4508926
rg6y2 | .0923255 .0766273 1.20 0.22
> 9
> -.0583868
> .2430379
rg7y1 | .1509794 .1389489 1.09 0.27
> 8
> -.1223085
> .4242674
rg7y2 | .1159774 .0696659 1.66 0.09
> 7
> -.0210431
> .252998
rg8y1 | .1884117 .1222553 1.54 0.12
> 4
> -.0520429
> .4288663
rg8y2 | .1477472 .063176 2.34 0.02
> 0
> .0234911
> .2720034
rg9y1 | .1419556 .1407197 1.01 0.31
> 4
> -.1348153
> .4187266
rg9y2 | .0947629 .0725517 1.31 0.19
> 2
> -.0479336
> .2374594
age | .029244 .0009388 31.15 0.00
> 0
> .0273975
> .0310905
agesq | -.000362 .0000118 -30.80 0.00
> 0
> -.0003851
> -.0003389
married | -.0257116 .0017054 -15.08 0.00
> 0
> -.0290658
> -.0223574
black | -.0664908 .0048116 -13.82 0.00
> 0
> -.0759543
> -.0570273
children | -.0849743 .0041339 -20.56 0.00
> 0
> -.0931049
> -.0768437
child5 | -.0219286 .0025397 -8.63 0.00
> 0
> -.0269238
> -.0169334
_cons | -.8229956 .225981 -3.64 0.00
> 0
> -1.26746
> -.3785308
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg work50 (indep =ins) city1-city116 rg1y1-rg
> 9y2 age agesq married black children child5 if rme
> dianwagehourocc<83 [aweight=perwt], cluster(metare
> ady1)
(sum of wgt is 2.1509e+07)
Instrumental variables (2SLS) regression
> Number of obs = 995099
> F(140, 347) = 74.01
> Prob > F = 0.0000
> R-squared = 0.0379
> Root MSE = .33473
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work50 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .1110583 .0329537 3.37 0.00
> 1
> .0462442
> .1758724
city1 | .075636 .0316303 2.39 0.01
> 7
> .0134247
> .1378473
city2 | .0485312 .0305513 1.59 0.11
> 3
> -.0115579
> .1086203
city3 | .0353816 .0248936 1.42 0.15
> 6
> -.0135796
> .0843428
city4 | .0750291 .0322036 2.33 0.02
> 0
> .0116903
> .1383679
city5 | .170834 .0581622 2.94 0.00
> 4
> .0564391
> .2852288
city6 | -.0903227 .0451794 -2.00 0.04
> 6
> -.1791827
> -.0014627
city7 | .0698311 .0281153 2.48 0.01
> 3
> .0145331
> .125129
city8 | .0250061 .021214 1.18 0.23
> 9
> -.0167182
> .0667303
city9 | 0 (omitted)
city10 | -.0996066 .0454846 -2.19 0.02
> 9
> -.1890668
> -.0101465
city11 | .0475391 .0296042 1.61 0.10
> 9
> -.0106873
> .1057654
city12 | .0715349 .0334917 2.14 0.03
> 3
> .0056625
> .1374072
city13 | .1579863 .0641743 2.46 0.01
> 4
> .0317668
> .2842058
city14 | .0440931 .0274925 1.60 0.11
> 0
> -.0099798
> .0981661
city15 | -.0695431 .0326742 -2.13 0.03
> 4
> -.1338074
> -.0052788
city16 | .0118917 .0238629 0.50 0.61
> 9
> -.0350424
> .0588259
city17 | .1118463 .0443603 2.52 0.01
> 2
> .0245975
> .1990951
city18 | .0719841 .0336932 2.14 0.03
> 3
> .0057155
> .1382526
city19 | -.0503164 .028687 -1.75 0.08
> 0
> -.1067387
> .0061058
city20 | .051691 .0299289 1.73 0.08
> 5
> -.007174
> .1105559
city21 | -.196448 .0683695 -2.87 0.00
> 4
> -.3309186
> -.0619773
city22 | .0693137 .0307978 2.25 0.02
> 5
> .0087399
> .1298875
city23 | -.0203736 .0217196 -0.94 0.34
> 9
> -.0630922
> .022345
city24 | -.0628974 .0273722 -2.30 0.02
> 2
> -.1167337
> -.0090612
city25 | .0694538 .0301627 2.30 0.02
> 2
> .0101291
> .1287785
city26 | .0111205 .0227917 0.49 0.62
> 6
> -.0337067
> .0559477
city27 | .1039137 .0396841 2.62 0.00
> 9
> .0258619
> .1819654
city28 | -.1347622 .0576929 -2.34 0.02
> 0
> -.248234
> -.0212903
city29 | .1529882 .0517567 2.96 0.00
> 3
> .0511919
> .2547844
city30 | .0352798 .023431 1.51 0.13
> 3
> -.0108048
> .0813644
city31 | -.0582479 .0338255 -1.72 0.08
> 6
> -.1247767
> .008281
city32 | .2091256 .0611021 3.42 0.00
> 1
> .0889486
> .3293026
city33 | -.1324031 .0437322 -3.03 0.00
> 3
> -.2184166
> -.0463896
city34 | .1976995 .0755726 2.62 0.00
> 9
> .0490614
> .3463376
city35 | -.0000402 .0239228 -0.00 0.99
> 9
> -.047092
> .0470117
city36 | .136436 .0574954 2.37 0.01
> 8
> .0233527
> .2495193
city37 | .1192095 .0472536 2.52 0.01
> 2
> .02627
> .212149
city38 | -.0233372 .0247292 -0.94 0.34
> 6
> -.0719752
> .0253007
city39 | .1243881 .0496193 2.51 0.01
> 3
> .0267956
> .2219806
city40 | -.0403627 .0279829 -1.44 0.15
> 0
> -.0954
> .0146747
city41 | .052287 .029146 1.79 0.07
> 4
> -.0050381
> .1096122
city42 | -.0558708 .0289236 -1.93 0.05
> 4
> -.1127584
> .0010167
city43 | -.0179338 .0210112 -0.85 0.39
> 4
> -.059259
> .0233915
city44 | .0459236 .0338274 1.36 0.17
> 5
> -.0206089
> .1124561
city45 | .0554628 .0293853 1.89 0.06
> 0
> -.0023329
> .1132585
city46 | .0787896 .0303464 2.60 0.01
> 0
> .0191035
> .1384756
city47 | -.1507746 .0616432 -2.45 0.01
> 5
> -.272016
> -.0295333
city48 | -.0067082 .0223985 -0.30 0.76
> 5
> -.050762
> .0373457
city49 | .1103587 .0512611 2.15 0.03
> 2
> .0095371
> .2111803
city50 | .011472 .0244725 0.47 0.64
> 0
> -.0366611
> .0596051
city51 | .1313663 .0643403 2.04 0.04
> 2
> .0048202
> .2579124
city52 | .006346 .0205301 0.31 0.75
> 7
> -.0340331
> .0467251
city53 | .0359844 .0278317 1.29 0.19
> 7
> -.0187557
> .0907245
city54 | .051122 .0303397 1.68 0.09
> 3
> -.0085509
> .1107949
city55 | -.0562408 .0292755 -1.92 0.05
> 6
> -.1138206
> .001339
city56 | .0874054 .0372819 2.34 0.02
> 0
> .0140786
> .1607323
city57 | -.2905268 .094985 -3.06 0.00
> 2
> -.4773455
> -.103708
city58 | .0155959 .0209118 0.75 0.45
> 6
> -.0255339
> .0567258
city59 | .2231158 .0673063 3.31 0.00
> 1
> .0907361
> .3554956
city60 | .0162006 .0227702 0.71 0.47
> 7
> -.0285844
> .0609856
city61 | -.1111209 .045565 -2.44 0.01
> 5
> -.2007392
> -.0215027
city62 | .0247188 .0214623 1.15 0.25
> 0
> -.0174937
> .0669313
city63 | .0071953 .0203118 0.35 0.72
> 3
> -.0327545
> .0471451
city64 | .0672442 .0362307 1.86 0.06
> 4
> -.0040152
> .1385037
city65 | -.0120648 .0214281 -0.56 0.57
> 4
> -.0542101
> .0300805
city66 | -.038454 .0247133 -1.56 0.12
> 1
> -.0870607
> .0101527
city67 | -.2190523 .0760701 -2.88 0.00
> 4
> -.3686687
> -.0694359
city68 | -.0864808 .0285635 -3.03 0.00
> 3
> -.1426601
> -.0303016
city69 | -.0298928 .0231404 -1.29 0.19
> 7
> -.0754059
> .0156204
city70 | .0287733 .0207807 1.38 0.16
> 7
> -.0120987
> .0696452
city71 | -.057638 .0269662 -2.14 0.03
> 3
> -.1106758
> -.0046002
city72 | .0252783 .0235759 1.07 0.28
> 4
> -.0210915
> .071648
city73 | .1702168 .0481559 3.53 0.00
> 0
> .0755027
> .2649309
city74 | -.025414 .0256516 -0.99 0.32
> 3
> -.0758661
> .0250382
city75 | .1356403 .0481413 2.82 0.00
> 5
> .0409548
> .2303258
city76 | -.1290863 .0443106 -2.91 0.00
> 4
> -.2162374
> -.0419352
city77 | -.1250009 .0481135 -2.60 0.01
> 0
> -.2196318
> -.0303701
city78 | -.007491 .022578 -0.33 0.74
> 0
> -.0518979
> .036916
city79 | .0020869 .0276354 0.08 0.94
> 0
> -.052267
> .0564408
city80 | -.0466661 .0416513 -1.12 0.26
> 3
> -.1285869
> .0352547
city81 | .085437 .0354501 2.41 0.01
> 6
> .0157129
> .1551611
city82 | .0068201 .0208588 0.33 0.74
> 4
> -.0342055
> .0478457
city83 | -.1268301 .0502915 -2.52 0.01
> 2
> -.2257447
> -.0279155
city84 | .0385913 .0281397 1.37 0.17
> 1
> -.0167546
> .0939372
city85 | .1231456 .0418531 2.94 0.00
> 3
> .040828
> .2054632
city86 | -.011806 .0197363 -0.60 0.55
> 0
> -.0506238
> .0270118
city87 | -.0749787 .0303724 -2.47 0.01
> 4
> -.1347159
> -.0152416
city88 | .0583717 .028216 2.07 0.03
> 9
> .0028758
> .1138676
city89 | -.0060331 .0217533 -0.28 0.78
> 2
> -.0488179
> .0367517
city90 | -.0434079 .0289929 -1.50 0.13
> 5
> -.1004318
> .013616
city91 | -.08407 .0357426 -2.35 0.01
> 9
> -.1543694
> -.0137706
city92 | -.0275502 .0584726 -0.47 0.63
> 8
> -.1425554
> .087455
city93 | -.0166961 .0280574 -0.60 0.55
> 2
> -.0718801
> .0384879
city94 | .063299 .035528 1.78 0.07
> 6
> -.0065783
> .1331764
city95 | -.0107144 .0207874 -0.52 0.60
> 7
> -.0515996
> .0301708
city96 | .0839748 .0338487 2.48 0.01
> 4
> .0174005
> .1505492
city97 | .1557008 .0540244 2.88 0.00
> 4
> .0494444
> .2619573
city98 | .1501173 .052506 2.86 0.00
> 5
> .0468473
> .2533874
city99 | .0481133 .0301494 1.60 0.11
> 1
> -.0111852
> .1074118
city100 | .0305615 .0286428 1.07 0.28
> 7
> -.0257738
> .0868969
city101 | .0465124 .0340204 1.37 0.17
> 2
> -.0203997
> .1134246
city102 | .0748043 .0309153 2.42 0.01
> 6
> .0139993
> .1356092
city103 | -.0883341 .0360211 -2.45 0.01
> 5
> -.1591813
> -.017487
city104 | .0741825 .0311474 2.38 0.01
> 8
> .0129211
> .1354439
city105 | .1507005 .0484555 3.11 0.00
> 2
> .0553972
> .2460039
city106 | .0229158 .0226186 1.01 0.31
> 2
> -.0215711
> .0674026
city107 | .048578 .0265413 1.83 0.06
> 8
> -.003624
> .1007801
city108 | .1094708 .0541229 2.02 0.04
> 4
> .0030205
> .215921
city109 | .0115822 .0219041 0.53 0.59
> 7
> -.0314993
> .0546637
city110 | -.1090114 .0488615 -2.23 0.02
> 6
> -.2051134
> -.0129094
city111 | .0014528 .0221529 0.07 0.94
> 8
> -.0421181
> .0450236
city112 | .1382534 .0413978 3.34 0.00
> 1
> .0568312
> .2196756
city113 | .1223274 .0386714 3.16 0.00
> 2
> .0462675
> .1983873
city114 | .1422427 .0504227 2.82 0.00
> 5
> .0430701
> .2414154
city115 | .092328 .0363926 2.54 0.01
> 2
> .0207502
> .1639057
city116 | .0660471 .0367066 1.80 0.07
> 3
> -.0061483
> .1382424
rg1y1 | -.1831494 .023654 -7.74 0.00
> 0
> -.2296726
> -.1366262
rg1y2 | -.0696151 .0134426 -5.18 0.00
> 0
> -.0960542
> -.0431759
rg2y1 | -.2214277 .0341895 -6.48 0.00
> 0
> -.2886723
> -.154183
rg2y2 | -.0930693 .0099488 -9.35 0.00
> 0
> -.1126369
> -.0735017
rg3y1 | -.2085371 .0325047 -6.42 0.00
> 0
> -.2724682
> -.144606
rg3y2 | -.0762787 .0052372 -14.56 0.00
> 0
> -.0865794
> -.065978
rg4y1 | -.2016498 .0315623 -6.39 0.00
> 0
> -.2637273
> -.1395724
rg4y2 | -.0673148 .0056123 -11.99 0.00
> 0
> -.0783532
> -.0562765
rg5y1 | -.1515994 .0142189 -10.66 0.00
> 0
> -.1795655
> -.1236333
rg5y2 | -.0695433 .0071307 -9.75 0.00
> 0
> -.0835682
> -.0555184
rg6y1 | -.1717641 .0263119 -6.53 0.00
> 0
> -.2235149
> -.1200133
rg6y2 | -.0772504 .0109566 -7.05 0.00
> 0
> -.0988001
> -.0557006
rg7y1 | -.1584984 .0164034 -9.66 0.00
> 0
> -.190761
> -.1262358
rg7y2 | -.0466685 .0051991 -8.98 0.00
> 0
> -.0568942
> -.0364428
rg8y1 | -.1094683 .014328 -7.64 0.00
> 0
> -.137649
> -.0812877
rg8y2 | -.0102818 .0150033 -0.69 0.49
> 4
> -.0397905
> .019227
rg9y1 | -.1568951 .0253597 -6.19 0.00
> 0
> -.2067731
> -.107017
rg9y2 | -.0680978 .0103154 -6.60 0.00
> 0
> -.0883864
> -.0478092
age | .0206368 .0006714 30.74 0.00
> 0
> .0193163
> .0219572
agesq | -.0002547 8.49e-06 -29.99 0.00
> 0
> -.0002714
> -.000238
married | -.0238058 .0010468 -22.74 0.00
> 0
> -.0258647
> -.0217469
black | -.0585474 .0033608 -17.42 0.00
> 0
> -.0651574
> -.0519374
children | -.0697782 .0030229 -23.08 0.00
> 0
> -.0757237
> -.0638327
child5 | -.0158671 .0012454 -12.74 0.00
> 0
> -.0183166
> -.0134176
_cons | -1.01064 .2503312 -4.04 0.00
> 0
> -1.502997
> -.5182823
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg work50 (indep =ins) lwagehourgradmorey70y1
> - lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2
> age agesq married black children child5 if rmedia
> nwagehourocc<83 [aweight=perwt], cluster(metaready
> 1)
(sum of wgt is 2.1509e+07)
Instrumental variables (2SLS) regression
> Number of obs = 995099
> F(152, 347) = 79.69
> Prob > F = 0.0000
> R-squared = 0.0397
> Root MSE = .33442
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work50 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0691095 .0259252 2.67 0.00
> 8
> .0181192
> .1200997
lwagehourg~1 | -.0401852 .0256368 -1.57 0.11
> 8
> -.0906084
> .010238
lwagehourg~2 | -.031271 .0153723 -2.03 0.04
> 3
> -.0615057
> -.0010364
fcollegepl~1 | -.1792852 .2473992 -0.72 0.46
> 9
> -.665876
> .3073056
fcollegepl~2 | -.0186971 .1588604 -0.12 0.90
> 6
> -.3311477
> .2937534
agmin70y1 | .6836431 .2817216 2.43 0.01
> 6
> .1295463
> 1.23774
agmin70y2 | .0356981 .1022567 0.35 0.72
> 7
> -.1654228
> .236819
manufact70y1 | -.0478221 .0486754 -0.98 0.32
> 7
> -.143558
> .0479138
manufact70y2 | -.0432734 .0319518 -1.35 0.17
> 7
> -.1061169
> .0195702
hsservices~1 | -.1339341 .189649 -0.71 0.48
> 1
> -.5069404
> .2390722
hsservices~2 | -.075485 .1141413 -0.66 0.50
> 9
> -.2999807
> .1490108
lfwomencol~1 | -.0530955 .0758671 -0.70 0.48
> 4
> -.2023129
> .0961218
lfwomencol~2 | .0237565 .0530698 0.45 0.65
> 5
> -.0806224
> .1281354
city1 | -.0334028 .0390652 -0.86 0.39
> 3
> -.1102372
> .0434317
city2 | -.0583794 .042999 -1.36 0.17
> 5
> -.1429509
> .026192
city3 | -.0601552 .0453135 -1.33 0.18
> 5
> -.1492788
> .0289685
city4 | -.0402136 .0401428 -1.00 0.31
> 7
> -.1191675
> .0387402
city5 | .0221246 .0274917 0.80 0.42
> 2
> -.0319467
> .0761959
city6 | -.1195157 .086041 -1.39 0.16
> 6
> -.2887431
> .0497118
city7 | -.0393015 .0443826 -0.89 0.37
> 6
> -.1265943
> .0479912
city8 | -.0499039 .0590615 -0.84 0.39
> 9
> -.1660674
> .0662596
city9 | -.1099079 .0664366 -1.65 0.09
> 9
> -.2405769
> .0207611
city10 | -.139709 .0801369 -1.74 0.08
> 2
> -.2973241
> .0179062
city11 | -.0536123 .0442876 -1.21 0.22
> 7
> -.1407182
> .0334936
city12 | -.0452388 .0383237 -1.18 0.23
> 9
> -.1206149
> .0301372
city13 | .001966 .0301518 0.07 0.94
> 8
> -.0573372
> .0612692
city14 | -.0533134 .0491387 -1.08 0.27
> 9
> -.1499605
> .0433337
city15 | -.1178192 .074744 -1.58 0.11
> 6
> -.2648274
> .0291891
city16 | -.0860921 .0474298 -1.82 0.07
> 0
> -.1793782
> .007194
city17 | -.0267439 .0305224 -0.88 0.38
> 2
> -.0867761
> .0332883
city18 | -.0402098 .0458269 -0.88 0.38
> 1
> -.1303433
> .0499236
city19 | -.1063593 .0701119 -1.52 0.13
> 0
> -.2442571
> .0315385
city20 | -.0487255 .0435695 -1.12 0.26
> 4
> -.134419
> .036968
city21 | -.1921896 .1062454 -1.81 0.07
> 1
> -.4011555
> .0167764
city22 | -.0475038 .0409543 -1.16 0.24
> 7
> -.1280537
> .033046
city23 | -.0893413 .0614526 -1.45 0.14
> 7
> -.2102079
> .0315252
city24 | -.1240451 .0688342 -1.80 0.07
> 2
> -.2594299
> .0113397
city25 | -.0441394 .0398783 -1.11 0.26
> 9
> -.1225729
> .0342941
city26 | -.0635236 .0599684 -1.06 0.29
> 0
> -.1814709
> .0544237
city27 | -.0284687 .0460153 -0.62 0.53
> 7
> -.1189726
> .0620352
city28 | -.1403554 .0957544 -1.47 0.14
> 4
> -.3286874
> .0479766
city29 | .006671 .0261437 0.26 0.79
> 9
> -.0447491
> .058091
city30 | -.0623343 .0483914 -1.29 0.19
> 9
> -.1575118
> .0328431
city31 | -.1001485 .0752548 -1.33 0.18
> 4
> -.2481614
> .0478643
city32 | .0570731 .0230296 2.48 0.01
> 4
> .011778
> .1023682
city33 | -.1608063 .0847429 -1.90 0.05
> 9
> -.3274807
> .0058682
city34 | 0 (omitted)
city35 | -.0781888 .0603331 -1.30 0.19
> 6
> -.1968534
> .0404759
city36 | -.020672 .0256138 -0.81 0.42
> 0
> -.0710498
> .0297058
city37 | -.0030334 .0325096 -0.09 0.92
> 6
> -.0669741
> .0609073
city38 | -.0876395 .0655221 -1.34 0.18
> 2
> -.2165099
> .041231
city39 | -.0043887 .0368396 -0.12 0.90
> 5
> -.0768458
> .0680683
city40 | -.1232584 .0702617 -1.75 0.08
> 0
> -.2614507
> .0149339
city41 | -.0536418 .045243 -1.19 0.23
> 7
> -.1426269
> .0353433
city42 | -.1159772 .0692239 -1.68 0.09
> 5
> -.2521284
> .0201741
city43 | -.0922824 .0598536 -1.54 0.12
> 4
> -.2100039
> .0254392
city44 | -.0648436 .0425988 -1.52 0.12
> 9
> -.148628
> .0189408
city45 | -.0444259 .0454595 -0.98 0.32
> 9
> -.1338368
> .044985
city46 | -.0240631 .0541555 -0.44 0.65
> 7
> -.1305775
> .0824513
city47 | -.1591378 .101327 -1.57 0.11
> 7
> -.3584302
> .0401546
city48 | -.0806366 .0615647 -1.31 0.19
> 1
> -.2017235
> .0404503
city49 | -.0222659 .0367052 -0.61 0.54
> 5
> -.0944585
> .0499267
city50 | -.0701592 .056536 -1.24 0.21
> 5
> -.1813554
> .0410371
city51 | -.0403479 .0294182 -1.37 0.17
> 1
> -.0982083
> .0175126
city52 | -.0723862 .0607978 -1.19 0.23
> 5
> -.1919647
> .0471923
city53 | -.0650032 .0463695 -1.40 0.16
> 2
> -.1562039
> .0261975
city54 | -.0640562 .0458812 -1.40 0.16
> 4
> -.1542964
> .026184
city55 | -.1209794 .070076 -1.73 0.08
> 5
> -.2588066
> .0168477
city56 | -.0286856 .0393034 -0.73 0.46
> 6
> -.1059885
> .0486174
city57 | -.2442822 .1276096 -1.91 0.05
> 6
> -.4952679
> .0067034
city58 | -.0688242 .0533561 -1.29 0.19
> 8
> -.1737663
> .0361179
city59 | .066529 .0242029 2.75 0.00
> 6
> .0189261
> .1141319
city60 | -.0782275 .0516476 -1.51 0.13
> 1
> -.1798092
> .0233543
city61 | -.1427908 .0854632 -1.67 0.09
> 6
> -.3108818
> .0253002
city62 | -.0590624 .0526703 -1.12 0.26
> 3
> -.1626557
> .0445309
city63 | -.0698793 .055795 -1.25 0.21
> 1
> -.1796183
> .0398597
city64 | -.0511355 .0412597 -1.24 0.21
> 6
> -.1322861
> .0300151
city65 | -.0796167 .061322 -1.30 0.19
> 5
> -.2002263
> .0409929
city66 | -.1084448 .0635688 -1.71 0.08
> 9
> -.2334735
> .0165839
city67 | -.2033766 .1120961 -1.81 0.07
> 0
> -.42385
> .0170967
city68 | -.1421269 .0679924 -2.09 0.03
> 7
> -.2758559
> -.0083978
city69 | -.1028597 .0595723 -1.73 0.08
> 5
> -.220028
> .0143086
city70 | -.0571374 .0587541 -0.97 0.33
> 1
> -.1726963
> .0584215
city71 | -.1103467 .0684599 -1.61 0.10
> 8
> -.2449953
> .0243019
city72 | -.0611155 .0543334 -1.12 0.26
> 1
> -.1679798
> .0457487
city73 | .0343818 .0271529 1.27 0.20
> 6
> -.0190232
> .0877869
city74 | -.0919807 .0646379 -1.42 0.15
> 6
> -.219112
> .0351505
city75 | -.009816 .0290643 -0.34 0.73
> 6
> -.0669803
> .0473484
city76 | -.1600747 .0849563 -1.88 0.06
> 0
> -.3271688
> .0070194
city77 | -.1535058 .0886266 -1.73 0.08
> 4
> -.3278186
> .0208071
city78 | -.0909259 .054758 -1.66 0.09
> 8
> -.1986251
> .0167734
city79 | -.0701708 .0629554 -1.11 0.26
> 6
> -.193993
> .0536513
city80 | -.1268689 .0638466 -1.99 0.04
> 8
> -.252444
> -.0012939
city81 | -.0383944 .0400557 -0.96 0.33
> 8
> -.117177
> .0403882
city82 | -.073888 .0558795 -1.32 0.18
> 7
> -.1837931
> .0360171
city83 | -.1596454 .0880731 -1.81 0.07
> 1
> -.3328697
> .0135789
city84 | -.052247 .0507102 -1.03 0.30
> 4
> -.151985
> .0474911
city85 | .0072122 .0332008 0.22 0.82
> 8
> -.0580879
> .0725123
city86 | -.0909051 .0586609 -1.55 0.12
> 2
> -.2062808
> .0244706
city87 | -.1265536 .0731439 -1.73 0.08
> 4
> -.2704147
> .0173076
city88 | -.0550245 .0529834 -1.04 0.30
> 0
> -.1592336
> .0491846
city89 | -.0870337 .0572921 -1.52 0.13
> 0
> -.1997172
> .0256499
city90 | -.100646 .0713412 -1.41 0.15
> 9
> -.2409617
> .0396697
city91 | -.125712 .0780091 -1.61 0.10
> 8
> -.2791422
> .0277182
city92 | -.067981 .0858016 -0.79 0.42
> 9
> -.2367377
> .1007757
city93 | -.0638748 .0694515 -0.92 0.35
> 8
> -.2004736
> .072724
city94 | -.0340421 .0471668 -0.72 0.47
> 1
> -.1268108
> .0587267
city95 | -.0764115 .0625608 -1.22 0.22
> 3
> -.1994575
> .0466346
city96 | -.0361365 .0416451 -0.87 0.38
> 6
> -.1180451
> .045772
city97 | .0105966 .0299964 0.35 0.72
> 4
> -.048401
> .0695941
city98 | .0110244 .0273889 0.40 0.68
> 8
> -.0428448
> .0648936
city99 | -.0676185 .04286 -1.58 0.11
> 6
> -.1519166
> .0166796
city100 | -.0743057 .0502682 -1.48 0.14
> 0
> -.1731744
> .024563
city101 | -.0599905 .045746 -1.31 0.19
> 1
> -.1499648
> .0299838
city102 | -.0340878 .0418775 -0.81 0.41
> 6
> -.1164535
> .0482778
city103 | -.1367692 .0776922 -1.76 0.07
> 9
> -.2895762
> .0160377
city104 | -.0377652 .0399707 -0.94 0.34
> 5
> -.1163806
> .0408502
city105 | .0226807 .0289444 0.78 0.43
> 4
> -.0342479
> .0796092
city106 | -.0638233 .055656 -1.15 0.25
> 2
> -.173289
> .0456423
city107 | -.056424 .0458939 -1.23 0.22
> 0
> -.1466893
> .0338413
city108 | -.0333495 .0337164 -0.99 0.32
> 3
> -.0996638
> .0329648
city109 | -.0733668 .0560554 -1.31 0.19
> 1
> -.1836179
> .0368844
city110 | -.1274956 .0912989 -1.40 0.16
> 3
> -.3070645
> .0520734
city111 | -.0837351 .0581859 -1.44 0.15
> 1
> -.1981765
> .0307063
city112 | .0051892 .0337113 0.15 0.87
> 8
> -.0611151
> .0714934
city113 | .0094995 .0350036 0.27 0.78
> 6
> -.0593465
> .0783455
city114 | .0028037 .0302553 0.09 0.92
> 6
> -.0567032
> .0623105
city115 | -.0314103 .0395753 -0.79 0.42
> 8
> -.1092479
> .0464272
city116 | -.0576036 .0386109 -1.49 0.13
> 7
> -.1335446
> .0183373
rg1y1 | .0284609 .0954608 0.30 0.76
> 6
> -.1592937
> .2162156
rg1y2 | .0190899 .0510159 0.37 0.70
> 8
> -.0812494
> .1194292
rg2y1 | -.0026508 .1021308 -0.03 0.97
> 9
> -.2035242
> .1982225
rg2y2 | .0043988 .0530993 0.08 0.93
> 4
> -.1000382
> .1088358
rg3y1 | .0031372 .1012812 0.03 0.97
> 5
> -.196065
> .2023394
rg3y2 | .0130578 .0509675 0.26 0.79
> 8
> -.0871863
> .1133019
rg4y1 | .0072512 .0988403 0.07 0.94
> 2
> -.1871503
> .2016527
rg4y2 | .0185266 .0499836 0.37 0.71
> 1
> -.0797823
> .1168355
rg5y1 | .0351769 .0935506 0.38 0.70
> 7
> -.1488206
> .2191745
rg5y2 | .012769 .050817 0.25 0.80
> 2
> -.087179
> .112717
rg6y1 | .0247062 .1000484 0.25 0.80
> 5
> -.1720713
> .2214837
rg6y2 | .0123147 .0529587 0.23 0.81
> 6
> -.0918458
> .1164752
rg7y1 | .0169454 .0933984 0.18 0.85
> 6
> -.1667527
> .2006436
rg7y2 | .0271959 .048349 0.56 0.57
> 4
> -.0678981
> .1222899
rg8y1 | .0473875 .08261 0.57 0.56
> 7
> -.1150918
> .2098669
rg8y2 | .0503172 .0430776 1.17 0.24
> 4
> -.0344088
> .1350433
rg9y1 | .0196808 .0935844 0.21 0.83
> 4
> -.1643833
> .2037449
rg9y2 | .0123519 .0493312 0.25 0.80
> 2
> -.0846739
> .1093777
age | .0206521 .0006705 30.80 0.00
> 0
> .0193334
> .0219708
agesq | -.0002549 8.48e-06 -30.07 0.00
> 0
> -.0002716
> -.0002382
married | -.0237668 .001049 -22.66 0.00
> 0
> -.02583
> -.0217037
black | -.0585209 .003357 -17.43 0.00
> 0
> -.0651236
> -.0519182
children | -.0697046 .0030238 -23.05 0.00
> 0
> -.0756519
> -.0637573
child5 | -.0159597 .0012481 -12.79 0.00
> 0
> -.0184144
> -.0135049
_cons | -.61262 .147 -4.17 0.00
> 0
> -.9017432
> -.3234969
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg work60 (indep =ins) city1-city116 rg1y1-rg
> 9y2 age agesq married black children child5 if rme
> dianwagehourocc<41 [aweight=perwt], cluster(metare
> ady1)
(sum of wgt is 7.2784e+06)
Instrumental variables (2SLS) regression
> Number of obs = 336172
> F(140, 347) = 22.05
> Prob > F = 0.0000
> R-squared = 0.0130
> Root MSE = .24427
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work60 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .076337 .0260709 2.93 0.00
> 4
> .0250601
> .1276139
city1 | -.1065683 .044887 -2.37 0.01
> 8
> -.1948532
> -.0182835
city2 | -.1132162 .0471235 -2.40 0.01
> 7
> -.2058999
> -.0205326
city3 | -.1136447 .0516325 -2.20 0.02
> 8
> -.2151967
> -.0120928
city4 | -.1097897 .0480492 -2.28 0.02
> 3
> -.204294
> -.0152854
city5 | -.0287624 .0348756 -0.82 0.41
> 0
> -.0973567
> .0398318
city6 | -.2336377 .0900474 -2.59 0.01
> 0
> -.4107452
> -.0565303
city7 | -.1020822 .0479307 -2.13 0.03
> 4
> -.1963534
> -.0078109
city8 | -.1567401 .0635251 -2.47 0.01
> 4
> -.2816827
> -.0317975
city9 | -.155323 .0625957 -2.48 0.01
> 4
> -.2784378
> -.0322082
city10 | -.226272 .0879766 -2.57 0.01
> 1
> -.3993066
> -.0532375
city11 | -.110691 .0473933 -2.34 0.02
> 0
> -.2039052
> -.0174767
city12 | -.0849604 .0461518 -1.84 0.06
> 6
> -.1757328
> .0058121
city13 | -.0303392 .0298703 -1.02 0.31
> 0
> -.0890888
> .0284105
city14 | -.1152575 .0535372 -2.15 0.03
> 2
> -.2205558
> -.0099591
city15 | -.2046546 .0786569 -2.60 0.01
> 0
> -.3593589
> -.0499503
city16 | -.1213287 .0524007 -2.32 0.02
> 1
> -.2243918
> -.0182657
city17 | -.0706651 .0363913 -1.94 0.05
> 3
> -.1422405
> .0009103
city18 | -.0893208 .0597897 -1.49 0.13
> 6
> -.2069167
> .0282751
city19 | -.2007669 .0756119 -2.66 0.00
> 8
> -.3494823
> -.0520515
city20 | -.1217681 .0495966 -2.46 0.01
> 5
> -.2193159
> -.0242204
city21 | -.299196 .1094086 -2.73 0.00
> 7
> -.5143833
> -.0840086
city22 | -.1123348 .0447946 -2.51 0.01
> 3
> -.2004379
> -.0242318
city23 | -.1859713 .0665166 -2.80 0.00
> 5
> -.3167979
> -.0551448
city24 | -.1958429 .072999 -2.68 0.00
> 8
> -.3394191
> -.0522667
city25 | -.1147371 .0457635 -2.51 0.01
> 3
> -.2047459
> -.0247283
city26 | -.1555267 .0642564 -2.42 0.01
> 6
> -.2819078
> -.0291455
city27 | -.0708956 .0454178 -1.56 0.11
> 9
> -.1602244
> .0184332
city28 | -.2573812 .1010274 -2.55 0.01
> 1
> -.4560844
> -.0586781
city29 | -.0540428 .032622 -1.66 0.09
> 8
> -.1182046
> .010119
city30 | -.1353477 .0528492 -2.56 0.01
> 1
> -.2392927
> -.0314027
city31 | -.2087972 .0793378 -2.63 0.00
> 9
> -.3648407
> -.0527536
city32 | -.030674 .0298225 -1.03 0.30
> 4
> -.0893296
> .0279817
city33 | -.2451949 .0895023 -2.74 0.00
> 6
> -.4212302
> -.0691596
city34 | 0 (omitted)
city35 | -.1323484 .0631839 -2.09 0.03
> 7
> -.25662
> -.0080767
city36 | -.0554554 .0326981 -1.70 0.09
> 1
> -.1197667
> .008856
city37 | -.0754108 .0354059 -2.13 0.03
> 4
> -.1450479
> -.0057737
city38 | -.1678284 .0709541 -2.37 0.01
> 9
> -.3073827
> -.0282741
city39 | -.0773503 .0399581 -1.94 0.05
> 4
> -.1559409
> .0012403
city40 | -.1776305 .0699349 -2.54 0.01
> 2
> -.3151801
> -.0400809
city41 | -.1268564 .0500535 -2.53 0.01
> 2
> -.2253028
> -.02841
city42 | -.2053075 .0741801 -2.77 0.00
> 6
> -.3512066
> -.0594083
city43 | -.1821678 .0648743 -2.81 0.00
> 5
> -.3097642
> -.0545714
city44 | -.1162948 .0490782 -2.37 0.01
> 8
> -.212823
> -.0197666
city45 | -.119777 .0517285 -2.32 0.02
> 1
> -.221518
> -.0180361
city46 | -.0924659 .0560189 -1.65 0.10
> 0
> -.2026452
> .0177134
city47 | -.2708076 .1046352 -2.59 0.01
> 0
> -.4766065
> -.0650086
city48 | -.1687776 .0674288 -2.50 0.01
> 3
> -.3013982
> -.0361569
city49 | -.0697787 .0401754 -1.74 0.08
> 3
> -.1487967
> .0092392
city50 | -.1441786 .0609698 -2.36 0.01
> 9
> -.2640955
> -.0242618
city51 | -.0338317 .034786 -0.97 0.33
> 1
> -.1022497
> .0345863
city52 | -.1715614 .0635645 -2.70 0.00
> 7
> -.2965815
> -.0465413
city53 | -.1271719 .0523046 -2.43 0.01
> 6
> -.2300459
> -.0242979
city54 | -.1171974 .0559372 -2.10 0.03
> 7
> -.227216
> -.0071787
city55 | -.194656 .0743883 -2.62 0.00
> 9
> -.3409648
> -.0483473
city56 | -.0897053 .0411408 -2.18 0.03
> 0
> -.1706221
> -.0087885
city57 | -.3553931 .1312116 -2.71 0.00
> 7
> -.6134632
> -.097323
city58 | -.1388038 .0571002 -2.43 0.01
> 6
> -.2511099
> -.0264977
city59 | -.022381 .0280362 -0.80 0.42
> 5
> -.0775232
> .0327612
city60 | -.1427582 .0550559 -2.59 0.01
> 0
> -.2510435
> -.0344729
city61 | -.2265114 .0925342 -2.45 0.01
> 5
> -.4085099
> -.0445128
city62 | -.1572819 .057426 -2.74 0.00
> 6
> -.2702286
> -.0443351
city63 | -.1713598 .0610147 -2.81 0.00
> 5
> -.2913649
> -.0513546
city64 | -.0867525 .0437999 -1.98 0.04
> 8
> -.1728993
> -.0006058
city65 | -.1581746 .0660637 -2.39 0.01
> 7
> -.2881103
> -.028239
city66 | -.1604189 .0692814 -2.32 0.02
> 1
> -.2966833
> -.0241545
city67 | -.2953891 .1153532 -2.56 0.01
> 1
> -.5222685
> -.0685097
city68 | -.1916897 .073125 -2.62 0.00
> 9
> -.3355137
> -.0478656
city69 | -.1773444 .0639663 -2.77 0.00
> 6
> -.3031548
> -.051534
city70 | -.1463275 .0594316 -2.46 0.01
> 4
> -.263219
> -.0294361
city71 | -.194394 .0734461 -2.65 0.00
> 8
> -.3388497
> -.0499384
city72 | -.1267412 .0595808 -2.13 0.03
> 4
> -.2439261
> -.0095563
city73 | -.039352 .0334572 -1.18 0.24
> 0
> -.1051563
> .0264524
city74 | -.1773932 .0709849 -2.50 0.01
> 3
> -.3170079
> -.0377784
city75 | -.0674332 .0362268 -1.86 0.06
> 4
> -.138685
> .0038186
city76 | -.2314004 .0891901 -2.59 0.01
> 0
> -.4068216
> -.0559791
city77 | -.2508742 .0929549 -2.70 0.00
> 7
> -.4337001
> -.0680483
city78 | -.1489533 .0600814 -2.48 0.01
> 4
> -.2671229
> -.0307836
city79 | -.1563614 .0673409 -2.32 0.02
> 1
> -.2888091
> -.0239136
city80 | -.1683973 .0665739 -2.53 0.01
> 2
> -.2993365
> -.037458
city81 | -.0837001 .0424312 -1.97 0.04
> 9
> -.1671547
> -.0002455
city82 | -.1606465 .0617063 -2.60 0.01
> 0
> -.2820121
> -.039281
city83 | -.2316367 .0911856 -2.54 0.01
> 2
> -.4109828
> -.0522906
city84 | -.1255342 .0549473 -2.28 0.02
> 3
> -.2336058
> -.0174626
city85 | -.0907117 .0397948 -2.28 0.02
> 3
> -.1689809
> -.0124424
city86 | -.1575961 .0633198 -2.49 0.01
> 3
> -.2821351
> -.0330572
city87 | -.2174239 .0773416 -2.81 0.00
> 5
> -.3695412
> -.0653066
city88 | -.1055415 .0523246 -2.02 0.04
> 4
> -.2084547
> -.0026283
city89 | -.1672621 .0613834 -2.72 0.00
> 7
> -.2879924
> -.0465317
city90 | -.1868553 .0758487 -2.46 0.01
> 4
> -.3360363
> -.0376742
city91 | -.2149081 .0834454 -2.58 0.01
> 0
> -.3790305
> -.0507857
city92 | -.1864644 .0863715 -2.16 0.03
> 2
> -.356342
> -.0165869
city93 | -.1803759 .074221 -2.43 0.01
> 6
> -.3263557
> -.0343962
city94 | -.1099279 .0492784 -2.23 0.02
> 6
> -.2068499
> -.0130059
city95 | -.1721275 .0667425 -2.58 0.01
> 0
> -.3033982
> -.0408568
city96 | -.0912019 .0503352 -1.81 0.07
> 1
> -.1902023
> .0077985
city97 | -.0536773 .037739 -1.42 0.15
> 6
> -.1279033
> .0205486
city98 | -.0437527 .0312411 -1.40 0.16
> 2
> -.1051984
> .017693
city99 | -.1124884 .0462851 -2.43 0.01
> 6
> -.203523
> -.0214537
city100 | -.1442334 .0569234 -2.53 0.01
> 2
> -.2561916
> -.0322751
city101 | -.1092817 .049916 -2.19 0.02
> 9
> -.2074577
> -.0111058
city102 | -.0974735 .0455796 -2.14 0.03
> 3
> -.1871206
> -.0078264
city103 | -.213569 .0827281 -2.58 0.01
> 0
> -.3762806
> -.0508575
city104 | -.1124124 .0453616 -2.48 0.01
> 4
> -.2016307
> -.023194
city105 | -.0517817 .0334361 -1.55 0.12
> 2
> -.1175446
> .0139812
city106 | -.1431232 .0587479 -2.44 0.01
> 5
> -.25867
> -.0275763
city107 | -.1127054 .0509137 -2.21 0.02
> 8
> -.2128437
> -.0125671
city108 | -.0678689 .0346204 -1.96 0.05
> 1
> -.1359611
> .0002233
city109 | -.157883 .0612512 -2.58 0.01
> 0
> -.2783533
> -.0374127
city110 | -.2518249 .0938068 -2.68 0.00
> 8
> -.4363263
> -.0673234
city111 | -.1580205 .0630681 -2.51 0.01
> 3
> -.2820644
> -.0339767
city112 | -.0728885 .0383314 -1.90 0.05
> 8
> -.1482795
> .0025025
city113 | -.0698799 .0424302 -1.65 0.10
> 0
> -.1533327
> .0135728
city114 | -.047556 .0373514 -1.27 0.20
> 4
> -.1210196
> .0259077
city115 | -.0738997 .042972 -1.72 0.08
> 6
> -.1584181
> .0106188
city116 | -.0767169 .041775 -1.84 0.06
> 7
> -.158881
> .0054472
rg1y1 | -.0897081 .0176607 -5.08 0.00
> 0
> -.1244435
> -.0549726
rg1y2 | -.0385263 .0095923 -4.02 0.00
> 0
> -.0573926
> -.0196599
rg2y1 | -.1302005 .0283174 -4.60 0.00
> 0
> -.1858958
> -.0745053
rg2y2 | -.0600301 .0081016 -7.41 0.00
> 0
> -.0759646
> -.0440956
rg3y1 | -.1075872 .0253984 -4.24 0.00
> 0
> -.1575415
> -.057633
rg3y2 | -.0382143 .0038314 -9.97 0.00
> 0
> -.04575
> -.0306787
rg4y1 | -.0921706 .0249083 -3.70 0.00
> 0
> -.1411607
> -.0431804
rg4y2 | -.0239595 .0064794 -3.70 0.00
> 0
> -.0367033
> -.0112158
rg5y1 | -.0725241 .0105614 -6.87 0.00
> 0
> -.0932965
> -.0517518
rg5y2 | -.0327116 .006354 -5.15 0.00
> 0
> -.0452088
> -.0202145
rg6y1 | -.0928411 .0209438 -4.43 0.00
> 0
> -.1340338
> -.0516484
rg6y2 | -.0495468 .0081126 -6.11 0.00
> 0
> -.0655028
> -.0335908
rg7y1 | -.0802986 .0132485 -6.06 0.00
> 0
> -.1063561
> -.0542412
rg7y2 | -.0241726 .0044427 -5.44 0.00
> 0
> -.0329106
> -.0154345
rg8y1 | -.0390409 .0094257 -4.14 0.00
> 0
> -.0575796
> -.0205022
rg8y2 | .0005052 .011836 0.04 0.96
> 6
> -.0227741
> .0237845
rg9y1 | -.0769734 .0176039 -4.37 0.00
> 0
> -.1115971
> -.0423497
rg9y2 | -.041199 .0069174 -5.96 0.00
> 0
> -.0548042
> -.0275937
age | .0101596 .0004199 24.20 0.00
> 0
> .0093337
> .0109854
agesq | -.0001241 5.18e-06 -23.98 0.00
> 0
> -.0001343
> -.0001139
married | -.0112417 .0010458 -10.75 0.00
> 0
> -.0132986
> -.0091847
black | -.0139073 .0021016 -6.62 0.00
> 0
> -.0180407
> -.0097739
children | -.0313624 .0020629 -15.20 0.00
> 0
> -.0354197
> -.0273052
child5 | -.006194 .0015863 -3.90 0.00
> 0
> -.009314
> -.0030741
_cons | -.5180582 .1451428 -3.57 0.00
> 0
> -.8035286
> -.2325878
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg work60 (indep =ins) lwagehourgradmorey70y1
> - lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2
> age agesq married black children child5 if rmedia
> nwagehourocc<41 [aweight=perwt], cluster(metaready
> 1)
(sum of wgt is 7.2784e+06)
Instrumental variables (2SLS) regression
> Number of obs = 336172
> F(152, 347) = 46.83
> Prob > F = 0.0000
> R-squared = 0.0152
> Root MSE = .24401
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work60 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0341858 .019604 1.74 0.08
> 2
> -.0043718
> .0727434
lwagehourg~1 | -.0397599 .0171632 -2.32 0.02
> 1
> -.0735169
> -.0060028
lwagehourg~2 | -.0339583 .0102528 -3.31 0.00
> 1
> -.0541238
> -.0137929
fcollegepl~1 | .051909 .1572221 0.33 0.74
> 1
> -.2573193
> .3611373
fcollegepl~2 | .1458297 .1166972 1.25 0.21
> 2
> -.0836932
> .3753525
agmin70y1 | .5361255 .2035284 2.63 0.00
> 9
> .135821
> .9364301
agmin70y2 | .0740006 .0856679 0.86 0.38
> 8
> -.094493
> .2424942
manufact70y1 | .0154862 .0339668 0.46 0.64
> 9
> -.0513205
> .0822929
manufact70y2 | -.028458 .026462 -1.08 0.28
> 3
> -.080504
> .0235881
hsservices~1 | -.1532728 .1508958 -1.02 0.31
> 0
> -.4500582
> .1435126
hsservices~2 | -.1798311 .0988201 -1.82 0.07
> 0
> -.3741927
> .0145306
lfwomencol~1 | -.10107 .0528927 -1.91 0.05
> 7
> -.2051007
> .0029607
lfwomencol~2 | -.0311133 .0393168 -0.79 0.42
> 9
> -.1084426
> .046216
city1 | -.0259378 .0372045 -0.70 0.48
> 6
> -.0991125
> .0472369
city2 | -.0277739 .0396999 -0.70 0.48
> 5
> -.1058565
> .0503088
city3 | -.0147512 .0404369 -0.36 0.71
> 5
> -.0942835
> .064781
city4 | -.0358169 .0410995 -0.87 0.38
> 4
> -.1166524
> .0450187
city5 | .0148437 .0342144 0.43 0.66
> 5
> -.05245
> .0821374
city6 | -.0700792 .0664081 -1.06 0.29
> 2
> -.2006923
> .0605339
city7 | -.0169467 .0400461 -0.42 0.67
> 2
> -.0957104
> .0618169
city8 | -.0385208 .0484624 -0.79 0.42
> 7
> -.1338378
> .0567962
city9 | -.0648409 .0537039 -1.21 0.22
> 8
> -.170467
> .0407852
city10 | -.0723294 .0621641 -1.16 0.24
> 5
> -.1945952
> .0499364
city11 | -.0209719 .0384993 -0.54 0.58
> 6
> -.0966932
> .0547494
city12 | -.0096901 .0389522 -0.25 0.80
> 4
> -.0863022
> .066922
city13 | .0034642 .0309856 0.11 0.91
> 1
> -.057479
> .0644075
city14 | -.0193713 .0425405 -0.46 0.64
> 9
> -.103041
> .0642983
city15 | -.0607779 .0586144 -1.04 0.30
> 0
> -.1760622
> .0545063
city16 | -.0290376 .0415784 -0.70 0.48
> 5
> -.1108149
> .0527397
city17 | -.0167807 .0330013 -0.51 0.61
> 1
> -.0816884
> .0481271
city18 | -.0076326 .0502656 -0.15 0.87
> 9
> -.1064962
> .0912309
city19 | -.0644532 .0558817 -1.15 0.25
> 0
> -.1743628
> .0454563
city20 | -.0317949 .040741 -0.78 0.43
> 6
> -.1119253
> .0483356
city21 | -.1020984 .0804505 -1.27 0.20
> 5
> -.2603304
> .0561336
city22 | -.0345281 .0378881 -0.91 0.36
> 3
> -.1090473
> .039991
city23 | -.0619996 .0501541 -1.24 0.21
> 7
> -.1606439
> .0366447
city24 | -.0651957 .054176 -1.20 0.23
> 0
> -.1717503
> .041359
city25 | -.0369569 .0374747 -0.99 0.32
> 5
> -.110663
> .0367492
city26 | -.0374637 .048665 -0.77 0.44
> 2
> -.1331791
> .0582517
city27 | -.0041272 .0403655 -0.10 0.91
> 9
> -.0835191
> .0752647
city28 | -.0723617 .0733121 -0.99 0.32
> 4
> -.2165536
> .0718302
city29 | -.0057038 .031319 -0.18 0.85
> 6
> -.0673029
> .0558952
city30 | -.0420674 .0429026 -0.98 0.32
> 8
> -.1264492
> .0423145
city31 | -.0597876 .0590225 -1.01 0.31
> 2
> -.1758746
> .0562993
city32 | .0102355 .0318016 0.32 0.74
> 8
> -.0523128
> .0727837
city33 | -.0817728 .0657868 -1.24 0.21
> 5
> -.2111639
> .0476184
city34 | 0 (omitted)
city35 | -.0158992 .0491835 -0.32 0.74
> 7
> -.1126345
> .0808361
city36 | -.0227412 .0327105 -0.70 0.48
> 7
> -.087077
> .0415947
city37 | -.0023127 .0352235 -0.07 0.94
> 8
> -.0715911
> .0669657
city38 | -.0338188 .0529164 -0.64 0.52
> 3
> -.137896
> .0702585
city39 | -.0132365 .0339672 -0.39 0.69
> 7
> -.0800441
> .0535711
city40 | -.0579103 .0560481 -1.03 0.30
> 2
> -.168147
> .0523264
city41 | -.0398324 .0404918 -0.98 0.32
> 6
> -.1194727
> .0398079
city42 | -.0757259 .0549273 -1.38 0.16
> 9
> -.1837582
> .0323064
city43 | -.0666556 .0489801 -1.36 0.17
> 4
> -.1629908
> .0296796
city44 | -.0335168 .0396847 -0.84 0.39
> 9
> -.1115697
> .0445361
city45 | -.0307935 .0405753 -0.76 0.44
> 8
> -.1105979
> .0490109
city46 | -.0029058 .0504945 -0.06 0.95
> 4
> -.1022196
> .096408
city47 | -.0864498 .0773933 -1.12 0.26
> 5
> -.2386689
> .0657692
city48 | -.0510888 .0503307 -1.02 0.31
> 1
> -.1500803
> .0479028
city49 | -.0070003 .0350232 -0.20 0.84
> 2
> -.0758849
> .0618842
city50 | -.0271201 .0469695 -0.58 0.56
> 4
> -.1195008
> .0652607
city51 | -.0051258 .0319891 -0.16 0.87
> 3
> -.0680427
> .0577911
city52 | -.0553511 .0495087 -1.12 0.26
> 4
> -.152726
> .0420237
city53 | -.0384778 .0412867 -0.93 0.35
> 2
> -.1196815
> .0427259
city54 | -.0420925 .0422979 -1.00 0.32
> 0
> -.1252849
> .0411
city55 | -.0646943 .0561161 -1.15 0.25
> 0
> -.1750648
> .0456762
city56 | -.0103263 .0360803 -0.29 0.77
> 5
> -.08129
> .0606373
city57 | -.1165048 .0962165 -1.21 0.22
> 7
> -.3057458
> .0727362
city58 | -.0307168 .0450754 -0.68 0.49
> 6
> -.1193721
> .0579385
city59 | .0148241 .0307398 0.48 0.63
> 0
> -.0456358
> .0752839
city60 | -.0445245 .0436107 -1.02 0.30
> 8
> -.1302989
> .04125
city61 | -.0598315 .0675087 -0.89 0.37
> 6
> -.1926093
> .0729463
city62 | -.0484988 .0444382 -1.09 0.27
> 6
> -.1359009
> .0389034
city63 | -.0582842 .0465106 -1.25 0.21
> 1
> -.1497624
> .033194
city64 | -.0074143 .0379166 -0.20 0.84
> 5
> -.0819895
> .067161
city65 | -.0340991 .0504751 -0.68 0.50
> 0
> -.1333748
> .0651766
city66 | -.035695 .0519353 -0.69 0.49
> 2
> -.1378427
> .0664526
city67 | -.0834291 .0850548 -0.98 0.32
> 7
> -.2507169
> .0838587
city68 | -.0575714 .054216 -1.06 0.28
> 9
> -.1642047
> .0490618
city69 | -.0626923 .049186 -1.27 0.20
> 3
> -.1594325
> .0340478
city70 | -.0319772 .0482664 -0.66 0.50
> 8
> -.1269087
> .0629543
city71 | -.0592851 .0548077 -1.08 0.28
> 0
> -.1670822
> .048512
city72 | -.0200273 .0463219 -0.43 0.66
> 6
> -.1111342
> .0710797
city73 | .0183025 .0326102 0.56 0.57
> 5
> -.0458361
> .0824411
city74 | -.0479542 .0526111 -0.91 0.36
> 3
> -.1514311
> .0555226
city75 | -.0169406 .0354717 -0.48 0.63
> 3
> -.0867072
> .0528259
city76 | -.0694528 .0659308 -1.05 0.29
> 3
> -.199127
> .0602214
city77 | -.0866839 .068006 -1.27 0.20
> 3
> -.2204398
> .047072
city78 | -.0427072 .0463779 -0.92 0.35
> 8
> -.1339243
> .0485099
city79 | -.0367372 .0508863 -0.72 0.47
> 1
> -.1368216
> .0633472
city80 | -.0562487 .0499698 -1.13 0.26
> 1
> -.1545305
> .0420331
city81 | -.012282 .0373773 -0.33 0.74
> 3
> -.0857965
> .0612325
city82 | -.048105 .0464107 -1.04 0.30
> 1
> -.1393867
> .0431766
city83 | -.0688305 .0674391 -1.02 0.30
> 8
> -.2014713
> .0638104
city84 | -.0285281 .0432885 -0.66 0.51
> 0
> -.113669
> .0566129
city85 | -.0185182 .0338269 -0.55 0.58
> 4
> -.0850497
> .0480134
city86 | -.0425984 .048832 -0.87 0.38
> 4
> -.1386424
> .0534455
city87 | -.0745663 .0578446 -1.29 0.19
> 8
> -.1883364
> .0392038
city88 | -.0274782 .0459483 -0.60 0.55
> 0
> -.1178505
> .062894
city89 | -.053788 .0478298 -1.12 0.26
> 2
> -.1478608
> .0402849
city90 | -.0482085 .0570221 -0.85 0.39
> 8
> -.1603609
> .0639439
city91 | -.066121 .061901 -1.07 0.28
> 6
> -.1878693
> .0556274
city92 | -.0405796 .0613146 -0.66 0.50
> 9
> -.1611746
> .0800154
city93 | -.043791 .0559167 -0.78 0.43
> 4
> -.1537693
> .0661874
city94 | -.0182606 .0406723 -0.45 0.65
> 4
> -.0982559
> .0617347
city95 | -.0478299 .0507347 -0.94 0.34
> 6
> -.1476162
> .0519563
city96 | -.0179327 .044395 -0.40 0.68
> 7
> -.1052498
> .0693844
city97 | -.0066493 .0359121 -0.19 0.85
> 3
> -.0772822
> .0639835
city98 | .0170511 .0327382 0.52 0.60
> 3
> -.0473393
> .0814414
city99 | -.0317449 .0391062 -0.81 0.41
> 7
> -.10866
> .0451702
city100 | -.056909 .043904 -1.30 0.19
> 6
> -.1432604
> .0294423
city101 | -.0234203 .0395944 -0.59 0.55
> 5
> -.1012954
> .0544548
city102 | -.0128464 .038646 -0.33 0.74
> 0
> -.0888562
> .0631635
city103 | -.0661317 .0608283 -1.09 0.27
> 8
> -.1857701
> .0535068
city104 | -.0319222 .0374766 -0.85 0.39
> 5
> -.105632
> .0417876
city105 | .0074983 .033332 0.22 0.82
> 2
> -.0580599
> .0730566
city106 | -.0398786 .0466923 -0.85 0.39
> 4
> -.1317142
> .0519569
city107 | -.0248225 .0407489 -0.61 0.54
> 3
> -.1049685
> .0553235
city108 | -.0174063 .0326848 -0.53 0.59
> 5
> -.0816915
> .0468789
city109 | -.0487916 .0469936 -1.04 0.30
> 0
> -.1412197
> .0436365
city110 | -.080923 .0702702 -1.15 0.25
> 0
> -.219132
> .057286
city111 | -.0521961 .0479713 -1.09 0.27
> 7
> -.1465473
> .0421551
city112 | -.0146778 .0347406 -0.42 0.67
> 3
> -.0830065
> .0536509
city113 | .0054585 .0349567 0.16 0.87
> 6
> -.0632953
> .0742122
city114 | .0053957 .0354271 0.15 0.87
> 9
> -.0642831
> .0750745
city115 | -.0074184 .0371483 -0.20 0.84
> 2
> -.0804825
> .0656458
city116 | -.0064094 .0365609 -0.18 0.86
> 1
> -.0783183
> .0654994
rg1y1 | .1153485 .0664775 1.74 0.08
> 4
> -.015401
> .2460981
rg1y2 | .0928365 .0405801 2.29 0.02
> 3
> .0130226
> .1726504
rg2y1 | .0893992 .0702568 1.27 0.20
> 4
> -.0487835
> .227582
rg2y2 | .080956 .0402695 2.01 0.04
> 5
> .001753
> .160159
rg3y1 | .1012687 .0706685 1.43 0.15
> 3
> -.0377238
> .2402612
rg3y2 | .0920411 .0393624 2.34 0.02
> 0
> .0146223
> .16946
rg4y1 | .1170927 .0694375 1.69 0.09
> 3
> -.0194786
> .2536641
rg4y2 | .1045563 .0391834 2.67 0.00
> 8
> .0274893
> .1816232
rg5y1 | .1159154 .0653795 1.77 0.07
> 7
> -.0126747
> .2445054
rg5y2 | .0908378 .0392707 2.31 0.02
> 1
> .0135993
> .1680763
rg6y1 | .1098783 .0696906 1.58 0.11
> 6
> -.0271909
> .2469474
rg6y2 | .0854674 .0401764 2.13 0.03
> 4
> .0064475
> .1644872
rg7y1 | .1009718 .0656593 1.54 0.12
> 5
> -.0281684
> .2301121
rg7y2 | .0920439 .0381813 2.41 0.01
> 6
> .016948
> .1671399
rg8y1 | .1195513 .058203 2.05 0.04
> 1
> .0050763
> .2340263
rg8y2 | .100321 .0355972 2.82 0.00
> 5
> .0303077
> .1703344
rg9y1 | .1017417 .0651965 1.56 0.12
> 0
> -.0264883
> .2299717
rg9y2 | .0802198 .0388708 2.06 0.04
> 0
> .0037677
> .1566719
age | .0101615 .0004203 24.18 0.00
> 0
> .0093348
> .0109881
agesq | -.0001242 5.18e-06 -23.96 0.00
> 0
> -.0001343
> -.000114
married | -.0112236 .0010445 -10.74 0.00
> 0
> -.013278
> -.0091691
black | -.0138103 .0020928 -6.60 0.00
> 0
> -.0179265
> -.0096942
children | -.0313123 .0020612 -15.19 0.00
> 0
> -.0353663
> -.0272583
child5 | -.0062019 .0015872 -3.91 0.00
> 0
> -.0093237
> -.0030801
_cons | -.3107638 .1175268 -2.64 0.00
> 9
> -.5419184
> -.0796092
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg work60 (indep =ins) city1-city116 rg1y1-rg
> 9y2 age agesq married black children child5 if rme
> dianwagehourocc<83 [aweight=perwt], cluster(metare
> ady1)
(sum of wgt is 2.1509e+07)
Instrumental variables (2SLS) regression
> Number of obs = 995099
> F(140, 347) = 39.03
> Prob > F = 0.0000
> R-squared = 0.0106
> Root MSE = .19875
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work60 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0470407 .01523 3.09 0.00
> 2
> .0170859
> .0769954
city1 | .027409 .0150538 1.82 0.07
> 0
> -.0021992
> .0570172
city2 | .02239 .0143574 1.56 0.12
> 0
> -.0058485
> .0506285
city3 | .0195513 .0109846 1.78 0.07
> 6
> -.0020535
> .041156
city4 | .0282168 .0153071 1.84 0.06
> 6
> -.0018896
> .0583233
city5 | .0683288 .0274253 2.49 0.01
> 3
> .0143881
> .1222696
city6 | -.0470377 .0204112 -2.30 0.02
> 2
> -.0871829
> -.0068925
city7 | .0298554 .0127709 2.34 0.02
> 0
> .0047373
> .0549734
city8 | .0049534 .0092628 0.53 0.59
> 3
> -.0132649
> .0231716
city9 | 0 (omitted)
city10 | -.0431033 .0204332 -2.11 0.03
> 6
> -.0832917
> -.0029148
city11 | .0243966 .0132663 1.84 0.06
> 7
> -.001696
> .0504891
city12 | .036024 .0159903 2.25 0.02
> 5
> .0045738
> .0674741
city13 | .0707288 .0287927 2.46 0.01
> 5
> .0140986
> .127359
city14 | .0167307 .0124211 1.35 0.17
> 9
> -.0076994
> .0411608
city15 | -.0340082 .0141382 -2.41 0.01
> 7
> -.0618156
> -.0062008
city16 | .0085245 .0108521 0.79 0.43
> 3
> -.0128196
> .0298686
city17 | .04499 .020182 2.23 0.02
> 6
> .0052956
> .0846844
city18 | .0339714 .0178831 1.90 0.05
> 8
> -.0012016
> .0691443
city19 | -.0275373 .0125125 -2.20 0.02
> 8
> -.0521472
> -.0029275
city20 | .0194429 .0128363 1.51 0.13
> 1
> -.0058039
> .0446897
city21 | -.0902792 .0308457 -2.93 0.00
> 4
> -.1509473
> -.029611
city22 | .0238268 .0141745 1.68 0.09
> 4
> -.004052
> .0517057
city23 | -.0183063 .0093656 -1.95 0.05
> 1
> -.0367267
> .0001141
city24 | -.0309799 .011537 -2.69 0.00
> 8
> -.0536711
> -.0082886
city25 | .0289902 .0139058 2.08 0.03
> 8
> .00164
> .0563404
city26 | -.0019616 .0096383 -0.20 0.83
> 9
> -.0209183
> .0169952
city27 | .0496797 .0171191 2.90 0.00
> 4
> .0160095
> .08335
city28 | -.0617116 .0260128 -2.37 0.01
> 8
> -.1128743
> -.0105489
city29 | .0579126 .0239577 2.42 0.01
> 6
> .0107921
> .1050331
city30 | .0110693 .0105312 1.05 0.29
> 4
> -.0096438
> .0317824
city31 | -.0310174 .0147856 -2.10 0.03
> 7
> -.0600981
> -.0019367
city32 | .0767342 .0284408 2.70 0.00
> 7
> .0207963
> .1326722
city33 | -.0609126 .0195604 -3.11 0.00
> 2
> -.0993845
> -.0224407
city34 | .0903402 .0360679 2.50 0.01
> 3
> .019401
> .1612795
city35 | .0012504 .0100276 0.12 0.90
> 1
> -.0184721
> .020973
city36 | .0590213 .0275781 2.14 0.03
> 3
> .0047801
> .1132626
city37 | .0503363 .0216357 2.33 0.02
> 1
> .0077828
> .0928899
city38 | -.011227 .0107953 -1.04 0.29
> 9
> -.0324594
> .0100054
city39 | .0445473 .0212995 2.09 0.03
> 7
> .002655
> .0864397
city40 | -.0171738 .0125947 -1.36 0.17
> 4
> -.0419454
> .0075978
city41 | .0147982 .0147364 1.00 0.31
> 6
> -.0141857
> .0437821
city42 | -.0283892 .0124064 -2.29 0.02
> 3
> -.0527904
> -.003988
city43 | -.0119938 .008935 -1.34 0.18
> 0
> -.0295673
> .0055798
city44 | .0239297 .0159168 1.50 0.13
> 4
> -.0073758
> .0552352
city45 | .0194052 .0130858 1.48 0.13
> 9
> -.0063322
> .0451426
city46 | .0340727 .0152534 2.23 0.02
> 6
> .004072
> .0640733
city47 | -.0691792 .0279136 -2.48 0.01
> 4
> -.1240805
> -.014278
city48 | -.0112202 .0096271 -1.17 0.24
> 5
> -.030155
> .0077145
city49 | .0494154 .0239331 2.06 0.04
> 0
> .0023432
> .0964876
city50 | .005969 .0089245 0.67 0.50
> 4
> -.0115839
> .0235218
city51 | .0683527 .0283006 2.42 0.01
> 6
> .0126905
> .1240149
city52 | -.0095079 .0087831 -1.08 0.28
> 0
> -.0267828
> .007767
city53 | .0144328 .0130868 1.10 0.27
> 1
> -.0113067
> .0401723
city54 | .0172608 .0163831 1.05 0.29
> 3
> -.0149619
> .0494835
city55 | -.0246492 .0130087 -1.89 0.05
> 9
> -.0502351
> .0009367
city56 | .034691 .0166138 2.09 0.03
> 8
> .0020145
> .0673674
city57 | -.1228791 .0435782 -2.82 0.00
> 5
> -.2085898
> -.0371685
city58 | .0035011 .0091482 0.38 0.70
> 2
> -.0144918
> .0214941
city59 | .0861387 .0314424 2.74 0.00
> 6
> .024297
> .1479804
city60 | .005642 .0096803 0.58 0.56
> 0
> -.0133976
> .0246815
city61 | -.050337 .0206027 -2.44 0.01
> 5
> -.0908588
> -.0098151
city62 | .001933 .0092643 0.21 0.83
> 5
> -.0162882
> .0201541
city63 | -.0067767 .008829 -0.77 0.44
> 3
> -.0241417
> .0105883
city64 | .0309222 .0157089 1.97 0.05
> 0
> .0000257
> .0618188
city65 | -.0067762 .0092451 -0.73 0.46
> 4
> -.0249598
> .0114073
city66 | -.011741 .0103659 -1.13 0.25
> 8
> -.0321289
> .0086469
city67 | -.0914849 .0342955 -2.67 0.00
> 8
> -.1589382
> -.0240317
city68 | -.0319389 .0119375 -2.68 0.00
> 8
> -.0554178
> -.00846
city69 | -.0182561 .0109716 -1.66 0.09
> 7
> -.0398353
> .0033232
city70 | .0050821 .009164 0.55 0.58
> 0
> -.0129419
> .023106
city71 | -.0273371 .0115632 -2.36 0.01
> 9
> -.0500799
> -.0045942
city72 | .0107628 .0108026 1.00 0.32
> 0
> -.010484
> .0320096
city73 | .0662805 .0225821 2.94 0.00
> 4
> .0218654
> .1106955
city74 | -.0111293 .0115447 -0.96 0.33
> 6
> -.0338357
> .0115772
city75 | .0591335 .0223877 2.64 0.00
> 9
> .0151009
> .1031661
city76 | -.0542009 .0194759 -2.78 0.00
> 6
> -.0925067
> -.0158952
city77 | -.0599816 .0216548 -2.77 0.00
> 6
> -.1025728
> -.0173904
city78 | -.0019853 .0097807 -0.20 0.83
> 9
> -.0212221
> .0172515
city79 | .0009452 .0121662 0.08 0.93
> 8
> -.0229837
> .024874
city80 | -.0173323 .0173006 -1.00 0.31
> 7
> -.0513595
> .0166948
city81 | .039151 .0167955 2.33 0.02
> 0
> .0061171
> .0721849
city82 | -.0010783 .0091296 -0.12 0.90
> 6
> -.0190346
> .0168781
city83 | -.0501528 .0220101 -2.28 0.02
> 3
> -.0934427
> -.0068629
city84 | .0128064 .0121568 1.05 0.29
> 3
> -.011104
> .0367168
city85 | .0392729 .019366 2.03 0.04
> 3
> .0011834
> .0773624
city86 | -.002667 .0086864 -0.31 0.75
> 9
> -.0197517
> .0144177
city87 | -.0390799 .0135055 -2.89 0.00
> 4
> -.0656429
> -.012517
city88 | .0257318 .0133913 1.92 0.05
> 5
> -.0006066
> .0520702
city89 | -.0043936 .0097444 -0.45 0.65
> 2
> -.0235592
> .014772
city90 | -.0207418 .0125424 -1.65 0.09
> 9
> -.0454104
> .0039269
city91 | -.0369298 .0164077 -2.25 0.02
> 5
> -.0692008
> -.0046588
city92 | -.0150505 .0246477 -0.61 0.54
> 2
> -.0635282
> .0334272
city93 | -.0130872 .0120172 -1.09 0.27
> 7
> -.036723
> .0105485
city94 | .0273082 .0162801 1.68 0.09
> 4
> -.004712
> .0593284
city95 | -.0072623 .0093306 -0.78 0.43
> 7
> -.025614
> .0110893
city96 | .0360352 .0183878 1.96 0.05
> 1
> -.0001303
> .0722007
city97 | .0631117 .0263771 2.39 0.01
> 7
> .0112325
> .1149909
city98 | .0640794 .02404 2.67 0.00
> 8
> .0167969
> .1113618
city99 | .0218375 .0140716 1.55 0.12
> 2
> -.0058389
> .0495138
city100 | .011346 .0132445 0.86 0.39
> 2
> -.0147035
> .0373955
city101 | .0197357 .0161207 1.22 0.22
> 2
> -.0119709
> .0514423
city102 | .0335553 .0134746 2.49 0.01
> 3
> .0070531
> .0600575
city103 | -.0410461 .0159617 -2.57 0.01
> 1
> -.0724401
> -.0096522
city104 | .0242498 .0141757 1.71 0.08
> 8
> -.0036313
> .0521309
city105 | .0641776 .0227934 2.82 0.00
> 5
> .0193471
> .1090081
city106 | .0122386 .0104946 1.17 0.24
> 4
> -.0084025
> .0328797
city107 | .0204959 .0120002 1.71 0.08
> 9
> -.0031063
> .0440981
city108 | .0536492 .0238625 2.25 0.02
> 5
> .0067159
> .1005824
city109 | .005914 .0107526 0.55 0.58
> 3
> -.0152345
> .0270624
city110 | -.0528827 .0219402 -2.41 0.01
> 6
> -.0960353
> -.0097301
city111 | -.0010861 .0095591 -0.11 0.91
> 0
> -.0198871
> .0177148
city112 | .0496398 .0186112 2.67 0.00
> 8
> .0130349
> .0862447
city113 | .0478256 .0179169 2.67 0.00
> 8
> .0125863
> .0830649
city114 | .0610185 .0241302 2.53 0.01
> 2
> .0135587
> .1084784
city115 | .039416 .0168282 2.34 0.02
> 0
> .0063179
> .0725142
city116 | .0309222 .017258 1.79 0.07
> 4
> -.0030212
> .0648656
rg1y1 | -.0608911 .0103775 -5.87 0.00
> 0
> -.0813018
> -.0404803
rg1y2 | -.0239413 .0051888 -4.61 0.00
> 0
> -.0341468
> -.0137358
rg2y1 | -.0807754 .0165914 -4.87 0.00
> 0
> -.1134078
> -.0481431
rg2y2 | -.0346623 .0049803 -6.96 0.00
> 0
> -.0444578
> -.0248669
rg3y1 | -.0711474 .01501 -4.74 0.00
> 0
> -.1006694
> -.0416253
rg3y2 | -.0235367 .0023004 -10.23 0.00
> 0
> -.0280612
> -.0190121
rg4y1 | -.0647695 .0145895 -4.44 0.00
> 0
> -.0934645
> -.0360744
rg4y2 | -.0164412 .0028062 -5.86 0.00
> 0
> -.0219604
> -.0109219
rg5y1 | -.0509462 .0065536 -7.77 0.00
> 0
> -.063836
> -.0380564
rg5y2 | -.0225755 .0035162 -6.42 0.00
> 0
> -.0294912
> -.0156598
rg6y1 | -.059651 .011979 -4.98 0.00
> 0
> -.0832115
> -.0360905
rg6y2 | -.0271765 .0047635 -5.71 0.00
> 0
> -.0365456
> -.0178074
rg7y1 | -.0538576 .0075925 -7.09 0.00
> 0
> -.0687906
> -.0389245
rg7y2 | -.0099316 .002397 -4.14 0.00
> 0
> -.0146461
> -.0052171
rg8y1 | -.0310873 .0060971 -5.10 0.00
> 0
> -.0430792
> -.0190955
rg8y2 | .0058399 .0069816 0.84 0.40
> 3
> -.0078916
> .0195715
rg9y1 | -.0529503 .0103976 -5.09 0.00
> 0
> -.0734005
> -.0325002
rg9y2 | -.0239075 .0044174 -5.41 0.00
> 0
> -.0325958
> -.0152191
age | .006812 .000289 23.57 0.00
> 0
> .0062435
> .0073804
agesq | -.0000819 3.53e-06 -23.17 0.00
> 0
> -.0000888
> -.0000749
married | -.0111274 .0005476 -20.32 0.00
> 0
> -.0122044
> -.0100504
black | -.0114269 .0013629 -8.38 0.00
> 0
> -.0141075
> -.0087463
children | -.0227465 .0013306 -17.10 0.00
> 0
> -.0253634
> -.0201295
child5 | -.0040176 .0006914 -5.81 0.00
> 0
> -.0053775
> -.0026576
_cons | -.417611 .1158114 -3.61 0.00
> 0
> -.6453916
> -.1898304
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg work60 (indep =ins) lwagehourgradmorey70y1
> - lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2
> age agesq married black children child5 if rmedia
> nwagehourocc<83 [aweight=perwt], cluster(metaready
> 1)
(sum of wgt is 2.1509e+07)
Instrumental variables (2SLS) regression
> Number of obs = 995099
> F(152, 347) = 62.15
> Prob > F = 0.0000
> R-squared = 0.0117
> Root MSE = .19863
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work60 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0231433 .0108369 2.14 0.03
> 3
> .0018291
> .0444575
lwagehourg~1 | -.0211541 .0095722 -2.21 0.02
> 8
> -.039981
> -.0023272
lwagehourg~2 | -.0174689 .0064191 -2.72 0.00
> 7
> -.030094
> -.0048437
fcollegepl~1 | -.0622556 .0986514 -0.63 0.52
> 8
> -.2562856
> .1317744
fcollegepl~2 | .0024248 .071006 0.03 0.97
> 3
> -.1372315
> .1420811
agmin70y1 | .2944265 .1176986 2.50 0.01
> 3
> .062934
> .5259189
agmin70y2 | .0459222 .0470273 0.98 0.32
> 9
> -.0465722
> .1384166
manufact70y1 | -.0044514 .0181653 -0.25 0.80
> 7
> -.0401793
> .0312765
manufact70y2 | -.0212866 .013196 -1.61 0.10
> 8
> -.0472408
> .0046677
hsservices~1 | -.0524654 .0823875 -0.64 0.52
> 5
> -.214507
> .1095763
hsservices~2 | -.0474912 .056809 -0.84 0.40
> 4
> -.1592245
> .0642421
lfwomencol~1 | -.0534031 .0309419 -1.73 0.08
> 5
> -.1142604
> .0074542
lfwomencol~2 | -.0212114 .0225265 -0.94 0.34
> 7
> -.0655171
> .0230943
city1 | -.0158478 .0204688 -0.77 0.43
> 9
> -.0561062
> .0244107
city2 | -.018062 .0214011 -0.84 0.39
> 9
> -.0601542
> .0240302
city3 | -.0152629 .0219702 -0.69 0.48
> 8
> -.0584744
> .0279487
city4 | -.0178823 .0206064 -0.87 0.38
> 6
> -.0584115
> .0226469
city5 | .0038095 .0176293 0.22 0.82
> 9
> -.0308643
> .0384832
city6 | -.0433246 .0368189 -1.18 0.24
> 0
> -.115741
> .0290917
city7 | -.0111617 .0218068 -0.51 0.60
> 9
> -.0540518
> .0317284
city8 | -.017508 .0266824 -0.66 0.51
> 2
> -.0699876
> .0349717
city9 | -.0377537 .0295259 -1.28 0.20
> 2
> -.095826
> .0203187
city10 | -.0464562 .0346116 -1.34 0.18
> 0
> -.1145311
> .0216188
city11 | -.0139562 .0216808 -0.64 0.52
> 0
> -.0565985
> .0286862
city12 | -.0110095 .0203021 -0.54 0.58
> 8
> -.0509401
> .0289212
city13 | .001074 .0166079 0.06 0.94
> 8
> -.0315908
> .0337389
city14 | -.0185666 .0234818 -0.79 0.43
> 0
> -.0647512
> .027618
city15 | -.0416025 .032473 -1.28 0.20
> 1
> -.1054711
> .0222662
city16 | -.027895 .022805 -1.22 0.22
> 2
> -.0727483
> .0169584
city17 | -.0140787 .0178602 -0.79 0.43
> 1
> -.0492066
> .0210491
city18 | -.0094735 .0245852 -0.39 0.70
> 0
> -.0578282
> .0388812
city19 | -.0398525 .0308026 -1.29 0.19
> 7
> -.1004357
> .0207308
city20 | -.0187327 .021504 -0.87 0.38
> 4
> -.0610273
> .023562
city21 | -.0675415 .0446536 -1.51 0.13
> 1
> -.1553672
> .0202843
city22 | -.0213778 .0207311 -1.03 0.30
> 3
> -.0621523
> .0193967
city23 | -.0378193 .0276601 -1.37 0.17
> 2
> -.0922218
> .0165832
city24 | -.0460112 .0301216 -1.53 0.12
> 8
> -.105255
> .0132326
city25 | -.0162325 .0205076 -0.79 0.42
> 9
> -.0565673
> .0241023
city26 | -.0246584 .0269969 -0.91 0.36
> 2
> -.0777565
> .0284397
city27 | -.0028298 .0221699 -0.13 0.89
> 9
> -.0464341
> .0407745
city28 | -.0461192 .0406509 -1.13 0.25
> 7
> -.1260723
> .033834
city29 | -.0054519 .016693 -0.33 0.74
> 4
> -.0382841
> .0273803
city30 | -.0248549 .0232007 -1.07 0.28
> 5
> -.0704865
> .0207768
city31 | -.0353423 .0326775 -1.08 0.28
> 0
> -.0996131
> .0289285
city32 | .0092648 .0164409 0.56 0.57
> 3
> -.0230716
> .0416012
city33 | -.0576584 .0364261 -1.58 0.11
> 4
> -.129302
> .0139852
city34 | 0 (omitted)
city35 | -.0221525 .0271711 -0.82 0.41
> 5
> -.0755932
> .0312882
city36 | -.010376 .0175637 -0.59 0.55
> 5
> -.0449206
> .0241686
city37 | .0012953 .0182157 0.07 0.94
> 3
> -.0345318
> .0371225
city38 | -.0266348 .0290413 -0.92 0.36
> 0
> -.083754
> .0304844
city39 | -.0088936 .0187576 -0.47 0.63
> 6
> -.0457864
> .0279993
city40 | -.040113 .030906 -1.30 0.19
> 5
> -.1008998
> .0206737
city41 | -.0249458 .0225005 -1.11 0.26
> 8
> -.0692004
> .0193088
city42 | -.0434402 .0304511 -1.43 0.15
> 5
> -.1033322
> .0164518
city43 | -.0350947 .0270015 -1.30 0.19
> 5
> -.0882018
> .0180124
city44 | -.0191709 .021403 -0.90 0.37
> 1
> -.061267
> .0229251
city45 | -.0192877 .0219655 -0.88 0.38
> 1
> -.06249
> .0239146
city46 | -.0029197 .027288 -0.11 0.91
> 5
> -.0565905
> .050751
city47 | -.05379 .0428796 -1.25 0.21
> 1
> -.1381267
> .0305466
city48 | -.03416 .0277358 -1.23 0.21
> 9
> -.0887115
> .0203915
city49 | -.0049999 .0200333 -0.25 0.80
> 3
> -.0444018
> .034402
city50 | -.0188901 .0255971 -0.74 0.46
> 1
> -.0692351
> .0314549
city51 | -.0051592 .0173482 -0.30 0.76
> 6
> -.0392801
> .0289617
city52 | -.0329138 .0273388 -1.20 0.22
> 9
> -.0866844
> .0208569
city53 | -.0244315 .0229538 -1.06 0.28
> 8
> -.0695776
> .0207146
city54 | -.0291744 .0225862 -1.29 0.19
> 7
> -.0735974
> .0152486
city55 | -.0402331 .0309621 -1.30 0.19
> 5
> -.1011302
> .020664
city56 | -.0104922 .0198175 -0.53 0.59
> 7
> -.0494698
> .0284854
city57 | -.0766041 .0533565 -1.44 0.15
> 2
> -.181547
> .0283387
city58 | -.0241797 .0248577 -0.97 0.33
> 1
> -.0730705
> .0247111
city59 | .0174763 .0165815 1.05 0.29
> 3
> -.0151365
> .0500891
city60 | -.0279277 .0239762 -1.16 0.24
> 5
> -.0750846
> .0192293
city61 | -.0471361 .036557 -1.29 0.19
> 8
> -.1190372
> .024765
city62 | -.0260786 .0243904 -1.07 0.28
> 6
> -.0740502
> .021893
city63 | -.0316827 .0255958 -1.24 0.21
> 7
> -.0820251
> .0186596
city64 | -.0141966 .0207577 -0.68 0.49
> 4
> -.0550235
> .0266302
city65 | -.025706 .0277081 -0.93 0.35
> 4
> -.080203
> .028791
city66 | -.0311841 .0284334 -1.10 0.27
> 4
> -.0871075
> .0247393
city67 | -.0609609 .0470284 -1.30 0.19
> 6
> -.1534575
> .0315357
city68 | -.0451692 .0299452 -1.51 0.13
> 2
> -.1040661
> .0137276
city69 | -.0413627 .0273239 -1.51 0.13
> 1
> -.0951041
> .0123786
city70 | -.0198321 .026502 -0.75 0.45
> 5
> -.0719569
> .0322927
city71 | -.0391727 .0302188 -1.30 0.19
> 6
> -.0986078
> .0202623
city72 | -.0183482 .0253333 -0.72 0.46
> 9
> -.0681742
> .0314779
city73 | .008313 .0175733 0.47 0.63
> 6
> -.0262505
> .0428765
city74 | -.0288438 .0288309 -1.00 0.31
> 8
> -.0855492
> .0278615
city75 | -.0022366 .0181959 -0.12 0.90
> 2
> -.0380248
> .0335515
city76 | -.0517158 .0364447 -1.42 0.15
> 7
> -.1233962
> .0199646
city77 | -.0562764 .0378089 -1.49 0.13
> 8
> -.1306399
> .0180871
city78 | -.0305752 .0254028 -1.20 0.23
> 0
> -.0805381
> .0193877
city79 | -.0201077 .0283622 -0.71 0.47
> 9
> -.0758913
> .0356758
city80 | -.0423179 .0282014 -1.50 0.13
> 4
> -.0977852
> .0131494
city81 | -.009456 .0205423 -0.46 0.64
> 6
> -.0498591
> .030947
city82 | -.0271336 .025606 -1.06 0.29
> 0
> -.077496
> .0232289
city83 | -.0477183 .0375001 -1.27 0.20
> 4
> -.1214744
> .0260378
city84 | -.0206301 .023622 -0.87 0.38
> 3
> -.0670904
> .0258303
city85 | -.0097596 .0185211 -0.53 0.59
> 9
> -.0461874
> .0266682
city86 | -.0272019 .0268928 -1.01 0.31
> 2
> -.0800954
> .0256915
city87 | -.047865 .0319446 -1.50 0.13
> 5
> -.1106945
> .0149645
city88 | -.0166231 .0251834 -0.66 0.51
> 0
> -.0661545
> .0329082
city89 | -.0299616 .0262953 -1.14 0.25
> 5
> -.0816799
> .0217568
city90 | -.0322009 .0313335 -1.03 0.30
> 5
> -.0938283
> .0294265
city91 | -.0414083 .0342028 -1.21 0.22
> 7
> -.1086791
> .0258625
city92 | -.0190073 .0359899 -0.53 0.59
> 8
> -.0897932
> .0517785
city93 | -.0229462 .0308332 -0.74 0.45
> 7
> -.0835897
> .0376974
city94 | -.0091924 .0228581 -0.40 0.68
> 8
> -.0541503
> .0357656
city95 | -.0251911 .0284014 -0.89 0.37
> 6
> -.0810516
> .0306694
city96 | -.0119081 .0232505 -0.51 0.60
> 9
> -.0576377
> .0338215
city97 | -.0001224 .0194091 -0.01 0.99
> 5
> -.0382966
> .0380519
city98 | .0069502 .0179854 0.39 0.69
> 9
> -.028424
> .0423244
city99 | -.0221554 .0214747 -1.03 0.30
> 3
> -.0643924
> .0200815
city100 | -.0282592 .0239595 -1.18 0.23
> 9
> -.0753832
> .0188649
city101 | -.0207918 .0224658 -0.93 0.35
> 5
> -.0649781
> .0233945
city102 | -.0077017 .0210445 -0.37 0.71
> 5
> -.0490925
> .033689
city103 | -.0479573 .033604 -1.43 0.15
> 4
> -.1140504
> .0181358
city104 | -.0198187 .020416 -0.97 0.33
> 2
> -.0599735
> .020336
city105 | .009559 .017534 0.55 0.58
> 6
> -.0249273
> .0440453
city106 | -.0178655 .0259433 -0.69 0.49
> 2
> -.0688914
> .0331603
city107 | -.0194399 .0224061 -0.87 0.38
> 6
> -.0635087
> .0246289
city108 | -.006444 .0179729 -0.36 0.72
> 0
> -.0417934
> .0289055
city109 | -.0224127 .0260351 -0.86 0.39
> 0
> -.073619
> .0287937
city110 | -.0438278 .0389708 -1.12 0.26
> 2
> -.1204764
> .0328208
city111 | -.0304652 .0265232 -1.15 0.25
> 2
> -.0826318
> .0217013
city112 | -.0059559 .0187188 -0.32 0.75
> 1
> -.0427725
> .0308606
city113 | .0009925 .019243 0.05 0.95
> 9
> -.0368551
> .0388401
city114 | .0011864 .0191903 0.06 0.95
> 1
> -.0365575
> .0389304
city115 | -.0108684 .0202089 -0.54 0.59
> 1
> -.0506158
> .028879
city116 | -.0181951 .0205077 -0.89 0.37
> 6
> -.0585301
> .0221399
rg1y1 | .055342 .0375814 1.47 0.14
> 2
> -.018574
> .1292581
rg1y2 | .0463793 .0222744 2.08 0.03
> 8
> .0025695
> .090189
rg2y1 | .0413517 .0394248 1.05 0.29
> 5
> -.0361901
> .1188934
rg2y2 | .0404685 .0222232 1.82 0.06
> 9
> -.0032406
> .0841777
rg3y1 | .0468324 .0396265 1.18 0.23
> 8
> -.0311059
> .1247706
rg3y2 | .0468566 .0218247 2.15 0.03
> 2
> .0039312
> .089782
rg4y1 | .0528017 .0389097 1.36 0.17
> 6
> -.0237268
> .1293301
rg4y2 | .0523029 .0216843 2.41 0.01
> 6
> .0096536
> .0949521
rg5y1 | .0551713 .0372468 1.48 0.13
> 9
> -.0180866
> .1284291
rg5y2 | .0442483 .0222342 1.99 0.04
> 7
> .0005175
> .087979
rg6y1 | .0530555 .0391552 1.36 0.17
> 6
> -.0239559
> .1300669
rg6y2 | .0446812 .0226711 1.97 0.05
> 0
> .0000911
> .0892713
rg7y1 | .0476301 .0369333 1.29 0.19
> 8
> -.0250111
> .1202714
rg7y2 | .0520962 .0213787 2.44 0.01
> 5
> .010048
> .0941445
rg8y1 | .0581252 .0330936 1.76 0.08
> 0
> -.0069641
> .1232146
rg8y2 | .0582382 .0197273 2.95 0.00
> 3
> .0194381
> .0970383
rg9y1 | .0468639 .037006 1.27 0.20
> 6
> -.0259203
> .1196482
rg9y2 | .0408475 .0218099 1.87 0.06
> 2
> -.0020488
> .0837438
age | .0068203 .0002891 23.59 0.00
> 0
> .0062517
> .0073889
agesq | -.000082 3.53e-06 -23.20 0.00
> 0
> -.0000889
> -.000075
married | -.0110986 .0005479 -20.26 0.00
> 0
> -.0121763
> -.0100209
black | -.0113995 .0013559 -8.41 0.00
> 0
> -.0140663
> -.0087326
children | -.0227186 .0013303 -17.08 0.00
> 0
> -.025335
> -.0201022
child5 | -.0040477 .0006916 -5.85 0.00
> 0
> -.0054079
> -.0026875
_cons | -.21086 .064397 -3.27 0.00
> 1
> -.3375175
> -.0842025
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
. *** rank in terms of avg hours week **;
. for var uhrswork lflw chrsworkly work50 work60
> :
>
> ivreg X (indep =ins) city1-city116 rg1y1-rg9y2
> age agesq married black children child5 if rmeanh
> oursocc<15 [aweight=perwt], cluster(metaready1) \
>
> ivreg X (indep =ins) lwagehourgradmorey70y1- lfw
> omencollegeplus70y2 city1-city116 rg1y1-rg9y2 ag
> e agesq married black children child5 if rmeanhou
> rsocc<15 [aweight=perwt], cluster(metaready1)\
>
> ivreg X (indep =ins) city1-city116 rg1y1-rg9y2
> age agesq married black children child5 if rmean
> hoursocc<66 [aweight=perwt], cluster(metaready1)
> \
>
> ivreg X (indep =ins) lwagehourgradmorey70y1- lfw
> omencollegeplus70y2 city1-city116 rg1y1-rg9y2 ag
> e agesq married black children child5 if rmeanho
> ursocc<66 [aweight=perwt], cluster(metaready1);
-> ivreg uhrswork (indep =ins) city1-city116 rg1y1-
> rg9y2 age agesq married black children child5 if r
> meanhoursocc<15 [aweight=perwt], cluster(metaready
> 1)
(sum of wgt is 2.8258e+06)
Instrumental variables (2SLS) regression
> Number of obs = 131022
> F(140, 347) = 98.82
> Prob > F = 0.0000
> R-squared = 0.0660
> Root MSE = 15.858
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
uhrswork | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 3.106219 1.610018 1.93 0.05
> 5
> -.0604026
> 6.272842
city1 | 6.094973 2.075097 2.94 0.00
> 4
> 2.013622
> 10.17632
city2 | 4.988433 1.8626 2.68 0.00
> 8
> 1.325026
> 8.65184
city3 | 5.71085 1.628784 3.51 0.00
> 1
> 2.507318
> 8.914382
city4 | 5.211716 2.194579 2.37 0.01
> 8
> .8953648
> 9.528068
city5 | 10.32862 3.548079 2.91 0.00
> 4
> 3.350175
> 17.30707
city6 | 1.454313 1.483969 0.98 0.32
> 8
> -1.464393
> 4.373018
city7 | 6.51102 1.850182 3.52 0.00
> 0
> 2.872037
> 10.15
city8 | 4.166458 .936092 4.45 0.00
> 0
> 2.32533
> 6.007586
city9 | 2.428685 1.164431 2.09 0.03
> 8
> .1384537
> 4.718917
city10 | 2.157143 1.333106 1.62 0.10
> 7
> -.464842
> 4.779128
city11 | 6.23119 1.880013 3.31 0.00
> 1
> 2.533536
> 9.928844
city12 | 5.078209 2.523049 2.01 0.04
> 5
> .1158147
> 10.0406
city13 | 6.731739 3.558699 1.89 0.05
> 9
> -.2675968
> 13.73107
city14 | 5.586139 1.830791 3.05 0.00
> 2
> 1.985296
> 9.186983
city15 | 1.98142 .8282168 2.39 0.01
> 7
> .3524632
> 3.610377
city16 | 4.272681 1.553062 2.75 0.00
> 6
> 1.218081
> 7.327282
city17 | 6.483358 2.892458 2.24 0.02
> 6
> .7944016
> 12.17231
city18 | 6.663771 1.860847 3.58 0.00
> 0
> 3.003813
> 10.32373
city19 | 2.403283 .9214214 2.61 0.00
> 9
> .591009
> 4.215556
city20 | 5.48271 1.801534 3.04 0.00
> 3
> 1.93941
> 9.02601
city21 | -2.381282 2.542964 -0.94 0.35
> 0
> -7.382845
> 2.62028
city22 | 4.553114 2.039834 2.23 0.02
> 6
> .5411191
> 8.56511
city23 | 2.708653 .7732779 3.50 0.00
> 1
> 1.187752
> 4.229555
city24 | 1.527873 .9970868 1.53 0.12
> 6
> -.4332214
> 3.488967
city25 | 6.354522 2.038711 3.12 0.00
> 2
> 2.344736
> 10.36431
city26 | 3.968305 .9113344 4.35 0.00
> 0
> 2.175871
> 5.76074
city27 | 6.055876 2.285171 2.65 0.00
> 8
> 1.561346
> 10.55041
city28 | -.0089099 2.016567 -0.00 0.99
> 6
> -3.975142
> 3.957323
city29 | 7.970797 3.131093 2.55 0.01
> 1
> 1.812488
> 14.12911
city30 | 4.813684 1.439235 3.34 0.00
> 1
> 1.982962
> 7.644405
city31 | 1.851887 .9045803 2.05 0.04
> 1
> .0727369
> 3.631037
city32 | 12.43885 3.627188 3.43 0.00
> 1
> 5.304806
> 19.57289
city33 | -1.006976 1.34847 -0.75 0.45
> 6
> -3.659179
> 1.645227
city34 | 9.218462 4.483045 2.06 0.04
> 1
> .401102
> 18.03582
city35 | 4.339546 1.227577 3.54 0.00
> 0
> 1.925118
> 6.753974
city36 | 6.728378 3.376793 1.99 0.04
> 7
> .086821
> 13.36994
city37 | 7.632669 2.984212 2.56 0.01
> 1
> 1.763249
> 13.50209
city38 | 3.526467 .714857 4.93 0.00
> 0
> 2.120469
> 4.932465
city39 | 7.116283 2.854003 2.49 0.01
> 3
> 1.502962
> 12.7296
city40 | 0 (omitted)
city41 | 3.805378 1.70552 2.23 0.02
> 6
> .450921
> 7.159836
city42 | 4.031328 .8093288 4.98 0.00
> 0
> 2.439521
> 5.623136
city43 | 4.133273 1.173252 3.52 0.00
> 0
> 1.825693
> 6.440853
city44 | 6.242964 1.974285 3.16 0.00
> 2
> 2.359894
> 10.12603
city45 | 6.294681 1.697956 3.71 0.00
> 0
> 2.9551
> 9.634262
city46 | 7.894509 1.742739 4.53 0.00
> 0
> 4.466848
> 11.32217
city47 | -1.100084 2.30417 -0.48 0.63
> 3
> -5.631982
> 3.431813
city48 | 4.113188 .7403378 5.56 0.00
> 0
> 2.657074
> 5.569302
city49 | 7.105456 2.65993 2.67 0.00
> 8
> 1.873841
> 12.33707
city50 | 5.393202 1.084466 4.97 0.00
> 0
> 3.260248
> 7.526156
city51 | 5.171718 3.465294 1.49 0.13
> 6
> -1.643905
> 11.98734
city52 | 3.548399 .8540049 4.16 0.00
> 0
> 1.868721
> 5.228076
city53 | 4.229931 1.596635 2.65 0.00
> 8
> 1.08963
> 7.370232
city54 | 4.427608 1.58476 2.79 0.00
> 5
> 1.310664
> 7.544552
city55 | 2.237688 .8096841 2.76 0.00
> 6
> .6451822
> 3.830194
city56 | 7.822375 2.357769 3.32 0.00
> 1
> 3.185059
> 12.45969
city57 | -5.834665 4.054823 -1.44 0.15
> 1
> -13.80979
> 2.140458
city58 | 4.365408 1.227243 3.56 0.00
> 0
> 1.951637
> 6.779178
city59 | 10.36822 3.83658 2.70 0.00
> 7
> 2.822346
> 17.9141
city60 | 3.740692 1.4159 2.64 0.00
> 9
> .9558656
> 6.525518
city61 | .5789763 1.493725 0.39 0.69
> 9
> -2.358918
> 3.51687
city62 | 4.77577 1.202485 3.97 0.00
> 0
> 2.410695
> 7.140845
city63 | 5.295554 1.010997 5.24 0.00
> 0
> 3.307101
> 7.284007
city64 | 5.739548 2.14035 2.68 0.00
> 8
> 1.529857
> 9.949239
city65 | 4.071583 .9689464 4.20 0.00
> 0
> 2.165835
> 5.97733
city66 | 3.565897 .8714575 4.09 0.00
> 0
> 1.851893
> 5.2799
city67 | -3.24134 2.918351 -1.11 0.26
> 7
> -8.981222
> 2.498543
city68 | .6454192 .7139084 0.90 0.36
> 7
> -.7587131
> 2.049551
city69 | 2.706494 .8286341 3.27 0.00
> 1
> 1.076717
> 4.336272
city70 | 2.623118 1.053535 2.49 0.01
> 3
> .5509994
> 4.695237
city71 | 1.653397 .7832145 2.11 0.03
> 5
> .1129516
> 3.193842
city72 | 5.172617 1.416219 3.65 0.00
> 0
> 2.387164
> 7.958071
city73 | 9.600604 2.900362 3.31 0.00
> 1
> 3.896102
> 15.30511
city74 | 2.891981 .7401054 3.91 0.00
> 0
> 1.436324
> 4.347638
city75 | 6.858126 3.164737 2.17 0.03
> 1
> .6336453
> 13.08261
city76 | .6599218 1.381263 0.48 0.63
> 3
> -2.05678
> 3.376623
city77 | .0682001 1.626411 0.04 0.96
> 7
> -3.130665
> 3.267065
city78 | 4.274136 1.060581 4.03 0.00
> 0
> 2.188161
> 6.360112
city79 | 2.425901 .8358774 2.90 0.00
> 4
> .7818773
> 4.069925
city80 | 2.664476 .9930568 2.68 0.00
> 8
> .7113082
> 4.617644
city81 | 7.898135 2.228783 3.54 0.00
> 0
> 3.514512
> 12.28176
city82 | 3.668405 1.112828 3.30 0.00
> 1
> 1.479668
> 5.857141
city83 | -1.162119 1.555116 -0.75 0.45
> 5
> -4.220759
> 1.89652
city84 | 4.86627 1.35802 3.58 0.00
> 0
> 2.195284
> 7.537256
city85 | 5.815361 2.571218 2.26 0.02
> 4
> .7582275
> 10.87249
city86 | 1.813614 .8459244 2.14 0.03
> 3
> .1498296
> 3.477398
city87 | 2.047007 .8147304 2.51 0.01
> 2
> .4445756
> 3.649438
city88 | 6.62751 1.647192 4.02 0.00
> 0
> 3.387773
> 9.867246
city89 | 2.594404 1.050945 2.47 0.01
> 4
> .5273795
> 4.661428
city90 | 3.155224 .7510819 4.20 0.00
> 0
> 1.677978
> 4.63247
city91 | 1.67338 1.114873 1.50 0.13
> 4
> -.51938
> 3.866139
city92 | 2.645827 1.545624 1.71 0.08
> 8
> -.3941441
> 5.685798
city93 | 1.675285 .7553705 2.22 0.02
> 7
> .189604
> 3.160965
city94 | 3.1494 2.002006 1.57 0.11
> 7
> -.7881935
> 7.086994
city95 | 2.527145 .7361043 3.43 0.00
> 1
> 1.079357
> 3.974933
city96 | 6.69006 2.26934 2.95 0.00
> 3
> 2.226668
> 11.15345
city97 | 9.455172 3.054451 3.10 0.00
> 2
> 3.447605
> 15.46274
city98 | 5.531819 3.125597 1.77 0.07
> 8
> -.6156797
> 11.67932
city99 | 4.905866 1.996343 2.46 0.01
> 4
> .9794113
> 8.832321
city100 | 1.903792 1.337107 1.42 0.15
> 5
> -.7260622
> 4.533647
city101 | 5.076622 1.834558 2.77 0.00
> 6
> 1.468369
> 8.684876
city102 | 6.481378 1.940082 3.34 0.00
> 1
> 2.665579
> 10.29718
city103 | .630345 1.040357 0.61 0.54
> 5
> -1.415853
> 2.676543
city104 | 5.498069 2.065132 2.66 0.00
> 8
> 1.436319
> 9.55982
city105 | 7.426901 3.017369 2.46 0.01
> 4
> 1.492267
> 13.36153
city106 | 3.678168 1.123567 3.27 0.00
> 1
> 1.468311
> 5.888026
city107 | 4.103605 1.777191 2.31 0.02
> 2
> .6081826
> 7.599027
city108 | 9.139972 3.486489 2.62 0.00
> 9
> 2.282662
> 15.99728
city109 | 3.664985 .9356022 3.92 0.00
> 0
> 1.82482
> 5.50515
city110 | 1.40648 1.606888 0.88 0.38
> 2
> -1.753986
> 4.566945
city111 | 2.590458 .994247 2.61 0.01
> 0
> .6349493
> 4.545967
city112 | 8.461222 2.532888 3.34 0.00
> 1
> 3.479478
> 13.44297
city113 | 6.463496 2.350815 2.75 0.00
> 6
> 1.839856
> 11.08713
city114 | 9.031014 3.058652 2.95 0.00
> 3
> 3.015183
> 15.04684
city115 | 6.793128 2.673597 2.54 0.01
> 1
> 1.534634
> 12.05162
city116 | 5.671007 2.222571 2.55 0.01
> 1
> 1.299601
> 10.04241
rg1y1 | -4.989442 1.153592 -4.33 0.00
> 0
> -7.258354
> -2.720531
rg1y2 | -2.022039 .2910175 -6.95 0.00
> 0
> -2.594419
> -1.449659
rg2y1 | -7.510044 1.606015 -4.68 0.00
> 0
> -10.66879
> -4.351296
rg2y2 | -3.230077 .4938121 -6.54 0.00
> 0
> -4.201318
> -2.258835
rg3y1 | -6.4359 1.479614 -4.35 0.00
> 0
> -9.346041
> -3.525759
rg3y2 | -1.90494 .2928532 -6.50 0.00
> 0
> -2.480931
> -1.328949
rg4y1 | -6.566629 1.549746 -4.24 0.00
> 0
> -9.614707
> -3.518552
rg4y2 | -1.618962 .305155 -5.31 0.00
> 0
> -2.219148
> -1.018776
rg5y1 | -5.787526 .8117195 -7.13 0.00
> 0
> -7.384035
> -4.191016
rg5y2 | -1.37236 .3013638 -4.55 0.00
> 0
> -1.96509
> -.7796305
rg6y1 | -6.340119 1.443002 -4.39 0.00
> 0
> -9.178249
> -3.501988
rg6y2 | -1.876219 .6533049 -2.87 0.00
> 4
> -3.161155
> -.5912831
rg7y1 | -5.112931 .9636599 -5.31 0.00
> 0
> -7.00828
> -3.217581
rg7y2 | -1.644466 .3082499 -5.33 0.00
> 0
> -2.250739
> -1.038192
rg8y1 | -4.235597 .9923347 -4.27 0.00
> 0
> -6.187345
> -2.283849
rg8y2 | -.3838687 .6930962 -0.55 0.58
> 0
> -1.747067
> .9793294
rg9y1 | -4.85293 .8452058 -5.74 0.00
> 0
> -6.515301
> -3.190559
rg9y2 | -1.483698 .2804199 -5.29 0.00
> 0
> -2.035235
> -.9321615
age | 1.482768 .0390147 38.01 0.00
> 0
> 1.406033
> 1.559503
agesq | -.02018 .0004647 -43.43 0.00
> 0
> -.021094
> -.0192661
married | -2.415239 .111674 -21.63 0.00
> 0
> -2.634882
> -2.195596
black | -1.151526 .1998264 -5.76 0.00
> 0
> -1.54455
> -.758503
children | -3.700758 .1453453 -25.46 0.00
> 0
> -3.986627
> -3.41489
child5 | -3.693131 .1972203 -18.73 0.00
> 0
> -4.081029
> -3.305233
_cons | -8.438568 12.97478 -0.65 0.51
> 6
> -33.95767
> 17.08053
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg uhrswork (indep =ins) lwagehourgradmorey70
> y1- lfwomencollegeplus70y2 city1-city116 rg1y1-rg9
> y2 age agesq married black children child5 if rmea
> nhoursocc<15 [aweight=perwt], cluster(metaready1)
(sum of wgt is 2.8258e+06)
Instrumental variables (2SLS) regression
> Number of obs = 131022
> F(152, 347) = 107.51
> Prob > F = 0.0000
> R-squared = 0.0659
> Root MSE = 15.859
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
uhrswork | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 3.379051 1.796824 1.88 0.06
> 1
> -.1549867
> 6.913088
lwagehourg~1 | .546601 1.824172 0.30 0.76
> 5
> -3.041225
> 4.134427
lwagehourg~2 | -.6748754 .8801179 -0.77 0.44
> 4
> -2.405912
> 1.056162
fcollegepl~1 | 2.027754 13.45044 0.15 0.88
> 0
> -24.4269
> 28.48241
fcollegepl~2 | 9.392489 7.126871 1.32 0.18
> 8
> -4.624811
> 23.40979
agmin70y1 | 21.87147 14.61039 1.50 0.13
> 5
> -6.864595
> 50.60754
agmin70y2 | 15.43011 5.738187 2.69 0.00
> 8
> 4.14411
> 26.71612
manufact70y1 | -.5294272 4.270152 -0.12 0.90
> 1
> -8.928065
> 7.869211
manufact70y2 | 1.209227 1.721348 0.70 0.48
> 3
> -2.176362
> 4.594816
hsservices~1 | -.4257172 12.9215 -0.03 0.97
> 4
> -25.84003
> 24.9886
hsservices~2 | .464382 5.717267 0.08 0.93
> 5
> -10.78048
> 11.70924
lfwomencol~1 | 3.103464 4.383063 0.71 0.47
> 9
> -5.51725
> 11.72418
lfwomencol~2 | 3.193571 2.743864 1.16 0.24
> 5
> -2.203125
> 8.590268
city1 | 7.268652 2.466797 2.95 0.00
> 3
> 2.416897
> 12.12041
city2 | 5.88139 2.114449 2.78 0.00
> 6
> 1.72264
> 10.04014
city3 | 6.996111 1.935022 3.62 0.00
> 0
> 3.190264
> 10.80196
city4 | 6.280165 2.537605 2.47 0.01
> 4
> 1.289142
> 11.27119
city5 | 11.41765 3.992982 2.86 0.00
> 5
> 3.564157
> 19.27114
city6 | 1.968604 1.3397 1.47 0.14
> 3
> -.6663493
> 4.603558
city7 | 7.486172 2.132349 3.51 0.00
> 1
> 3.292217
> 11.68013
city8 | 4.840621 .9598127 5.04 0.00
> 0
> 2.952838
> 6.728404
city9 | 1.833327 .7113409 2.58 0.01
> 0
> .4342446
> 3.232409
city10 | 2.934401 1.056432 2.78 0.00
> 6
> .8565858
> 5.012216
city11 | 7.253056 2.208197 3.28 0.00
> 1
> 2.909922
> 11.59619
city12 | 6.41616 2.873023 2.23 0.02
> 6
> .7654288
> 12.06689
city13 | 8.059266 4.158539 1.94 0.05
> 3
> -.1198497
> 16.23838
city14 | 6.616291 2.061958 3.21 0.00
> 1
> 2.560782
> 10.6718
city15 | 2.636174 .4872438 5.41 0.00
> 0
> 1.677851
> 3.594496
city16 | 5.314139 1.844952 2.88 0.00
> 4
> 1.685442
> 8.942835
city17 | 7.741555 3.346151 2.31 0.02
> 1
> 1.160266
> 14.32284
city18 | 7.954906 2.270496 3.50 0.00
> 1
> 3.489239
> 12.42057
city19 | 3.133974 .6846912 4.58 0.00
> 0
> 1.787307
> 4.480641
city20 | 6.698056 2.163319 3.10 0.00
> 2
> 2.443189
> 10.95292
city21 | -2.064189 2.581507 -0.80 0.42
> 4
> -7.14156
> 3.013182
city22 | 5.621974 2.380025 2.36 0.01
> 9
> .9408848
> 10.30306
city23 | 3.591441 .7509447 4.78 0.00
> 0
> 2.114465
> 5.068417
city24 | 2.262792 .8334667 2.71 0.00
> 7
> .62351
> 3.902075
city25 | 7.489907 2.445203 3.06 0.00
> 2
> 2.680624
> 12.29919
city26 | 4.718135 .9311677 5.07 0.00
> 0
> 2.886692
> 6.549578
city27 | 6.722174 2.610527 2.58 0.01
> 0
> 1.587727
> 11.85662
city28 | .5445845 1.882954 0.29 0.77
> 3
> -3.158855
> 4.248024
city29 | 9.184421 3.694498 2.49 0.01
> 3
> 1.917994
> 16.45085
city30 | 5.830342 1.695062 3.44 0.00
> 1
> 2.496454
> 9.164231
city31 | 2.512377 .6205998 4.05 0.00
> 0
> 1.291766
> 3.732987
city32 | 13.81087 4.263504 3.24 0.00
> 1
> 5.425306
> 22.19643
city33 | -.341168 1.108409 -0.31 0.75
> 8
> -2.521213
> 1.838877
city34 | 9.974801 4.93677 2.02 0.04
> 4
> .2650424
> 19.68456
city35 | 5.160386 1.257184 4.10 0.00
> 0
> 2.687727
> 7.633046
city36 | 7.961322 3.909447 2.04 0.04
> 2
> .2721269
> 15.65052
city37 | 9.034538 3.506775 2.58 0.01
> 0
> 2.137329
> 15.93175
city38 | 4.374285 .5426465 8.06 0.00
> 0
> 3.306995
> 5.441576
city39 | 8.245386 3.264821 2.53 0.01
> 2
> 1.824057
> 14.66671
city40 | 0 (omitted)
city41 | 4.676384 1.948853 2.40 0.01
> 7
> .8433333
> 8.509436
city42 | 4.722447 .5733758 8.24 0.00
> 0
> 3.594717
> 5.850176
city43 | 5.002267 1.197415 4.18 0.00
> 0
> 2.647162
> 7.357372
city44 | 7.377416 2.305945 3.20 0.00
> 2
> 2.842028
> 11.9128
city45 | 7.358335 2.058558 3.57 0.00
> 0
> 3.309514
> 11.40716
city46 | 8.75831 1.908705 4.59 0.00
> 0
> 5.004224
> 12.5124
city47 | -.8259173 2.275563 -0.36 0.71
> 7
> -5.301549
> 3.649715
city48 | 4.971739 .7165565 6.94 0.00
> 0
> 3.562399
> 6.38108
city49 | 8.077093 3.024658 2.67 0.00
> 8
> 2.128122
> 14.02606
city50 | 6.39607 1.249098 5.12 0.00
> 0
> 3.939315
> 8.852826
city51 | 5.725465 3.889398 1.47 0.14
> 2
> -1.924297
> 13.37523
city52 | 4.282971 .801965 5.34 0.00
> 0
> 2.705647
> 5.860295
city53 | 5.274839 1.903294 2.77 0.00
> 6
> 1.531395
> 9.018283
city54 | 5.213495 1.901059 2.74 0.00
> 6
> 1.474445
> 8.952544
city55 | 3.14731 .6992287 4.50 0.00
> 0
> 1.77205
> 4.52257
city56 | 8.938979 2.733175 3.27 0.00
> 1
> 3.563304
> 14.31465
city57 | -5.638815 4.242227 -1.33 0.18
> 5
> -13.98253
> 2.704899
city58 | 5.28004 1.376787 3.84 0.00
> 0
> 2.572142
> 7.987937
city59 | 11.13242 4.318505 2.58 0.01
> 0
> 2.638679
> 19.62616
city60 | 4.667918 1.597064 2.92 0.00
> 4
> 1.526774
> 7.809062
city61 | 1.113773 1.303557 0.85 0.39
> 3
> -1.450093
> 3.67764
city62 | 5.667687 1.39087 4.07 0.00
> 0
> 2.932091
> 8.403283
city63 | 6.212742 1.146924 5.42 0.00
> 0
> 3.956944
> 8.468539
city64 | 6.719038 2.426769 2.77 0.00
> 6
> 1.94601
> 11.49207
city65 | 4.892974 .9396242 5.21 0.00
> 0
> 3.044898
> 6.741049
city66 | 4.438923 .7830819 5.67 0.00
> 0
> 2.898738
> 5.979107
city67 | -3.068639 3.072161 -1.00 0.31
> 9
> -9.111039
> 2.97376
city68 | 1.476643 .4184408 3.53 0.00
> 0
> .6536435
> 2.299642
city69 | 3.562777 .8469762 4.21 0.00
> 0
> 1.896924
> 5.22863
city70 | 3.378871 1.047938 3.22 0.00
> 1
> 1.317761
> 5.439981
city71 | 2.459156 .4905959 5.01 0.00
> 0
> 1.494241
> 3.424072
city72 | 6.105181 1.566954 3.90 0.00
> 0
> 3.023257
> 9.187104
city73 | 10.89787 3.448102 3.16 0.00
> 2
> 4.116064
> 17.67968
city74 | 3.662016 .6058627 6.04 0.00
> 0
> 2.470391
> 4.853641
city75 | 7.907916 3.526926 2.24 0.02
> 6
> .9710725
> 14.84476
city76 | 1.292968 1.157178 1.12 0.26
> 5
> -.9829968
> 3.568932
city77 | .4976806 1.484713 0.34 0.73
> 8
> -2.422488
> 3.417849
city78 | 5.323824 1.250666 4.26 0.00
> 0
> 2.863983
> 7.783665
city79 | 3.198532 .7925303 4.04 0.00
> 0
> 1.639764
> 4.757299
city80 | 3.53481 1.06903 3.31 0.00
> 1
> 1.432216
> 5.637404
city81 | 8.7871 2.533883 3.47 0.00
> 1
> 3.803397
> 13.7708
city82 | 4.580257 1.255204 3.65 0.00
> 0
> 2.111492
> 7.049022
city83 | -.6724637 1.41195 -0.48 0.63
> 4
> -3.449521
> 2.104594
city84 | 5.677404 1.555023 3.65 0.00
> 0
> 2.618948
> 8.735861
city85 | 7.283094 3.21717 2.26 0.02
> 4
> .9554864
> 13.6107
city86 | 2.714804 .8676994 3.13 0.00
> 2
> 1.008192
> 4.421416
city87 | 2.784659 .4883446 5.70 0.00
> 0
> 1.824171
> 3.745147
city88 | 6.836343 1.53695 4.45 0.00
> 0
> 3.813434
> 9.859252
city89 | 3.426511 1.143071 3.00 0.00
> 3
> 1.178292
> 5.67473
city90 | 4.03371 .4362795 9.25 0.00
> 0
> 3.175625
> 4.891795
city91 | 2.503345 .8324215 3.01 0.00
> 3
> .866118
> 4.140571
city92 | 3.375015 1.386596 2.43 0.01
> 5
> .6478255
> 6.102204
city93 | 2.478299 .5147532 4.81 0.00
> 0
> 1.46587
> 3.490728
city94 | 3.957965 2.172494 1.82 0.06
> 9
> -.3149488
> 8.230879
city95 | 3.347668 .6711851 4.99 0.00
> 0
> 2.027565
> 4.667771
city96 | 7.547882 2.618662 2.88 0.00
> 4
> 2.397435
> 12.69833
city97 | 10.73768 3.628171 2.96 0.00
> 3
> 3.601704
> 17.87365
city98 | 6.783383 3.610675 1.88 0.06
> 1
> -.3181798
> 13.88495
city99 | 5.908064 2.307622 2.56 0.01
> 1
> 1.369377
> 10.44675
city100 | 2.618091 1.593516 1.64 0.10
> 1
> -.5160745
> 5.752256
city101 | 5.949697 2.068654 2.88 0.00
> 4
> 1.881019
> 10.01838
city102 | 7.665655 2.272776 3.37 0.00
> 1
> 3.195506
> 12.1358
city103 | 1.233573 .7537862 1.64 0.10
> 3
> -.2489922
> 2.716137
city104 | 6.629972 2.43793 2.72 0.00
> 7
> 1.834992
> 11.42495
city105 | 8.680794 3.508619 2.47 0.01
> 4
> 1.779958
> 15.58163
city106 | 4.329464 1.272455 3.40 0.00
> 1
> 1.826769
> 6.832159
city107 | 4.991115 2.064793 2.42 0.01
> 6
> .9300305
> 9.0522
city108 | 10.11396 3.830007 2.64 0.00
> 9
> 2.581011
> 17.64691
city109 | 4.402127 1.014727 4.34 0.00
> 0
> 2.406337
> 6.397917
city110 | 1.767758 1.537751 1.15 0.25
> 1
> -1.256728
> 4.792244
city111 | 3.216625 1.119686 2.87 0.00
> 4
> 1.014399
> 5.41885
city112 | 9.552566 2.960586 3.23 0.00
> 1
> 3.729614
> 15.37552
city113 | 7.78105 2.911823 2.67 0.00
> 8
> 2.054007
> 13.50809
city114 | 10.34302 3.575373 2.89 0.00
> 4
> 3.31089
> 17.37515
city115 | 7.85216 2.924453 2.69 0.00
> 8
> 2.100275
> 13.60404
city116 | 6.771752 2.590932 2.61 0.00
> 9
> 1.675846
> 11.86766
rg1y1 | -8.567643 6.13694 -1.40 0.16
> 4
> -20.63792
> 3.502638
rg1y2 | -4.059856 3.015707 -1.35 0.17
> 9
> -9.99122
> 1.871508
rg2y1 | -11.20402 6.436681 -1.74 0.08
> 3
> -23.86384
> 1.455798
rg2y2 | -5.01067 3.140082 -1.60 0.11
> 1
> -11.18666
> 1.165319
rg3y1 | -10.06119 6.330961 -1.59 0.11
> 3
> -22.51308
> 2.390696
rg3y2 | -3.726029 3.02952 -1.23 0.22
> 0
> -9.684562
> 2.232504
rg4y1 | -10.33947 6.243957 -1.66 0.09
> 9
> -22.62023
> 1.941298
rg4y2 | -3.584667 2.972011 -1.21 0.22
> 9
> -9.430089
> 2.260755
rg5y1 | -9.547111 5.931976 -1.61 0.10
> 8
> -21.21426
> 2.120041
rg5y2 | -3.328682 3.004644 -1.11 0.26
> 9
> -9.238287
> 2.580923
rg6y1 | -10.18174 6.301057 -1.62 0.10
> 7
> -22.57481
> 2.211326
rg6y2 | -3.75172 3.177615 -1.18 0.23
> 9
> -10.00153
> 2.498089
rg7y1 | -9.046393 5.930092 -1.53 0.12
> 8
> -20.70984
> 2.617054
rg7y2 | -3.681703 2.846556 -1.29 0.19
> 7
> -9.280378
> 1.916971
rg8y1 | -7.882547 5.343919 -1.48 0.14
> 1
> -18.3931
> 2.628002
rg8y2 | -2.282487 2.547233 -0.90 0.37
> 1
> -7.292446
> 2.727473
rg9y1 | -8.626944 5.778902 -1.49 0.13
> 6
> -19.99303
> 2.739139
rg9y2 | -3.495185 2.839008 -1.23 0.21
> 9
> -9.079015
> 2.088644
age | 1.48272 .0389661 38.05 0.00
> 0
> 1.40608
> 1.559359
agesq | -.0201798 .0004641 -43.48 0.00
> 0
> -.0210927
> -.0192669
married | -2.41689 .11155 -21.67 0.00
> 0
> -2.636289
> -2.19749
black | -1.154069 .1999971 -5.77 0.00
> 0
> -1.547428
> -.7607095
children | -3.70008 .1456291 -25.41 0.00
> 0
> -3.986507
> -3.413654
child5 | -3.695161 .1973189 -18.73 0.00
> 0
> -4.083252
> -3.307069
_cons | -11.37603 14.69811 -0.77 0.43
> 9
> -40.28463
> 17.53256
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg uhrswork (indep =ins) city1-city116 rg1y1-
> rg9y2 age agesq married black children child5 if r
> meanhoursocc<66 [aweight=perwt], cluster(metaready
> 1)
(sum of wgt is 1.2222e+07)
Instrumental variables (2SLS) regression
> Number of obs = 565764
> F(140, 347) = 219.64
> Prob > F = 0.0000
> R-squared = 0.0735
> Root MSE = 14.162
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
uhrswork | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 1.870339 .8534935 2.19 0.02
> 9
> .1916677
> 3.549011
city1 | -1.693524 1.539729 -1.10 0.27
> 2
> -4.7219
> 1.334851
city2 | -1.823924 1.607785 -1.13 0.25
> 7
> -4.986154
> 1.338306
city3 | -2.347727 1.749188 -1.34 0.18
> 0
> -5.788072
> 1.092617
city4 | -1.586289 1.483002 -1.07 0.28
> 6
> -4.503093
> 1.330515
city5 | 1.896539 1.069974 1.77 0.07
> 7
> -.207911
> 4.00099
city6 | -3.72141 3.039321 -1.22 0.22
> 2
> -9.699218
> 2.256399
city7 | -.9489875 1.590703 -0.60 0.55
> 1
> -4.07762
> 2.179645
city8 | -2.149716 2.125249 -1.01 0.31
> 2
> -6.329706
> 2.030274
city9 | -4.273301 2.164559 -1.97 0.04
> 9
> -8.530607
> -.0159947
city10 | -3.841284 3.006953 -1.28 0.20
> 2
> -9.755431
> 2.072863
city11 | -1.626387 1.575919 -1.03 0.30
> 3
> -4.725942
> 1.473167
city12 | -2.72112 1.455073 -1.87 0.06
> 2
> -5.582993
> .1407519
city13 | -.2386088 1.050055 -0.23 0.82
> 0
> -2.303882
> 1.826664
city14 | -.9992735 1.842312 -0.54 0.58
> 8
> -4.622777
> 2.62423
city15 | -4.039428 2.664719 -1.52 0.13
> 0
> -9.280461
> 1.201605
city16 | -2.634186 1.783138 -1.48 0.14
> 1
> -6.141305
> .8729318
city17 | -1.103218 1.206623 -0.91 0.36
> 1
> -3.476432
> 1.269997
city18 | -.6204876 1.596742 -0.39 0.69
> 8
> -3.760998
> 2.520023
city19 | -2.725893 2.558853 -1.07 0.28
> 7
> -7.758707
> 2.306921
city20 | -1.405195 1.624995 -0.86 0.38
> 8
> -4.601274
> 1.790884
city21 | -5.592298 3.683656 -1.52 0.13
> 0
> -12.8374
> 1.652806
city22 | -2.173726 1.499386 -1.45 0.14
> 8
> -5.122754
> .775301
city23 | -3.043349 2.256023 -1.35 0.17
> 8
> -7.480549
> 1.393851
city24 | -3.707348 2.493495 -1.49 0.13
> 8
> -8.611613
> 1.196917
city25 | -1.387354 1.549697 -0.90 0.37
> 1
> -4.435335
> 1.660628
city26 | -1.927314 2.210547 -0.87 0.38
> 4
> -6.275072
> 2.420443
city27 | -.811623 1.484181 -0.55 0.58
> 5
> -3.730746
> 2.1075
city28 | -4.176222 3.406196 -1.23 0.22
> 1
> -10.87561
> 2.523167
city29 | .7122769 1.00907 0.71 0.48
> 1
> -1.272387
> 2.69694
city30 | -1.90323 1.803084 -1.06 0.29
> 2
> -5.449579
> 1.643118
city31 | -3.094469 2.690023 -1.15 0.25
> 1
> -8.385271
> 2.196333
city32 | 3.288838 .8167693 4.03 0.00
> 0
> 1.682397
> 4.89528
city33 | -4.998978 3.034822 -1.65 0.10
> 0
> -10.96794
> .9699815
city34 | 0 (omitted)
city35 | -1.95606 2.1305 -0.92 0.35
> 9
> -6.146379
> 2.234259
city36 | -.3749103 1.057535 -0.35 0.72
> 3
> -2.454896
> 1.705075
city37 | -.4908576 1.190248 -0.41 0.68
> 0
> -2.831867
> 1.850152
city38 | -2.558153 2.409676 -1.06 0.28
> 9
> -7.297562
> 2.181256
city39 | .6679596 1.514327 0.44 0.65
> 9
> -2.310454
> 3.646374
city40 | -4.106233 2.413053 -1.70 0.09
> 0
> -8.852284
> .6398183
city41 | -2.403883 1.672097 -1.44 0.15
> 1
> -5.692603
> .8848365
city42 | -2.674004 2.503121 -1.07 0.28
> 6
> -7.597203
> 2.249196
city43 | -2.188012 2.168449 -1.01 0.31
> 4
> -6.45297
> 2.076946
city44 | -.9811792 1.687034 -0.58 0.56
> 1
> -4.299277
> 2.336919
city45 | -1.74343 1.764361 -0.99 0.32
> 4
> -5.213617
> 1.726757
city46 | -.0348391 1.793083 -0.02 0.98
> 5
> -3.561518
> 3.49184
city47 | -4.875931 3.525817 -1.38 0.16
> 8
> -11.81059
> 2.058731
city48 | -1.87812 2.289936 -0.82 0.41
> 3
> -6.382022
> 2.625781
city49 | -.3160573 1.196763 -0.26 0.79
> 2
> -2.66988
> 2.037765
city50 | -1.783758 2.056384 -0.87 0.38
> 6
> -5.828303
> 2.260786
city51 | -1.752083 .9748694 -1.80 0.07
> 3
> -3.66948
> .1653135
city52 | -1.653396 2.160702 -0.77 0.44
> 5
> -5.903116
> 2.596324
city53 | -1.874791 1.74782 -1.07 0.28
> 4
> -5.312445
> 1.562863
city54 | -1.789166 1.721762 -1.04 0.29
> 9
> -5.175569
> 1.597237
city55 | -3.295907 2.530698 -1.30 0.19
> 4
> -8.273343
> 1.68153
city56 | .0160565 1.358106 0.01 0.99
> 1
> -2.6551
> 2.687213
city57 | -7.853103 4.441969 -1.77 0.07
> 8
> -16.58967
> .8834683
city58 | -2.083263 1.931031 -1.08 0.28
> 1
> -5.881261
> 1.714736
city59 | 1.227301 .8162892 1.50 0.13
> 4
> -.3781956
> 2.832799
city60 | -1.960955 1.85639 -1.06 0.29
> 2
> -5.612147
> 1.690237
city61 | -3.968317 3.143662 -1.26 0.20
> 8
> -10.15135
> 2.214712
city62 | -1.711384 1.941276 -0.88 0.37
> 9
> -5.529531
> 2.106764
city63 | -1.565637 2.06076 -0.76 0.44
> 8
> -5.618789
> 2.487514
city64 | -1.707664 1.487535 -1.15 0.25
> 2
> -4.633384
> 1.218056
city65 | -1.782658 2.263358 -0.79 0.43
> 1
> -6.234284
> 2.668968
city66 | -3.278316 2.319408 -1.41 0.15
> 8
> -7.840183
> 1.283551
city67 | -6.342137 3.900821 -1.63 0.10
> 5
> -14.01436
> 1.330091
city68 | -4.724481 2.500301 -1.89 0.06
> 0
> -9.642134
> .1931713
city69 | -3.509188 2.171529 -1.62 0.10
> 7
> -7.780203
> .7618271
city70 | -2.134577 2.042807 -1.04 0.29
> 7
> -6.152418
> 1.883264
city71 | -3.824336 2.515483 -1.52 0.12
> 9
> -8.771849
> 1.123176
city72 | -1.722139 2.026468 -0.85 0.39
> 6
> -5.707844
> 2.263567
city73 | 1.747589 1.117131 1.56 0.11
> 9
> -.4496101
> 3.944789
city74 | -2.75489 2.401517 -1.15 0.25
> 2
> -7.478251
> 1.96847
city75 | -.4995367 1.19558 -0.42 0.67
> 6
> -2.851031
> 1.851958
city76 | -4.491445 3.041116 -1.48 0.14
> 1
> -10.47278
> 1.489895
city77 | -4.877401 3.149003 -1.55 0.12
> 2
> -11.07093
> 1.316133
city78 | -2.295976 2.048383 -1.12 0.26
> 3
> -6.324785
> 1.732832
city79 | -3.096738 2.256915 -1.37 0.17
> 1
> -7.535693
> 1.342217
city80 | -3.625221 2.120951 -1.71 0.08
> 8
> -7.796758
> .5463155
city81 | .5332802 1.452876 0.37 0.71
> 4
> -2.324271
> 3.390831
city82 | -2.183457 2.084047 -1.05 0.29
> 6
> -6.282411
> 1.915497
city83 | -6.299999 3.109852 -2.03 0.04
> 4
> -12.41653
> -.1834674
city84 | -1.914352 1.84122 -1.04 0.29
> 9
> -5.535707
> 1.707003
city85 | -.4102717 1.28091 -0.32 0.74
> 9
> -2.929596
> 2.109053
city86 | -3.288989 2.157542 -1.52 0.12
> 8
> -7.532494
> .954516
city87 | -3.270831 2.624942 -1.25 0.21
> 4
> -8.433629
> 1.891968
city88 | -1.725143 1.722008 -1.00 0.31
> 7
> -5.112029
> 1.661743
city89 | -3.182243 2.074869 -1.53 0.12
> 6
> -7.263145
> .8986598
city90 | -2.717521 2.568451 -1.06 0.29
> 1
> -7.769213
> 2.33417
city91 | -4.413177 2.835691 -1.56 0.12
> 1
> -9.990482
> 1.164129
city92 | -3.381497 2.930215 -1.15 0.24
> 9
> -9.144715
> 2.381721
city93 | -2.933113 2.514075 -1.17 0.24
> 4
> -7.877855
> 2.011629
city94 | -4.068525 1.658311 -2.45 0.01
> 5
> -7.33013
> -.8069196
city95 | -3.543171 2.258918 -1.57 0.11
> 8
> -7.986066
> .8997228
city96 | -1.215317 1.453881 -0.84 0.40
> 4
> -4.074845
> 1.644211
city97 | .2517464 1.11146 0.23 0.82
> 1
> -1.934301
> 2.437794
city98 | -1.665955 1.007573 -1.65 0.09
> 9
> -3.647673
> .3157636
city99 | -2.125054 1.561952 -1.36 0.17
> 5
> -5.19714
> .9470313
city100 | -3.525546 1.862067 -1.89 0.05
> 9
> -7.187903
> .1368115
city101 | -1.633495 1.844834 -0.89 0.37
> 7
> -5.26196
> 1.994969
city102 | -1.876959 1.618748 -1.16 0.24
> 7
> -5.060751
> 1.306833
city103 | -4.22272 2.797185 -1.51 0.13
> 2
> -9.724291
> 1.278851
city104 | -1.497296 1.533127 -0.98 0.32
> 9
> -4.512687
> 1.518095
city105 | -.1597186 1.118219 -0.14 0.88
> 7
> -2.359059
> 2.039621
city106 | -2.782931 2.005827 -1.39 0.16
> 6
> -6.728041
> 1.162178
city107 | -1.5334 1.699235 -0.90 0.36
> 7
> -4.875496
> 1.808696
city108 | -.3024448 1.273896 -0.24 0.81
> 2
> -2.807974
> 2.203085
city109 | -3.154391 2.059963 -1.53 0.12
> 7
> -7.205976
> .8971932
city110 | -3.546887 3.165275 -1.12 0.26
> 3
> -9.772425
> 2.678652
city111 | -3.529733 2.12795 -1.66 0.09
> 8
> -7.715036
> .6555699
city112 | .7826351 1.329174 0.59 0.55
> 6
> -1.831616
> 3.396886
city113 | -.5899779 1.429699 -0.41 0.68
> 0
> -3.401944
> 2.221988
city114 | -.4099764 1.33259 -0.31 0.75
> 9
> -3.030947
> 2.210994
city115 | .0433096 1.533089 0.03 0.97
> 7
> -2.972006
> 3.058625
city116 | -2.400262 1.4006 -1.71 0.08
> 7
> -5.154995
> .3544711
rg1y1 | -4.503693 .5719274 -7.87 0.00
> 0
> -5.628573
> -3.378812
rg1y2 | -2.245491 .2271131 -9.89 0.00
> 0
> -2.692182
> -1.798799
rg2y1 | -6.283704 .8251408 -7.62 0.00
> 0
> -7.906611
> -4.660797
rg2y2 | -2.786187 .2304781 -12.09 0.00
> 0
> -3.239497
> -2.332877
rg3y1 | -5.228576 .8111461 -6.45 0.00
> 0
> -6.823958
> -3.633195
rg3y2 | -2.125487 .1430055 -14.86 0.00
> 0
> -2.406754
> -1.84422
rg4y1 | -5.153264 .8234572 -6.26 0.00
> 0
> -6.772859
> -3.533668
rg4y2 | -2.026616 .207859 -9.75 0.00
> 0
> -2.435439
> -1.617794
rg5y1 | -4.298738 .4196846 -10.24 0.00
> 0
> -5.124184
> -3.473292
rg5y2 | -1.490812 .2232162 -6.68 0.00
> 0
> -1.929839
> -1.051785
rg6y1 | -4.194235 .6891111 -6.09 0.00
> 0
> -5.549595
> -2.838874
rg6y2 | -2.206568 .3238119 -6.81 0.00
> 0
> -2.843449
> -1.569687
rg7y1 | -3.92883 .4438963 -8.85 0.00
> 0
> -4.801896
> -3.055764
rg7y2 | -1.718126 .1654516 -10.38 0.00
> 0
> -2.04354
> -1.392711
rg8y1 | -3.378022 .3582896 -9.43 0.00
> 0
> -4.082714
> -2.673329
rg8y2 | -.8267716 .3806091 -2.17 0.03
> 1
> -1.575363
> -.0781804
rg9y1 | -3.842522 .5343532 -7.19 0.00
> 0
> -4.893501
> -2.791543
rg9y2 | -1.557993 .1872662 -8.32 0.00
> 0
> -1.926312
> -1.189673
age | 1.357749 .0259436 52.33 0.00
> 0
> 1.306722
> 1.408775
agesq | -.0182065 .0003071 -59.28 0.00
> 0
> -.0188106
> -.0176025
married | -2.266791 .0562704 -40.28 0.00
> 0
> -2.377466
> -2.156117
black | -.8024491 .1224496 -6.55 0.00
> 0
> -1.043286
> -.5616123
children | -3.449625 .0776948 -44.40 0.00
> 0
> -3.602437
> -3.296813
child5 | -4.476665 .1249107 -35.84 0.00
> 0
> -4.722342
> -4.230987
_cons | 8.011375 4.561465 1.76 0.08
> 0
> -.9602239
> 16.98297
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg uhrswork (indep =ins) lwagehourgradmorey70
> y1- lfwomencollegeplus70y2 city1-city116 rg1y1-rg9
> y2 age agesq married black children child5 if rmea
> nhoursocc<66 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.2222e+07)
Instrumental variables (2SLS) regression
> Number of obs = 565764
> F(152, 347) = 352.96
> Prob > F = 0.0000
> R-squared = 0.0739
> Root MSE = 14.159
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
uhrswork | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .9374362 .7976924 1.18 0.24
> 1
> -.6314844
> 2.506357
lwagehourg~1 | -.9082219 .6938631 -1.31 0.19
> 1
> -2.272929
> .4564848
lwagehourg~2 | -.5891922 .4373608 -1.35 0.17
> 9
> -1.449404
> .2710195
fcollegepl~1 | 3.203148 5.583003 0.57 0.56
> 7
> -7.777636
> 14.18393
fcollegepl~2 | 6.60747 4.287467 1.54 0.12
> 4
> -1.825223
> 15.04016
agmin70y1 | 12.28918 7.717856 1.59 0.11
> 2
> -2.890485
> 27.46884
agmin70y2 | 5.28756 2.879833 1.84 0.06
> 7
> -.3765646
> 10.95168
manufact70y1 | 2.22609 1.470989 1.51 0.13
> 1
> -.6670863
> 5.119267
manufact70y2 | 1.881736 .7425205 2.53 0.01
> 2
> .4213284
> 3.342143
hsservices~1 | -5.537554 5.452089 -1.02 0.31
> 0
> -16.26085
> 5.185745
hsservices~2 | -2.414746 3.231945 -0.75 0.45
> 5
> -8.771413
> 3.941922
lfwomencol~1 | .2786674 1.798513 0.15 0.87
> 7
> -3.258692
> 3.816027
lfwomencol~2 | .3844325 1.349818 0.28 0.77
> 6
> -2.270422
> 3.039287
city1 | .0000594 1.441837 0.00 1.00
> 0
> -2.83578
> 2.835899
city2 | -.0074917 1.551192 -0.00 0.99
> 6
> -3.058413
> 3.04343
city3 | -.1015973 1.595004 -0.06 0.94
> 9
> -3.238689
> 3.035495
city4 | -.1955472 1.429637 -0.14 0.89
> 1
> -3.007391
> 2.616297
city5 | 2.619565 1.081562 2.42 0.01
> 6
> .4923222
> 4.746807
city6 | -.2582564 2.848899 -0.09 0.92
> 8
> -5.86154
> 5.345027
city7 | .7715953 1.540362 0.50 0.61
> 7
> -2.258026
> 3.801217
city8 | .3468752 2.01707 0.17 0.86
> 4
> -3.620347
> 4.314098
city9 | -2.370096 2.250515 -1.05 0.29
> 3
> -6.796463
> 2.056271
city10 | -.5355953 2.658833 -0.20 0.84
> 0
> -5.765051
> 4.693861
city11 | .2363672 1.5009 0.16 0.87
> 5
> -2.715638
> 3.188373
city12 | -1.155722 1.352524 -0.85 0.39
> 3
> -3.815898
> 1.504454
city13 | .4021742 .9891245 0.41 0.68
> 5
> -1.54326
> 2.347608
city14 | 1.070765 1.728212 0.62 0.53
> 6
> -2.328325
> 4.469855
city15 | -.9305138 2.495384 -0.37 0.70
> 9
> -5.838494
> 3.977467
city16 | -.6952703 1.66016 -0.42 0.67
> 6
> -3.960514
> 2.569973
city17 | .058948 1.160499 0.05 0.96
> 0
> -2.223549
> 2.341445
city18 | 1.193811 1.496526 0.80 0.42
> 6
> -1.749592
> 4.137215
city19 | .177388 2.370093 0.07 0.94
> 0
> -4.484168
> 4.838944
city20 | .4441737 1.522045 0.29 0.77
> 1
> -2.54942
> 3.437768
city21 | -1.350934 3.453415 -0.39 0.69
> 6
> -8.143193
> 5.441325
city22 | -.6084292 1.448608 -0.42 0.67
> 5
> -3.457587
> 2.240728
city23 | -.3776238 2.104961 -0.18 0.85
> 8
> -4.517712
> 3.762464
city24 | -.9089127 2.315504 -0.39 0.69
> 5
> -5.463101
> 3.645276
city25 | .2935167 1.454682 0.20 0.84
> 0
> -2.567586
> 3.154619
city26 | .6495787 2.08073 0.31 0.75
> 5
> -3.442852
> 4.742009
city27 | .6616592 1.539822 0.43 0.66
> 8
> -2.3669
> 3.690218
city28 | -.2344068 3.147145 -0.07 0.94
> 1
> -6.424286
> 5.955473
city29 | 1.717227 1.022629 1.68 0.09
> 4
> -.2941043
> 3.728558
city30 | .0593524 1.727229 0.03 0.97
> 3
> -3.337803
> 3.456508
city31 | .0480475 2.523174 0.02 0.98
> 5
> -4.914592
> 5.010687
city32 | 4.162321 .8697232 4.79 0.00
> 0
> 2.451728
> 5.872913
city33 | -1.487847 2.824874 -0.53 0.59
> 9
> -7.043877
> 4.068183
city34 | 0 (omitted)
city35 | .5350978 2.026995 0.26 0.79
> 2
> -3.451644
> 4.521839
city36 | .1776472 1.054289 0.17 0.86
> 6
> -1.895955
> 2.251249
city37 | .8172431 1.139797 0.72 0.47
> 4
> -1.424536
> 3.059023
city38 | .3770772 2.241018 0.17 0.86
> 6
> -4.030611
> 4.784766
city39 | 2.024367 1.367566 1.48 0.14
> 0
> -.6653953
> 4.71413
city40 | -1.557574 2.3987 -0.65 0.51
> 7
> -6.275396
> 3.160247
city41 | -.6320286 1.593414 -0.40 0.69
> 2
> -3.765994
> 2.501937
city42 | -.0751574 2.312195 -0.03 0.97
> 4
> -4.622838
> 4.472524
city43 | .1007297 2.001702 0.05 0.96
> 0
> -3.836266
> 4.037726
city44 | .8685779 1.58095 0.55 0.58
> 3
> -2.240872
> 3.978027
city45 | .1629536 1.619308 0.10 0.92
> 0
> -3.02194
> 3.347847
city46 | 1.912488 1.781866 1.07 0.28
> 4
> -1.592129
> 5.417104
city47 | -.9272375 3.312012 -0.28 0.78
> 0
> -7.441382
> 5.586907
city48 | .7450201 2.115836 0.35 0.72
> 5
> -3.416456
> 4.906497
city49 | .9993017 1.206449 0.83 0.40
> 8
> -1.37357
> 3.372174
city50 | .7602454 1.932361 0.39 0.69
> 4
> -3.040368
> 4.560859
city51 | -1.280319 1.145126 -1.12 0.26
> 4
> -3.532581
> .9719427
city52 | .7905986 2.071532 0.38 0.70
> 3
> -3.28374
> 4.864937
city53 | .060173 1.642783 0.04 0.97
> 1
> -3.170893
> 3.291239
city54 | -.2727888 1.625359 -0.17 0.86
> 7
> -3.469585
> 2.924007
city55 | -.333105 2.369852 -0.14 0.88
> 8
> -4.994187
> 4.327977
city56 | 1.581339 1.324086 1.19 0.23
> 3
> -1.022905
> 4.185584
city57 | -2.733236 4.144752 -0.66 0.51
> 0
> -10.88523
> 5.418761
city58 | .1101195 1.838821 0.06 0.95
> 2
> -3.506517
> 3.726757
city59 | 1.897729 .8910013 2.13 0.03
> 4
> .1452864
> 3.650172
city60 | .1763944 1.766222 0.10 0.92
> 1
> -3.297453
> 3.650242
city61 | -.2913023 2.903005 -0.10 0.92
> 0
> -6.001002
> 5.418397
city62 | .5356739 1.821327 0.29 0.76
> 9
> -3.046557
> 4.117904
city63 | .8281731 1.926597 0.43 0.66
> 8
> -2.961105
> 4.617451
city64 | -.0449564 1.488541 -0.03 0.97
> 6
> -2.972655
> 2.882742
city65 | .848001 2.138792 0.40 0.69
> 2
> -3.358626
> 5.054628
city66 | -.5500656 2.159394 -0.25 0.79
> 9
> -4.797214
> 3.697083
city67 | -1.748816 3.66689 -0.48 0.63
> 4
> -8.960944
> 5.463311
city68 | -1.727463 2.311037 -0.75 0.45
> 5
> -6.272865
> 2.81794
city69 | -1.102444 2.030244 -0.54 0.58
> 7
> -5.095577
> 2.890689
city70 | .1839889 1.999199 0.09 0.92
> 7
> -3.748084
> 4.116061
city71 | -.9401783 2.3254 -0.40 0.68
> 6
> -5.513832
> 3.633475
city72 | .5714987 1.900559 0.30 0.76
> 4
> -3.166566
> 4.309564
city73 | 3.045536 1.082343 2.81 0.00
> 5
> .9167577
> 5.174315
city74 | .0780367 2.226431 0.04 0.97
> 2
> -4.300962
> 4.457035
city75 | .5225782 1.244864 0.42 0.67
> 5
> -1.925851
> 2.971007
city76 | -.9915208 2.823127 -0.35 0.72
> 6
> -6.544115
> 4.561074
city77 | -1.385923 2.940306 -0.47 0.63
> 8
> -7.168986
> 4.397141
city78 | .0519458 1.896941 0.03 0.97
> 8
> -3.679002
> 3.782894
city79 | -.557452 2.119653 -0.26 0.79
> 3
> -4.726437
> 3.611533
city80 | -1.279652 1.979877 -0.65 0.51
> 8
> -5.173722
> 2.614419
city81 | 1.782466 1.418101 1.26 0.21
> 0
> -1.006689
> 4.571622
city82 | .1835443 1.923988 0.10 0.92
> 4
> -3.600602
> 3.96769
city83 | -2.718938 2.910435 -0.93 0.35
> 1
> -8.443251
> 3.005375
city84 | .0155205 1.735375 0.01 0.99
> 3
> -3.397657
> 3.428698
city85 | 1.09658 1.182391 0.93 0.35
> 4
> -1.228975
> 3.422134
city86 | -.6703701 2.041117 -0.33 0.74
> 3
> -4.684889
> 3.344149
city87 | -.2220942 2.461848 -0.09 0.92
> 8
> -5.064116
> 4.619927
city88 | -.1159395 1.861212 -0.06 0.95
> 0
> -3.776615
> 3.544736
city89 | -.8075626 1.966006 -0.41 0.68
> 1
> -4.674351
> 3.059225
city90 | .3663475 2.406688 0.15 0.87
> 9
> -4.367185
> 5.09988
city91 | -1.041112 2.63833 -0.39 0.69
> 3
> -6.230242
> 4.148018
city92 | -.1902577 2.631991 -0.07 0.94
> 2
> -5.366921
> 4.986405
city93 | -.0963634 2.345563 -0.04 0.96
> 7
> -4.709673
> 4.516947
city94 | -2.128322 1.64574 -1.29 0.19
> 7
> -5.365204
> 1.108559
city95 | -.9370578 2.137205 -0.44 0.66
> 1
> -5.140564
> 3.266448
city96 | .2996101 1.434672 0.21 0.83
> 5
> -2.522137
> 3.121358
city97 | 1.235631 1.063694 1.16 0.24
> 6
> -.8564669
> 3.327729
city98 | -.3500748 1.106867 -0.32 0.75
> 2
> -2.527088
> 1.826938
city99 | -.5113362 1.508471 -0.34 0.73
> 5
> -3.478234
> 2.455561
city100 | -1.540639 1.784097 -0.86 0.38
> 8
> -5.049645
> 1.968366
city101 | .1664307 1.687382 0.10 0.92
> 1
> -3.152352
> 3.485213
city102 | -.0214571 1.57715 -0.01 0.98
> 9
> -3.123433
> 3.080519
city103 | -1.0095 2.597939 -0.39 0.69
> 8
> -6.119189
> 4.100188
city104 | .199825 1.448685 0.14 0.89
> 0
> -2.649483
> 3.049133
city105 | 1.0279 1.117921 0.92 0.35
> 8
> -1.170854
> 3.226654
city106 | -.5475688 1.927378 -0.28 0.77
> 7
> -4.338382
> 3.243244
city107 | .2947144 1.629265 0.18 0.85
> 7
> -2.909763
> 3.499192
city108 | .6647992 1.197189 0.56 0.57
> 9
> -1.689861
> 3.019459
city109 | -.7976818 1.968025 -0.41 0.68
> 5
> -4.66844
> 3.073077
city110 | .1395142 2.995209 0.05 0.96
> 3
> -5.751535
> 6.030563
city111 | -1.22183 2.008454 -0.61 0.54
> 3
> -5.172105
> 2.728444
city112 | 2.010863 1.299339 1.55 0.12
> 3
> -.5447081
> 4.566434
city113 | .9175862 1.303642 0.70 0.48
> 2
> -1.646449
> 3.481621
city114 | .6703034 1.291642 0.52 0.60
> 4
> -1.870129
> 3.210736
city115 | 1.306108 1.445088 0.90 0.36
> 7
> -1.536125
> 4.148342
city116 | -.976754 1.349516 -0.72 0.47
> 0
> -3.631015
> 1.677507
rg1y1 | -1.762261 2.546297 -0.69 0.48
> 9
> -6.77038
> 3.245857
rg1y2 | -1.831413 1.387495 -1.32 0.18
> 8
> -4.560372
> .8975462
rg2y1 | -3.162344 2.734066 -1.16 0.24
> 8
> -8.539771
> 2.215083
rg2y2 | -1.969076 1.464829 -1.34 0.18
> 0
> -4.850137
> .9119839
rg3y1 | -2.450171 2.695425 -0.91 0.36
> 4
> -7.751597
> 2.851255
rg3y2 | -1.58683 1.391111 -1.14 0.25
> 5
> -4.322901
> 1.149242
rg4y1 | -2.248035 2.651962 -0.85 0.39
> 7
> -7.463977
> 2.967907
rg4y2 | -1.467901 1.363692 -1.08 0.28
> 2
> -4.150044
> 1.214242
rg5y1 | -1.7465 2.473671 -0.71 0.48
> 1
> -6.611775
> 3.118774
rg5y2 | -.9088433 1.43089 -0.64 0.52
> 6
> -3.723152
> 1.905466
rg6y1 | -1.497669 2.627222 -0.57 0.56
> 9
> -6.664952
> 3.669614
rg6y2 | -1.423812 1.44678 -0.98 0.32
> 6
> -4.269374
> 1.421751
rg7y1 | -1.547671 2.482746 -0.62 0.53
> 3
> -6.430796
> 3.335454
rg7y2 | -1.288822 1.320726 -0.98 0.33
> 0
> -3.886458
> 1.308814
rg8y1 | -1.310707 2.235776 -0.59 0.55
> 8
> -5.708085
> 3.086671
rg8y2 | -.7200825 1.176177 -0.61 0.54
> 1
> -3.033415
> 1.59325
rg9y1 | -1.538606 2.42417 -0.63 0.52
> 6
> -6.306522
> 3.229311
rg9y2 | -1.08862 1.350615 -0.81 0.42
> 1
> -3.745041
> 1.567801
age | 1.357319 .0259812 52.24 0.00
> 0
> 1.306218
> 1.408419
agesq | -.0182021 .0003076 -59.18 0.00
> 0
> -.018807
> -.0175971
married | -2.266013 .0563596 -40.21 0.00
> 0
> -2.376862
> -2.155163
black | -.8027065 .1226799 -6.54 0.00
> 0
> -1.043996
> -.5614167
children | -3.447521 .0778017 -44.31 0.00
> 0
> -3.600543
> -3.294498
child5 | -4.479653 .1250331 -35.83 0.00
> 0
> -4.725571
> -4.233735
_cons | 12.7089 4.346634 2.92 0.00
> 4
> 4.159838
> 21.25797
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg lflw (indep =ins) city1-city116 rg1y1-rg9y
> 2 age agesq married black children child5 if rmean
> hoursocc<15 [aweight=perwt], cluster(metaready1)
(sum of wgt is 2.8369e+06)
Instrumental variables (2SLS) regression
> Number of obs = 131539
> F(140, 347) = 81.79
> Prob > F = 0.0000
> R-squared = 0.0556
> Root MSE = .33128
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
lflw | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | -.0161026 .028448 -0.57 0.57
> 2
> -.0720548
> .0398495
city1 | .0173805 .0433879 0.40 0.68
> 9
> -.0679559
> .1027168
city2 | .034085 .054112 0.63 0.52
> 9
> -.0723437
> .1405137
city3 | .0458666 .0519778 0.88 0.37
> 8
> -.0563646
> .1480978
city4 | -.0228289 .0461964 -0.49 0.62
> 1
> -.1136892
> .0680313
city5 | .0285155 .0344532 0.83 0.40
> 8
> -.0392479
> .096279
city6 | .0486987 .0974691 0.50 0.61
> 8
> -.1430058
> .2404033
city7 | .0485227 .0503167 0.96 0.33
> 6
> -.0504414
> .1474868
city8 | .0208073 .0671831 0.31 0.75
> 7
> -.1113301
> .1529447
city9 | .0014713 .0675187 0.02 0.98
> 3
> -.1313261
> .1342687
city10 | .0613728 .090916 0.68 0.50
> 0
> -.117443
> .2401886
city11 | .0201933 .0532972 0.38 0.70
> 5
> -.0846328
> .1250195
city12 | .0034523 .045256 0.08 0.93
> 9
> -.0855584
> .092463
city13 | .032763 .0281302 1.16 0.24
> 5
> -.0225641
> .0880901
city14 | -.029233 .0522162 -0.56 0.57
> 6
> -.131933
> .0734671
city15 | .048051 .0846439 0.57 0.57
> 1
> -.1184285
> .2145306
city16 | .038029 .0533859 0.71 0.47
> 7
> -.0669717
> .1430296
city17 | -.0119909 .0368075 -0.33 0.74
> 5
> -.0843848
> .0604029
city18 | .0189045 .0478889 0.39 0.69
> 3
> -.0752845
> .1130935
city19 | .0457446 .0809625 0.57 0.57
> 2
> -.1134943
> .2049836
city20 | -.0178483 .0485353 -0.37 0.71
> 3
> -.1133088
> .0776121
city21 | .063314 .1201099 0.53 0.59
> 8
> -.1729211
> .299549
city22 | .0012629 .0450859 0.03 0.97
> 8
> -.0874131
> .0899389
city23 | .0301516 .0707585 0.43 0.67
> 0
> -.1090179
> .1693211
city24 | .0350037 .074924 0.47 0.64
> 1
> -.1123587
> .1823661
city25 | .0491269 .0449665 1.09 0.27
> 5
> -.0393142
> .1375681
city26 | .0379377 .0682262 0.56 0.57
> 9
> -.0962512
> .1721266
city27 | .0058121 .042693 0.14 0.89
> 2
> -.0781576
> .0897818
city28 | .0543861 .1096352 0.50 0.62
> 0
> -.161247
> .2700193
city29 | .0056252 .0245976 0.23 0.81
> 9
> -.042754
> .0540043
city30 | .028961 .0539597 0.54 0.59
> 2
> -.0771684
> .1350903
city31 | .0677981 .0842695 0.80 0.42
> 2
> -.0979451
> .2335413
city32 | .0560444 .0170068 3.30 0.00
> 1
> .022595
> .0894937
city33 | .0178797 .0961616 0.19 0.85
> 3
> -.1712532
> .2070126
city34 | 0 (omitted)
city35 | .042142 .067947 0.62 0.53
> 6
> -.0914977
> .1757817
city36 | -.0077667 .028941 -0.27 0.78
> 9
> -.0646886
> .0491552
city37 | -.009111 .0287011 -0.32 0.75
> 1
> -.0655611
> .0473391
city38 | .0205414 .0752025 0.27 0.78
> 5
> -.1273688
> .1684515
city39 | .0373027 .040253 0.93 0.35
> 5
> -.0418679
> .1164733
city40 | -.0202305 .0773604 -0.26 0.79
> 4
> -.1723847
> .1319237
city41 | -.0046482 .050648 -0.09 0.92
> 7
> -.104264
> .0949675
city42 | .0343385 .0792093 0.43 0.66
> 5
> -.1214523
> .1901293
city43 | .013006 .0671503 0.19 0.84
> 7
> -.1190668
> .1450789
city44 | .0542461 .0489031 1.11 0.26
> 8
> -.0419376
> .1504299
city45 | .0286935 .0521196 0.55 0.58
> 2
> -.0738165
> .1312035
city46 | .0684868 .0521965 1.31 0.19
> 0
> -.0341745
> .171148
city47 | .0349849 .1139489 0.31 0.75
> 9
> -.1891325
> .2591023
city48 | .0525938 .0726177 0.72 0.46
> 9
> -.0902323
> .19542
city49 | .0380499 .0325302 1.17 0.24
> 3
> -.0259313
> .1020311
city50 | .0266746 .0635109 0.42 0.67
> 5
> -.0982403
> .1515894
city51 | -.0686909 .050279 -1.37 0.17
> 3
> -.1675809
> .0301991
city52 | .0241341 .0671164 0.36 0.71
> 9
> -.1078721
> .1561403
city53 | .0284094 .0525515 0.54 0.58
> 9
> -.07495
> .1317689
city54 | .0180052 .0546654 0.33 0.74
> 2
> -.089512
> .1255224
city55 | .0320447 .0804318 0.40 0.69
> 1
> -.1261504
> .1902398
city56 | .0077102 .0387792 0.20 0.84
> 3
> -.0685617
> .0839822
city57 | .0607422 .1469159 0.41 0.68
> 0
> -.2282155
> .3496999
city58 | .02677 .058946 0.45 0.65
> 0
> -.0891664
> .1427065
city59 | .0192268 .0172907 1.11 0.26
> 7
> -.0147809
> .0532346
city60 | .0061344 .0567457 0.11 0.91
> 4
> -.1054744
> .1177432
city61 | .0298788 .0989167 0.30 0.76
> 3
> -.1646729
> .2244305
city62 | .0476468 .0588153 0.81 0.41
> 8
> -.0680325
> .1633262
city63 | .063104 .0630947 1.00 0.31
> 8
> -.0609921
> .1872002
city64 | -.0281668 .0440218 -0.64 0.52
> 3
> -.1147499
> .0584163
city65 | .0319338 .0696613 0.46 0.64
> 7
> -.1050778
> .1689454
city66 | .0229935 .0722584 0.32 0.75
> 1
> -.1191262
> .1651131
city67 | .0661084 .1266221 0.52 0.60
> 2
> -.182935
> .3151519
city68 | .0256551 .0789826 0.32 0.74
> 6
> -.1296897
> .181
city69 | .0491561 .0686073 0.72 0.47
> 4
> -.0857824
> .1840946
city70 | -.0402309 .0633254 -0.64 0.52
> 6
> -.1647809
> .0843191
city71 | .0474935 .0795537 0.60 0.55
> 1
> -.1089746
> .2039616
city72 | .0332042 .0596755 0.56 0.57
> 8
> -.0841669
> .1505754
city73 | .0529719 .0270589 1.96 0.05
> 1
> -.0002482
> .106192
city74 | .0119013 .0749938 0.16 0.87
> 4
> -.1355983
> .159401
city75 | -.0010894 .0278663 -0.04 0.96
> 9
> -.0558976
> .0537188
city76 | .0621756 .0970384 0.64 0.52
> 2
> -.1286819
> .2530331
city77 | .0481256 .1013274 0.47 0.63
> 5
> -.1511675
> .2474187
city78 | .0346779 .0628128 0.55 0.58
> 1
> -.0888639
> .1582196
city79 | .028344 .0711842 0.40 0.69
> 1
> -.1116628
> .1683509
city80 | .0329914 .0666884 0.49 0.62
> 1
> -.098173
> .1641558
city81 | .061838 .0432075 1.43 0.15
> 3
> -.0231435
> .1468194
city82 | .0060015 .0634233 0.09 0.92
> 5
> -.1187409
> .130744
city83 | .0200686 .1002232 0.20 0.84
> 1
> -.1770529
> .2171901
city84 | .0518553 .0579778 0.89 0.37
> 2
> -.0621768
> .1658873
city85 | .0063224 .0371879 0.17 0.86
> 5
> -.0668196
> .0794645
city86 | -.0011001 .068707 -0.02 0.98
> 7
> -.1362346
> .1340344
city87 | .0510495 .0822053 0.62 0.53
> 5
> -.1106339
> .2127329
city88 | .0727326 .054765 1.33 0.18
> 5
> -.0349806
> .1804457
city89 | .0457649 .0625939 0.73 0.46
> 5
> -.0773463
> .1688762
city90 | .0679417 .0814875 0.83 0.40
> 5
> -.0923299
> .2282133
city91 | .0533513 .0915934 0.58 0.56
> 1
> -.1267969
> .2334995
city92 | .0531276 .083433 0.64 0.52
> 5
> -.1109704
> .2172256
city93 | .0323974 .0808552 0.40 0.68
> 9
> -.1266306
> .1914253
city94 | -.0087172 .0496909 -0.18 0.86
> 1
> -.1064504
> .089016
city95 | .0268267 .0715624 0.37 0.70
> 8
> -.1139239
> .1675774
city96 | .011845 .0417942 0.28 0.77
> 7
> -.0703569
> .0940469
city97 | .0003595 .0422437 0.01 0.99
> 3
> -.0827265
> .0834455
city98 | -.0207984 .0242816 -0.86 0.39
> 2
> -.0685559
> .0269592
city99 | .0191461 .0448381 0.43 0.67
> 0
> -.0690425
> .1073347
city100 | -.0243822 .0607959 -0.40 0.68
> 9
> -.1439571
> .0951927
city101 | .0300495 .0501879 0.60 0.55
> 0
> -.0686612
> .1287602
city102 | .0286342 .0474799 0.60 0.54
> 7
> -.0647504
> .1220187
city103 | .026611 .0895863 0.30 0.76
> 7
> -.1495895
> .2028115
city104 | .0407458 .0437857 0.93 0.35
> 3
> -.045373
> .1268646
city105 | -.0102023 .0316061 -0.32 0.74
> 7
> -.0723659
> .0519613
city106 | .0239616 .0621832 0.39 0.70
> 0
> -.0983418
> .146265
city107 | -.0160012 .0516808 -0.31 0.75
> 7
> -.1176482
> .0856458
city108 | .0356985 .0281748 1.27 0.20
> 6
> -.0197164
> .0911133
city109 | .0180367 .0665029 0.27 0.78
> 6
> -.1127628
> .1488363
city110 | .0774685 .1020399 0.76 0.44
> 8
> -.1232261
> .2781631
city111 | -.0224954 .0667348 -0.34 0.73
> 6
> -.153751
> .1087601
city112 | .0516262 .0426744 1.21 0.22
> 7
> -.0323069
> .1355592
city113 | .0026948 .0428061 0.06 0.95
> 0
> -.0814974
> .0868869
city114 | .0155517 .0275832 0.56 0.57
> 3
> -.0386997
> .069803
city115 | .0507269 .0448732 1.13 0.25
> 9
> -.0375307
> .1389845
city116 | .0166354 .0398654 0.42 0.67
> 7
> -.0617728
> .0950435
rg1y1 | .0089442 .0243696 0.37 0.71
> 4
> -.0389866
> .056875
rg1y2 | .0264574 .006565 4.03 0.00
> 0
> .0135451
> .0393697
rg2y1 | -.0259383 .0275347 -0.94 0.34
> 7
> -.0800943
> .0282176
rg2y2 | .0076306 .0075882 1.01 0.31
> 5
> -.007294
> .0225551
rg3y1 | -.0092581 .0263766 -0.35 0.72
> 6
> -.0611363
> .0426201
rg3y2 | .018528 .0060588 3.06 0.00
> 2
> .0066115
> .0304446
rg4y1 | -.0297647 .028507 -1.04 0.29
> 7
> -.0858329
> .0263036
rg4y2 | .0192078 .0060683 3.17 0.00
> 2
> .0072725
> .0311432
rg5y1 | -.0141028 .0141976 -0.99 0.32
> 1
> -.0420269
> .0138213
rg5y2 | .0209484 .0033075 6.33 0.00
> 0
> .014443
> .0274537
rg6y1 | -.0450569 .0259218 -1.74 0.08
> 3
> -.0960404
> .0059267
rg6y2 | .019971 .0089697 2.23 0.02
> 7
> .0023292
> .0376127
rg7y1 | -.0010917 .0163015 -0.07 0.94
> 7
> -.0331539
> .0309705
rg7y2 | .0041076 .0071277 0.58 0.56
> 5
> -.0099113
> .0181265
rg8y1 | -.0486915 .0052991 -9.19 0.00
> 0
> -.0591138
> -.0382692
rg8y2 | -.0073601 .011708 -0.63 0.53
> 0
> -.0303876
> .0156674
rg9y1 | -.009445 .0106573 -0.89 0.37
> 6
> -.030406
> .011516
rg9y2 | .0147643 .0036546 4.04 0.00
> 0
> .0075764
> .0219523
age | .0217348 .0008248 26.35 0.00
> 0
> .0201125
> .0233572
agesq | -.0003096 .0000103 -30.07 0.00
> 0
> -.0003299
> -.0002894
married | -.0394072 .0023576 -16.72 0.00
> 0
> -.0440441
> -.0347702
black | .001479 .0033839 0.44 0.66
> 2
> -.0051765
> .0081346
children | -.0260628 .0028722 -9.07 0.00
> 0
> -.031712
> -.0204137
child5 | -.1426297 .0052544 -27.14 0.00
> 0
> -.1529641
> -.1322953
_cons | .6716063 .1539406 4.36 0.00
> 0
> .3688323
> .9743804
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg lflw (indep =ins) lwagehourgradmorey70y1-
> lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2 a
> ge agesq married black children child5 if rmeanhou
> rsocc<15 [aweight=perwt], cluster(metaready1)
(sum of wgt is 2.8369e+06)
Instrumental variables (2SLS) regression
> Number of obs = 131539
> F(152, 347) = 63.08
> Prob > F = 0.0000
> R-squared = 0.0558
> Root MSE = .33127
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
lflw | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0133916 .0324375 0.41 0.68
> 0
> -.0504072
> .0771905
lwagehourg~1 | .0645735 .0303528 2.13 0.03
> 4
> .0048749
> .1242722
lwagehourg~2 | .0055819 .0151218 0.37 0.71
> 2
> -.02416
> .0353237
fcollegepl~1 | .1455569 .2125118 0.68 0.49
> 4
> -.2724164
> .5635302
fcollegepl~2 | .2264906 .1123151 2.02 0.04
> 5
> .0055866
> .4473945
agmin70y1 | -.4873129 .232041 -2.10 0.03
> 6
> -.9436968
> -.0309291
agmin70y2 | .1543959 .1001518 1.54 0.12
> 4
> -.042585
> .3513768
manufact70y1 | -.0788949 .0684613 -1.15 0.25
> 0
> -.2135463
> .0557565
manufact70y2 | .0257845 .032496 0.79 0.42
> 8
> -.0381295
> .0896985
hsservices~1 | -.210199 .2160901 -0.97 0.33
> 1
> -.6352103
> .2148123
hsservices~2 | -.1163723 .0964558 -1.21 0.22
> 8
> -.3060839
> .0733392
lfwomencol~1 | .0944762 .073802 1.28 0.20
> 1
> -.0506793
> .2396317
lfwomencol~2 | .0333248 .0480674 0.69 0.48
> 9
> -.0612153
> .1278649
city1 | -.0329824 .0474243 -0.70 0.48
> 7
> -.1262576
> .0602929
city2 | -.0214156 .0609746 -0.35 0.72
> 6
> -.141342
> .0985108
city3 | -.0109741 .0560103 -0.20 0.84
> 5
> -.1211366
> .0991883
city4 | -.0738836 .0500401 -1.48 0.14
> 1
> -.1723035
> .0245364
city5 | .0014908 .0327241 0.05 0.96
> 4
> -.0628717
> .0658533
city6 | -.0600989 .1097302 -0.55 0.58
> 4
> -.2759189
> .155721
city7 | -.008385 .054653 -0.15 0.87
> 8
> -.1158778
> .0991077
city8 | -.0531479 .0761647 -0.70 0.48
> 6
> -.2029506
> .0966547
city9 | -.0695993 .0797929 -0.87 0.38
> 4
> -.2265378
> .0873393
city10 | -.0347203 .1000142 -0.35 0.72
> 9
> -.2314306
> .1619899
city11 | -.033251 .0573427 -0.58 0.56
> 2
> -.1460341
> .079532
city12 | -.0421071 .0479943 -0.88 0.38
> 1
> -.1365034
> .0522892
city13 | .01129 .0311334 0.36 0.71
> 7
> -.0499439
> .0725238
city14 | -.0894543 .0573058 -1.56 0.11
> 9
> -.2021646
> .023256
city15 | -.0469586 .0948316 -0.50 0.62
> 1
> -.2334758
> .1395585
city16 | -.0198378 .0581171 -0.34 0.73
> 3
> -.1341438
> .0944683
city17 | -.045128 .0377526 -1.20 0.23
> 3
> -.1193807
> .0291247
city18 | -.0339453 .050342 -0.67 0.50
> 1
> -.1329592
> .0650685
city19 | -.0434553 .0898898 -0.48 0.62
> 9
> -.2202527
> .133342
city20 | -.074818 .0522835 -1.43 0.15
> 3
> -.1776504
> .0280143
city21 | -.0696552 .1350113 -0.52 0.60
> 6
> -.3351986
> .1958883
city22 | -.0474689 .0498405 -0.95 0.34
> 2
> -.1454963
> .0505586
city23 | -.0490608 .0781706 -0.63 0.53
> 1
> -.2028086
> .104687
city24 | -.0508389 .0839894 -0.61 0.54
> 5
> -.2160313
> .1143534
city25 | .0011342 .0485888 0.02 0.98
> 1
> -.0944314
> .0966997
city26 | -.0379917 .0766152 -0.50 0.62
> 0
> -.1886802
> .1126969
city27 | -.0379759 .0470863 -0.81 0.42
> 0
> -.1305864
> .0546346
city28 | -.0667294 .1219726 -0.55 0.58
> 5
> -.306628
> .1731692
city29 | -.0195095 .024833 -0.79 0.43
> 3
> -.0683516
> .0293326
city30 | -.033192 .0594682 -0.56 0.57
> 7
> -.1501554
> .0837715
city31 | -.0292511 .0946567 -0.31 0.75
> 7
> -.2154242
> .156922
city32 | .0393507 .0179621 2.19 0.02
> 9
> .0040223
> .074679
city33 | -.0889342 .1075104 -0.83 0.40
> 9
> -.3003882
> .1225199
city34 | 0 (omitted)
city35 | -.0341537 .076044 -0.45 0.65
> 4
> -.1837189
> .1154114
city36 | -.0309858 .0294737 -1.05 0.29
> 4
> -.0889555
> .0269839
city37 | -.0462201 .0297363 -1.55 0.12
> 1
> -.1047061
> .0122659
city38 | -.0632189 .0832215 -0.76 0.44
> 8
> -.2269011
> .1004632
city39 | -.002991 .0422402 -0.07 0.94
> 4
> -.0860701
> .0800882
city40 | -.1030935 .0891919 -1.16 0.24
> 9
> -.2785183
> .0723312
city41 | -.0620967 .0569342 -1.09 0.27
> 6
> -.1740761
> .0498828
city42 | -.0536467 .0881154 -0.61 0.54
> 3
> -.2269541
> .1196608
city43 | -.062585 .0744021 -0.84 0.40
> 1
> -.2089209
> .0837509
city44 | .0013683 .0529828 0.03 0.97
> 9
> -.1028395
> .1055762
city45 | -.0276712 .0568211 -0.49 0.62
> 7
> -.1394284
> .084086
city46 | .0019305 .0556063 0.03 0.97
> 2
> -.1074373
> .1112982
city47 | -.0907138 .1283016 -0.71 0.48
> 0
> -.3430606
> .1616329
city48 | -.0250072 .0800555 -0.31 0.75
> 5
> -.1824623
> .1324478
city49 | .0011115 .0369937 0.03 0.97
> 6
> -.0716486
> .0738716
city50 | -.0443632 .0705238 -0.63 0.53
> 0
> -.1830711
> .0943448
city51 | -.0939356 .0478505 -1.96 0.05
> 0
> -.1880492
> .0001779
city52 | -.05302 .0759673 -0.70 0.48
> 6
> -.2024344
> .0963944
city53 | -.0302573 .0573937 -0.53 0.59
> 8
> -.1431406
> .0826259
city54 | -.0371511 .0583221 -0.64 0.52
> 5
> -.1518605
> .0775583
city55 | -.0571341 .0896219 -0.64 0.52
> 4
> -.2334047
> .1191365
city56 | -.0384713 .0435511 -0.88 0.37
> 8
> -.1241287
> .0471861
city57 | -.0990631 .1649723 -0.60 0.54
> 9
> -.4235345
> .2254083
city58 | -.0419318 .0660056 -0.64 0.52
> 6
> -.1717532
> .0878895
city59 | .0020619 .0182471 0.11 0.91
> 0
> -.033827
> .0379507
city60 | -.0575392 .0626883 -0.92 0.35
> 9
> -.1808361
> .0657577
city61 | -.0768606 .1105781 -0.70 0.48
> 7
> -.2943482
> .140627
city62 | -.0184024 .0654947 -0.28 0.77
> 9
> -.147219
> .1104142
city63 | -.0090087 .0699227 -0.13 0.89
> 8
> -.1465343
> .1285169
city64 | -.0786654 .0493867 -1.59 0.11
> 2
> -.1758004
> .0184696
city65 | -.0476908 .0776814 -0.61 0.54
> 0
> -.2004766
> .1050949
city66 | -.0556026 .079445 -0.70 0.48
> 4
> -.211857
> .1006518
city67 | -.0738688 .1440028 -0.51 0.60
> 8
> -.357097
> .2093593
city68 | -.061706 .0871597 -0.71 0.47
> 9
> -.2331337
> .1097217
city69 | -.0306459 .075765 -0.40 0.68
> 6
> -.1796623
> .1183705
city70 | -.1137941 .0726587 -1.57 0.11
> 8
> -.2567009
> .0291128
city71 | -.0417692 .0879083 -0.48 0.63
> 5
> -.2146693
> .131131
city72 | -.0342817 .0662892 -0.52 0.60
> 5
> -.164661
> .0960975
city73 | .0216871 .0283028 0.77 0.44
> 4
> -.0339796
> .0773537
city74 | -.0692709 .0823573 -0.84 0.40
> 1
> -.2312532
> .0927114
city75 | -.031439 .0310236 -1.01 0.31
> 2
> -.0924571
> .029579
city76 | -.0442764 .108157 -0.41 0.68
> 3
> -.2570022
> .1684494
city77 | -.0617561 .1139941 -0.54 0.58
> 8
> -.2859625
> .1624503
city78 | -.0350801 .0680178 -0.52 0.60
> 6
> -.1688592
> .098699
city79 | -.0492155 .0789969 -0.62 0.53
> 4
> -.2045884
> .1061574
city80 | -.0417552 .0735947 -0.57 0.57
> 1
> -.186503
> .1029925
city81 | .0153312 .048009 0.32 0.75
> 0
> -.0790942
> .1097565
city82 | -.0629976 .0704546 -0.89 0.37
> 2
> -.2015695
> .0755742
city83 | -.0889923 .1124981 -0.79 0.42
> 9
> -.3102562
> .1322717
city84 | -.0139074 .0634079 -0.22 0.82
> 7
> -.1386196
> .1108047
city85 | -.0364618 .0375447 -0.97 0.33
> 2
> -.1103056
> .037382
city86 | -.0758347 .0760496 -1.00 0.31
> 9
> -.2254109
> .0737416
city87 | -.0422738 .0920005 -0.46 0.64
> 6
> -.2232225
> .1386749
city88 | .0078392 .0644264 0.12 0.90
> 3
> -.1188763
> .1345546
city89 | -.0251831 .0699432 -0.36 0.71
> 9
> -.1627491
> .1123829
city90 | -.0234297 .090656 -0.26 0.79
> 6
> -.2017341
> .1548747
city91 | -.047674 .1012958 -0.47 0.63
> 8
> -.246905
> .1515571
city92 | -.0416492 .0939086 -0.44 0.65
> 8
> -.2263508
> .1430524
city93 | -.0594822 .0893637 -0.67 0.50
> 6
> -.2352449
> .1162805
city94 | -.0705346 .0559376 -1.26 0.20
> 8
> -.1805539
> .0394848
city95 | -.0532058 .0800281 -0.66 0.50
> 7
> -.2106071
> .1041954
city96 | -.0348542 .0464948 -0.75 0.45
> 4
> -.1263014
> .0565929
city97 | -.0253461 .044628 -0.57 0.57
> 0
> -.1131215
> .0624293
city98 | -.0489765 .0267925 -1.83 0.06
> 8
> -.1016727
> .0037197
city99 | -.0312884 .0500242 -0.63 0.53
> 2
> -.1296772
> .0671004
city100 | -.0833216 .0652542 -1.28 0.20
> 2
> -.211665
> .0450219
city101 | -.0251082 .0559536 -0.45 0.65
> 4
> -.1351591
> .0849427
city102 | -.0259995 .0517198 -0.50 0.61
> 5
> -.1277232
> .0757242
city103 | -.0699136 .0999227 -0.70 0.48
> 5
> -.266444
> .1266168
city104 | -.0082837 .0476711 -0.17 0.86
> 2
> -.1020444
> .085477
city105 | -.0477195 .0324379 -1.47 0.14
> 2
> -.1115192
> .0160802
city106 | -.048314 .0699864 -0.69 0.49
> 0
> -.1859649
> .0893369
city107 | -.069981 .0564342 -1.24 0.21
> 6
> -.180977
> .0410151
city108 | .0053248 .0337667 0.16 0.87
> 5
> -.0610883
> .0717379
city109 | -.052855 .0728585 -0.73 0.46
> 9
> -.1961549
> .090445
city110 | -.040657 .1158625 -0.35 0.72
> 6
> -.2685381
> .1872242
city111 | -.0965406 .0730983 -1.32 0.18
> 7
> -.2403121
> .0472309
city112 | .0122707 .0443048 0.28 0.78
> 2
> -.0748691
> .0994104
city113 | -.0398992 .0443073 -0.90 0.36
> 8
> -.1270439
> .0472454
city114 | -.0166711 .0287816 -0.58 0.56
> 3
> -.0732793
> .0399372
city115 | .0047673 .0507312 0.09 0.92
> 5
> -.095012
> .1045466
city116 | -.0291748 .0442243 -0.66 0.51
> 0
> -.1161561
> .0578066
rg1y1 | -.1652383 .0902741 -1.83 0.06
> 8
> -.3427916
> .0123151
rg1y2 | -.0142446 .0560262 -0.25 0.79
> 9
> -.1244383
> .0959492
rg2y1 | -.2168321 .0949733 -2.28 0.02
> 3
> -.4036278
> -.0300364
rg2y2 | -.0387686 .0585595 -0.66 0.50
> 8
> -.1539449
> .0764076
rg3y1 | -.1936283 .0939229 -2.06 0.04
> 0
> -.3783582
> -.0088985
rg3y2 | -.0259691 .0563144 -0.46 0.64
> 5
> -.1367296
> .0847914
rg4y1 | -.2087957 .0927267 -2.25 0.02
> 5
> -.3911728
> -.0264186
rg4y2 | -.0226713 .0561405 -0.40 0.68
> 7
> -.1330898
> .0877472
rg5y1 | -.1908484 .0855152 -2.23 0.02
> 6
> -.3590417
> -.0226551
rg5y2 | -.0210995 .0539635 -0.39 0.69
> 6
> -.1272362
> .0850371
rg6y1 | -.2280541 .0936024 -2.44 0.01
> 5
> -.4121536
> -.0439547
rg6y2 | -.0258718 .0585339 -0.44 0.65
> 9
> -.1409976
> .0892541
rg7y1 | -.1703083 .0863542 -1.97 0.04
> 9
> -.3401517
> -.0004648
rg7y2 | -.0344737 .0526794 -0.65 0.51
> 3
> -.1380848
> .0691374
rg8y1 | -.1965677 .0782462 -2.51 0.01
> 2
> -.3504642
> -.0426712
rg8y2 | -.0342853 .0456097 -0.75 0.45
> 3
> -.1239915
> .0554209
rg9y1 | -.1726313 .0811506 -2.13 0.03
> 4
> -.3322402
> -.0130224
rg9y2 | -.0262498 .0517828 -0.51 0.61
> 3
> -.1280975
> .0755979
age | .0217517 .000825 26.36 0.00
> 0
> .020129
> .0233744
agesq | -.0003098 .0000103 -30.08 0.00
> 0
> -.00033
> -.0002895
married | -.039472 .0023565 -16.75 0.00
> 0
> -.0441067
> -.0348372
black | .0015559 .0033849 0.46 0.64
> 6
> -.0051015
> .0082134
children | -.0261358 .0028749 -9.09 0.00
> 0
> -.0317901
> -.0204815
child5 | -.1424871 .0052416 -27.18 0.00
> 0
> -.1527964
> -.1321778
_cons | .5200073 .1777288 2.93 0.00
> 4
> .1704461
> .8695685
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg lflw (indep =ins) city1-city116 rg1y1-rg9y
> 2 age agesq married black children child5 if rmean
> hoursocc<66 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.2247e+07)
Instrumental variables (2SLS) regression
> Number of obs = 566911
> F(140, 347) = 114.96
> Prob > F = 0.0000
> R-squared = 0.0575
> Root MSE = .31546
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
lflw | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | -.0378323 .0159403 -2.37 0.01
> 8
> -.0691841
> -.0064805
city1 | .0468243 .0301791 1.55 0.12
> 2
> -.0125327
> .1061813
city2 | .0704596 .035054 2.01 0.04
> 5
> .0015145
> .1394047
city3 | .0612504 .0345493 1.77 0.07
> 7
> -.0067021
> .1292028
city4 | .044353 .0301208 1.47 0.14
> 2
> -.0148893
> .1035952
city5 | .0421286 .0242397 1.74 0.08
> 3
> -.0055466
> .0898039
city6 | .1186923 .0590884 2.01 0.04
> 5
> .0024758
> .2349088
city7 | .0614541 .0329341 1.87 0.06
> 3
> -.0033215
> .1262297
city8 | .0737257 .0416467 1.77 0.07
> 8
> -.008186
> .1556374
city9 | .0265832 .0412264 0.64 0.51
> 9
> -.0545018
> .1076682
city10 | .12806 .0553995 2.31 0.02
> 1
> .0190989
> .2370212
city11 | .0416875 .0349972 1.19 0.23
> 4
> -.0271458
> .1105207
city12 | .0250725 .0297665 0.84 0.40
> 0
> -.033473
> .083618
city13 | .0190023 .0192748 0.99 0.32
> 5
> -.0189078
> .0569124
city14 | .0523251 .0353068 1.48 0.13
> 9
> -.0171171
> .1217674
city15 | .1147123 .0514139 2.23 0.02
> 6
> .0135903
> .2158343
city16 | .070998 .0352151 2.02 0.04
> 5
> .0017362
> .1402599
city17 | .0282525 .0259194 1.09 0.27
> 6
> -.0227265
> .0792315
city18 | .0417159 .0347705 1.20 0.23
> 1
> -.0266716
> .1101034
city19 | .1137675 .0494555 2.30 0.02
> 2
> .0164973
> .2110378
city20 | .0449251 .0332334 1.35 0.17
> 7
> -.0204391
> .1102893
city21 | .1642577 .0708412 2.32 0.02
> 1
> .0249256
> .3035897
city22 | .037885 .0303308 1.25 0.21
> 2
> -.0217705
> .0975404
city23 | .082307 .0440279 1.87 0.06
> 2
> -.0042881
> .1689021
city24 | .106044 .0478679 2.22 0.02
> 7
> .0118962
> .2001917
city25 | .0532678 .0333144 1.60 0.11
> 1
> -.0122558
> .1187914
city26 | .0919374 .0422561 2.18 0.03
> 0
> .0088271
> .1750478
city27 | .0443472 .0361288 1.23 0.22
> 0
> -.0267118
> .1154063
city28 | .141934 .0651995 2.18 0.03
> 0
> .013698
> .27017
city29 | .041832 .0263557 1.59 0.11
> 3
> -.010005
> .093669
city30 | .071036 .0357512 1.99 0.04
> 8
> .0007196
> .1413524
city31 | .1204165 .0514843 2.34 0.02
> 0
> .0191559
> .2216771
city32 | .0553881 .0183082 3.03 0.00
> 3
> .0193792
> .0913971
city33 | .1119765 .0576807 1.94 0.05
> 3
> -.0014714
> .2254244
city34 | 0 (omitted)
city35 | .0697431 .0441006 1.58 0.11
> 5
> -.0169949
> .1564812
city36 | .0161483 .0225329 0.72 0.47
> 4
> -.0281699
> .0604665
city37 | -.009459 .0230696 -0.41 0.68
> 2
> -.0548327
> .0359148
city38 | .0800195 .0472299 1.69 0.09
> 1
> -.0128735
> .1729125
city39 | .0548728 .0283227 1.94 0.05
> 4
> -.0008331
> .1105786
city40 | .0662359 .0476217 1.39 0.16
> 5
> -.0274277
> .1598995
city41 | .0528792 .0330299 1.60 0.11
> 0
> -.0120849
> .1178433
city42 | .1008684 .0484949 2.08 0.03
> 8
> .0054873
> .1962494
city43 | .0744465 .0439 1.70 0.09
> 1
> -.0118971
> .1607902
city44 | .0680813 .0337136 2.02 0.04
> 4
> .0017727
> .13439
city45 | .079046 .0339071 2.33 0.02
> 0
> .0123567
> .1457353
city46 | .0828979 .0354233 2.34 0.02
> 0
> .0132265
> .1525693
city47 | .1347489 .067311 2.00 0.04
> 6
> .00236
> .2671378
city48 | .1024795 .0449948 2.28 0.02
> 3
> .0139827
> .1909763
city49 | .0444169 .0265198 1.67 0.09
> 5
> -.0077429
> .0965766
city50 | .0626563 .0403734 1.55 0.12
> 2
> -.0167511
> .1420636
city51 | -.0076215 .0334995 -0.23 0.82
> 0
> -.0735091
> .0582661
city52 | .0991078 .0421907 2.35 0.01
> 9
> .0161262
> .1820895
city53 | .0524327 .0347131 1.51 0.13
> 2
> -.0158418
> .1207073
city54 | .0607999 .034565 1.76 0.07
> 9
> -.0071834
> .1287832
city55 | .0831489 .048712 1.71 0.08
> 9
> -.0126591
> .1789569
city56 | .0360948 .0274832 1.31 0.19
> 0
> -.0179598
> .0901493
city57 | .1856854 .0841221 2.21 0.02
> 8
> .020232
> .3511388
city58 | .0755251 .0378549 2.00 0.04
> 7
> .0010712
> .1499789
city59 | .0293482 .0202652 1.45 0.14
> 8
> -.0105098
> .0692062
city60 | .0561474 .0368017 1.53 0.12
> 8
> -.016235
> .1285299
city61 | .1098623 .060105 1.83 0.06
> 8
> -.0083537
> .2280782
city62 | .0921676 .0383164 2.41 0.01
> 7
> .0168059
> .1675293
city63 | .1119689 .0403487 2.78 0.00
> 6
> .0326101
> .1913278
city64 | -.0040076 .031465 -0.13 0.89
> 9
> -.0658937
> .0578785
city65 | .0802408 .0435641 1.84 0.06
> 6
> -.0054422
> .1659237
city66 | .0712857 .0450559 1.58 0.11
> 5
> -.0173313
> .1599028
city67 | .1628849 .0744762 2.19 0.02
> 9
> .0164033
> .3093665
city68 | .0918889 .0481327 1.91 0.05
> 7
> -.0027798
> .1865575
city69 | .0934412 .0422608 2.21 0.02
> 8
> .0103217
> .1765607
city70 | .0861933 .0400568 2.15 0.03
> 2
> .0074086
> .1649779
city71 | .1064043 .0488974 2.18 0.03
> 0
> .0102317
> .2025769
city72 | .0643503 .0392677 1.64 0.10
> 2
> -.0128823
> .1415829
city73 | .06335 .0224164 2.83 0.00
> 5
> .0192609
> .1074391
city74 | .077845 .0463034 1.68 0.09
> 4
> -.0132256
> .1689157
city75 | .0182107 .0228477 0.80 0.42
> 6
> -.0267268
> .0631481
city76 | .1257846 .0582431 2.16 0.03
> 1
> .0112307
> .2403385
city77 | .1126286 .0605683 1.86 0.06
> 4
> -.0064986
> .2317558
city78 | .0828925 .0401508 2.06 0.04
> 0
> .0039229
> .161862
city79 | .0771558 .0434631 1.78 0.07
> 7
> -.0083285
> .1626401
city80 | .0829306 .0429185 1.93 0.05
> 4
> -.0014825
> .1673438
city81 | .0790564 .0293259 2.70 0.00
> 7
> .0213774
> .1367353
city82 | .0771778 .0407005 1.90 0.05
> 9
> -.0028729
> .1572285
city83 | .0862512 .0598743 1.44 0.15
> 1
> -.0315109
> .2040133
city84 | .0768054 .0371196 2.07 0.03
> 9
> .0037976
> .1498132
city85 | .0506174 .0263601 1.92 0.05
> 6
> -.0012283
> .1024631
city86 | .0713313 .0423812 1.68 0.09
> 3
> -.0120252
> .1546877
city87 | .1174923 .0504161 2.33 0.02
> 0
> .0183327
> .2166519
city88 | .0547859 .0356715 1.54 0.12
> 5
> -.0153736
> .1249455
city89 | .0845348 .040332 2.10 0.03
> 7
> .0052089
> .1638607
city90 | .1016731 .0497162 2.05 0.04
> 2
> .0038901
> .1994562
city91 | .1086209 .0545692 1.99 0.04
> 7
> .0012929
> .215949
city92 | .1088752 .0537489 2.03 0.04
> 4
> .0031605
> .2145898
city93 | .1059939 .0487309 2.18 0.03
> 0
> .0101488
> .201839
city94 | .0354772 .0323697 1.10 0.27
> 4
> -.0281882
> .0991427
city95 | .0836924 .0442141 1.89 0.05
> 9
> -.0032689
> .1706538
city96 | .026277 .0317104 0.83 0.40
> 8
> -.0360918
> .0886457
city97 | .0242203 .0228958 1.06 0.29
> 1
> -.0208116
> .0692523
city98 | .0132753 .0222658 0.60 0.55
> 1
> -.0305177
> .0570683
city99 | .0578365 .0312782 1.85 0.06
> 5
> -.0036821
> .1193552
city100 | .0376457 .0404224 0.93 0.35
> 2
> -.0418581
> .1171494
city101 | .0597466 .0331593 1.80 0.07
> 2
> -.005472
> .1249651
city102 | .0431541 .0309874 1.39 0.16
> 5
> -.0177927
> .1041009
city103 | .0941747 .0538633 1.75 0.08
> 1
> -.011765
> .2001143
city104 | .0620195 .0313335 1.98 0.04
> 9
> .000392
> .123647
city105 | .0406944 .0228479 1.78 0.07
> 6
> -.0042434
> .0856322
city106 | .0610628 .0403387 1.51 0.13
> 1
> -.0182763
> .1404018
city107 | .0516315 .0365157 1.41 0.15
> 8
> -.0201884
> .1234514
city108 | .0449337 .023738 1.89 0.05
> 9
> -.0017548
> .0916223
city109 | .0680791 .0428242 1.59 0.11
> 3
> -.0161486
> .1523069
city110 | .1467208 .0608596 2.41 0.01
> 6
> .0270207
> .2664209
city111 | .0235727 .0418419 0.56 0.57
> 4
> -.058723
> .1058683
city112 | .0467027 .0270574 1.73 0.08
> 5
> -.0065144
> .0999199
city113 | .0446619 .0293626 1.52 0.12
> 9
> -.0130892
> .102413
city114 | .0354476 .0248942 1.42 0.15
> 5
> -.013515
> .0844101
city115 | .0660136 .0287085 2.30 0.02
> 2
> .0095491
> .1224781
city116 | .0422288 .0293747 1.44 0.15
> 1
> -.0155461
> .1000037
rg1y1 | .0202477 .0104854 1.93 0.05
> 4
> -.0003752
> .0408705
rg1y2 | .0085871 .0034765 2.47 0.01
> 4
> .0017494
> .0154248
rg2y1 | .0247873 .0159648 1.55 0.12
> 1
> -.0066126
> .0561873
rg2y2 | .0167633 .00436 3.84 0.00
> 0
> .008188
> .0253386
rg3y1 | .0242362 .0152814 1.59 0.11
> 4
> -.0058196
> .054292
rg3y2 | .0151709 .0032536 4.66 0.00
> 0
> .0087717
> .0215701
rg4y1 | .0180495 .0152924 1.18 0.23
> 9
> -.0120279
> .0481269
rg4y2 | .0039853 .0039088 1.02 0.30
> 9
> -.0037027
> .0116733
rg5y1 | .0062837 .0072962 0.86 0.39
> 0
> -.0080667
> .0206341
rg5y2 | .0199723 .002423 8.24 0.00
> 0
> .0152067
> .0247378
rg6y1 | .0264 .0140638 1.88 0.06
> 1
> -.0012609
> .0540609
rg6y2 | .0249789 .005271 4.74 0.00
> 0
> .0146119
> .035346
rg7y1 | .0132234 .0076336 1.73 0.08
> 4
> -.0017905
> .0282373
rg7y2 | .0074547 .003702 2.01 0.04
> 5
> .0001735
> .0147359
rg8y1 | -.0281766 .009006 -3.13 0.00
> 2
> -.0458899
> -.0104633
rg8y2 | -.0122197 .0076312 -1.60 0.11
> 0
> -.027229
> .0027896
rg9y1 | .0055446 .0089139 0.62 0.53
> 4
> -.0119873
> .0230766
rg9y2 | .0114813 .0033102 3.47 0.00
> 1
> .0049708
> .0179919
age | .0258141 .0005006 51.57 0.00
> 0
> .0248296
> .0267987
agesq | -.0003516 6.62e-06 -53.09 0.00
> 0
> -.0003646
> -.0003386
married | -.0370341 .0014326 -25.85 0.00
> 0
> -.0398518
> -.0342164
black | .0001533 .0023673 0.06 0.94
> 8
> -.0045028
> .0048094
children | -.0250871 .0012209 -20.55 0.00
> 0
> -.0274885
> -.0226858
child5 | -.1498074 .0037777 -39.66 0.00
> 0
> -.1572374
> -.1423775
_cons | .7080566 .0861724 8.22 0.00
> 0
> .5385707
> .8775426
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg lflw (indep =ins) lwagehourgradmorey70y1-
> lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2 a
> ge agesq married black children child5 if rmeanhou
> rsocc<66 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.2247e+07)
Instrumental variables (2SLS) regression
> Number of obs = 566911
> F(152, 347) = 143.36
> Prob > F = 0.0000
> R-squared = 0.0578
> Root MSE = .31542
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
lflw | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | -.0208904 .0148535 -1.41 0.16
> 0
> -.0501046
> .0083239
lwagehourg~1 | .0205733 .0138575 1.48 0.13
> 9
> -.0066821
> .0478286
lwagehourg~2 | .0065868 .008461 0.78 0.43
> 7
> -.0100544
> .0232281
fcollegepl~1 | .0801794 .1120285 0.72 0.47
> 5
> -.1401609
> .3005197
fcollegepl~2 | .0606126 .0676482 0.90 0.37
> 1
> -.0724395
> .1936646
agmin70y1 | -.5296173 .1711443 -3.09 0.00
> 2
> -.866228
> -.1930066
agmin70y2 | .0667144 .0797781 0.84 0.40
> 4
> -.0901951
> .2236239
manufact70y1 | .0536154 .0253267 2.12 0.03
> 5
> .0038022
> .1034287
manufact70y2 | .0401464 .0177648 2.26 0.02
> 4
> .0052062
> .0750865
hsservices~1 | -.0160381 .0889798 -0.18 0.85
> 7
> -.1910456
> .1589695
hsservices~2 | -.0004247 .0547916 -0.01 0.99
> 4
> -.1081901
> .1073407
lfwomencol~1 | .0942721 .0344746 2.73 0.00
> 7
> .0264667
> .1620775
lfwomencol~2 | .0250832 .0276767 0.91 0.36
> 5
> -.0293519
> .0795183
city1 | .0082777 .0218729 0.38 0.70
> 5
> -.0347425
> .0512979
city2 | .0303546 .0290411 1.05 0.29
> 7
> -.0267641
> .0874732
city3 | .0188015 .0254773 0.74 0.46
> 1
> -.0313079
> .068911
city4 | .0041354 .0223117 0.19 0.85
> 3
> -.0397478
> .0480186
city5 | .0170094 .0150235 1.13 0.25
> 8
> -.0125391
> .0465579
city6 | .0457878 .0504392 0.91 0.36
> 5
> -.0534171
> .1449928
city7 | .0194395 .025034 0.78 0.43
> 8
> -.029798
> .068677
city8 | .0211918 .0339662 0.62 0.53
> 3
> -.0456137
> .0879973
city9 | -.0109665 .0392615 -0.28 0.78
> 0
> -.088187
> .0662541
city10 | .0610288 .0463362 1.32 0.18
> 9
> -.0301063
> .152164
city11 | .0003299 .0278249 0.01 0.99
> 1
> -.0543969
> .0550566
city12 | -.0122222 .0213387 -0.57 0.56
> 7
> -.0541917
> .0297472
city13 | -.0018911 .0111351 -0.17 0.86
> 5
> -.0237919
> .0200097
city14 | .0090663 .0268318 0.34 0.73
> 6
> -.0437071
> .0618397
city15 | .0513927 .0431392 1.19 0.23
> 4
> -.0334546
> .13624
city16 | .0272469 .0267617 1.02 0.30
> 9
> -.0253888
> .0798825
city17 | .0002054 .016845 0.01 0.99
> 0
> -.0329257
> .0333364
city18 | .0029291 .0260369 0.11 0.91
> 0
> -.048281
> .0541391
city19 | .0527949 .0408127 1.29 0.19
> 7
> -.0274764
> .1330663
city20 | .0012876 .0255718 0.05 0.96
> 0
> -.0490076
> .0515829
city21 | .0784878 .0617502 1.27 0.20
> 5
> -.042964
> .1999395
city22 | -.0015792 .0223066 -0.07 0.94
> 4
> -.0454524
> .042294
city23 | .0273858 .0355972 0.77 0.44
> 2
> -.0426277
> .0973993
city24 | .0472324 .039234 1.20 0.22
> 9
> -.029934
> .1243988
city25 | .0164687 .0252396 0.65 0.51
> 5
> -.0331732
> .0661105
city26 | .0404809 .0343022 1.18 0.23
> 9
> -.0269855
> .1079473
city27 | .0151811 .0290363 0.52 0.60
> 1
> -.0419282
> .0722905
city28 | .0607395 .0558247 1.09 0.27
> 7
> -.0490578
> .1705368
city29 | .019709 .0178435 1.10 0.27
> 0
> -.015386
> .0548039
city30 | .0264543 .0274323 0.96 0.33
> 6
> -.0275002
> .0804089
city31 | .0536867 .0436775 1.23 0.22
> 0
> -.0322193
> .1395927
city32 | .036669 .0079424 4.62 0.00
> 0
> .0210476
> .0522904
city33 | .040411 .0487899 0.83 0.40
> 8
> -.0555501
> .1363722
city34 | 0 (omitted)
city35 | .0166841 .0366889 0.45 0.65
> 0
> -.0554765
> .0888447
city36 | -.0075455 .0153435 -0.49 0.62
> 3
> -.0377234
> .0226324
city37 | -.0447056 .0153108 -2.92 0.00
> 4
> -.0748193
> -.0145919
city38 | .0231448 .0390559 0.59 0.55
> 4
> -.0536712
> .0999608
city39 | .023318 .018426 1.27 0.20
> 7
> -.0129227
> .0595586
city40 | .0157495 .0408452 0.39 0.70
> 0
> -.0645858
> .0960849
city41 | .010542 .0254411 0.41 0.67
> 9
> -.0394961
> .0605802
city42 | .0383896 .0398789 0.96 0.33
> 6
> -.0400452
> .1168244
city43 | .0177601 .0348991 0.51 0.61
> 1
> -.0508803
> .0864006
city44 | .0300934 .0255895 1.18 0.24
> 0
> -.0202367
> .0804235
city45 | .0382036 .0256442 1.49 0.13
> 7
> -.0122339
> .0886412
city46 | .0398434 .0284489 1.40 0.16
> 2
> -.0161107
> .0957975
city47 | .0545062 .0586691 0.93 0.35
> 4
> -.0608855
> .169898
city48 | .0510334 .0363994 1.40 0.16
> 2
> -.0205578
> .1226247
city49 | .0147006 .0171934 0.86 0.39
> 3
> -.0191158
> .0485169
city50 | .0118374 .0325427 0.36 0.71
> 6
> -.0521684
> .0758432
city51 | -.0276273 .0247649 -1.12 0.26
> 5
> -.0763355
> .0210809
city52 | .0453048 .0346708 1.31 0.19
> 2
> -.0228865
> .1134961
city53 | .0110837 .0259385 0.43 0.66
> 9
> -.0399327
> .0621001
city54 | .0221954 .0251711 0.88 0.37
> 9
> -.0273117
> .0717025
city55 | .0253152 .0403667 0.63 0.53
> 1
> -.0540791
> .1047094
city56 | -.002528 .0195276 -0.13 0.89
> 7
> -.0409354
> .0358793
city57 | .0816813 .0747764 1.09 0.27
> 5
> -.0653907
> .2287532
city58 | .024099 .0300346 0.80 0.42
> 3
> -.0349739
> .0831718
city59 | .0116059 .0105985 1.10 0.27
> 4
> -.0092394
> .0324513
city60 | .0116652 .0286358 0.41 0.68
> 4
> -.0446564
> .0679869
city61 | .0404069 .0520467 0.78 0.43
> 8
> -.0619598
> .1427735
city62 | .0428304 .0301272 1.42 0.15
> 6
> -.0164246
> .1020853
city63 | .0606042 .0318277 1.90 0.05
> 8
> -.0019954
> .1232038
city64 | -.0413248 .0238179 -1.74 0.08
> 4
> -.0881705
> .0055208
city65 | .0247412 .035364 0.70 0.48
> 5
> -.0448136
> .094296
city66 | .0172348 .036377 0.47 0.63
> 6
> -.0543124
> .088782
city67 | .0725379 .0658792 1.10 0.27
> 2
> -.057035
> .2021108
city68 | .0347365 .0394692 0.88 0.37
> 9
> -.0428925
> .1123655
city69 | .0394998 .0340055 1.16 0.24
> 6
> -.0273831
> .1063827
city70 | .0315576 .0334991 0.94 0.34
> 7
> -.0343293
> .0974444
city71 | .0454687 .0402522 1.13 0.25
> 9
> -.0337003
> .1246377
city72 | .0162627 .0314312 0.52 0.60
> 5
> -.0455568
> .0780823
city73 | .0380553 .0126938 3.00 0.00
> 3
> .0130888
> .0630217
city74 | .0230196 .0375812 0.61 0.54
> 1
> -.050896
> .0969353
city75 | -.0070622 .0137191 -0.51 0.60
> 7
> -.0340453
> .0199209
city76 | .054776 .0495847 1.10 0.27
> 0
> -.0427485
> .1523005
city77 | .0398996 .0518491 0.77 0.44
> 2
> -.0620785
> .1418777
city78 | .035227 .0312692 1.13 0.26
> 1
> -.026274
> .096728
city79 | .022666 .0356073 0.64 0.52
> 5
> -.0473673
> .0926994
city80 | .0299055 .0344373 0.87 0.38
> 6
> -.0378266
> .0976376
city81 | .0390444 .0225848 1.73 0.08
> 5
> -.005376
> .0834648
city82 | .0260154 .0321989 0.81 0.42
> 0
> -.0373141
> .0893449
city83 | .0154956 .0511827 0.30 0.76
> 2
> -.0851718
> .1161629
city84 | .0294373 .0286056 1.03 0.30
> 4
> -.0268248
> .0856995
city85 | .0163105 .0165749 0.98 0.32
> 6
> -.0162893
> .0489103
city86 | .0218898 .0341563 0.64 0.52
> 2
> -.0452896
> .0890692
city87 | .0540129 .0421138 1.28 0.20
> 1
> -.0288176
> .1368434
city88 | .0162052 .0289601 0.56 0.57
> 6
> -.0407543
> .0731646
city89 | .0333856 .0323653 1.03 0.30
> 3
> -.0302714
> .0970425
city90 | .0411625 .0413394 1.00 0.32
> 0
> -.0401449
> .1224699
city91 | .0443387 .0456925 0.97 0.33
> 3
> -.0455303
> .1342078
city92 | .0431402 .0442807 0.97 0.33
> 1
> -.0439521
> .1302326
city93 | .0422977 .04033 1.05 0.29
> 5
> -.0370243
> .1216197
city94 | -.0052825 .0247199 -0.21 0.83
> 1
> -.0539021
> .0433371
city95 | .0260482 .0359681 0.72 0.46
> 9
> -.0446946
> .0967911
city96 | -.0072928 .0247932 -0.29 0.76
> 9
> -.0560567
> .0414711
city97 | -.0000814 .0143522 -0.01 0.99
> 5
> -.0283098
> .0281469
city98 | -.0129079 .0148037 -0.87 0.38
> 4
> -.0420242
> .0162084
city99 | .0175005 .0232097 0.75 0.45
> 1
> -.0281489
> .0631498
city100 | -.0008522 .030369 -0.03 0.97
> 8
> -.0605827
> .0588783
city101 | .0191341 .0248755 0.77 0.44
> 2
> -.0297916
> .0680599
city102 | .0033141 .022963 0.14 0.88
> 5
> -.0418502
> .0484783
city103 | .0304154 .0453682 0.67 0.50
> 3
> -.0588159
> .1196467
city104 | .0244861 .0232407 1.05 0.29
> 3
> -.0212244
> .0701965
city105 | .0107087 .0141305 0.76 0.44
> 9
> -.0170834
> .0385009
city106 | .0149748 .0317234 0.47 0.63
> 7
> -.0474196
> .0773691
city107 | .0117126 .0282482 0.41 0.67
> 9
> -.0438467
> .067272
city108 | .0168924 .0148073 1.14 0.25
> 5
> -.012231
> .0460158
city109 | .0206897 .0337236 0.61 0.54
> 0
> -.0456386
> .087018
city110 | .0716723 .053069 1.35 0.17
> 8
> -.032705
> .1760496
city111 | -.0228004 .0330189 -0.69 0.49
> 0
> -.0877427
> .0421419
city112 | .0169508 .0189113 0.90 0.37
> 1
> -.0202444
> .054146
city113 | .0088799 .0219383 0.40 0.68
> 6
> -.0342688
> .0520287
city114 | .0072931 .0158696 0.46 0.64
> 6
> -.0239196
> .0385058
city115 | .0290493 .0203298 1.43 0.15
> 4
> -.0109359
> .0690345
city116 | .0051975 .0214006 0.24 0.80
> 8
> -.0368938
> .0472888
rg1y1 | -.1141601 .0512911 -2.23 0.02
> 7
> -.2150408
> -.0132795
rg1y2 | -.0405145 .031247 -1.30 0.19
> 6
> -.1019719
> .020943
rg2y1 | -.1127305 .0546114 -2.06 0.04
> 0
> -.2201414
> -.0053195
rg2y2 | -.0342757 .0323241 -1.06 0.29
> 0
> -.0978515
> .0293001
rg3y1 | -.1124744 .0536228 -2.10 0.03
> 7
> -.2179411
> -.0070078
rg3y2 | -.0347054 .0312945 -1.11 0.26
> 8
> -.0962561
> .0268454
rg4y1 | -.112882 .0538134 -2.10 0.03
> 7
> -.2187234
> -.0070405
rg4y2 | -.0439285 .0308223 -1.43 0.15
> 5
> -.1045506
> .0166935
rg5y1 | -.113229 .0491054 -2.31 0.02
> 2
> -.2098108
> -.0166473
rg5y2 | -.0253475 .0302564 -0.84 0.40
> 3
> -.0848565
> .0341615
rg6y1 | -.1028045 .0538308 -1.91 0.05
> 7
> -.2086801
> .0030711
rg6y2 | -.0248111 .0323254 -0.77 0.44
> 3
> -.0883895
> .0387672
rg7y1 | -.1004708 .0499136 -2.01 0.04
> 5
> -.198642
> -.0022996
rg7y2 | -.0357135 .0297923 -1.20 0.23
> 1
> -.0943097
> .0228826
rg8y1 | -.1273609 .0450592 -2.83 0.00
> 5
> -.2159844
> -.0387374
rg8y2 | -.0478598 .026568 -1.80 0.07
> 3
> -.1001144
> .0043947
rg9y1 | -.1082454 .0480892 -2.25 0.02
> 5
> -.2028283
> -.0136625
rg9y2 | -.0334014 .0300189 -1.11 0.26
> 7
> -.0924433
> .0256404
age | .0258086 .0005003 51.58 0.00
> 0
> .0248246
> .0267927
agesq | -.0003515 6.62e-06 -53.11 0.00
> 0
> -.0003645
> -.0003385
married | -.0370304 .0014306 -25.89 0.00
> 0
> -.039844
> -.0342167
black | .0002119 .0023712 0.09 0.92
> 9
> -.0044518
> .0048757
children | -.0251296 .0012194 -20.61 0.00
> 0
> -.027528
> -.0227312
child5 | -.1497508 .003775 -39.67 0.00
> 0
> -.1571755
> -.1423261
_cons | .6306294 .0818206 7.71 0.00
> 0
> .4697026
> .7915561
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg chrsworkly (indep =ins) city1-city116 rg1y
> 1-rg9y2 age agesq married black children child5 if
> rmeanhoursocc<15 [aweight=perwt], cluster(metarea
> dy1)
(sum of wgt is 2.5977e+06)
Instrumental variables (2SLS) regression
> Number of obs = 120188
> F(140, 347) = 50.27
> Prob > F = 0.0000
> R-squared = 0.0408
> Root MSE = 11.872
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
chrsworkly | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 4.279158 1.47106 2.91 0.00
> 4
> 1.385841
> 7.172474
city1 | 5.282691 2.029845 2.60 0.01
> 0
> 1.290343
> 9.275039
city2 | 3.304071 1.784674 1.85 0.06
> 5
> -.2060693
> 6.814211
city3 | 4.570273 1.704903 2.68 0.00
> 8
> 1.217028
> 7.923518
city4 | 4.975003 2.055068 2.42 0.01
> 6
> .9330455
> 9.01696
city5 | 11.65377 3.428504 3.40 0.00
> 1
> 4.910505
> 18.39703
city6 | -1.630977 1.603099 -1.02 0.31
> 0
> -4.78399
> 1.522035
city7 | 5.856538 1.826631 3.21 0.00
> 1
> 2.263876
> 9.449201
city8 | 2.136343 1.158482 1.84 0.06
> 6
> -.1421863
> 4.414873
city9 | 2.275257 1.462031 1.56 0.12
> 1
> -.6003018
> 5.150815
city10 | -.9792318 1.58847 -0.62 0.53
> 8
> -4.103473
> 2.145009
city11 | 4.632539 1.851037 2.50 0.01
> 3
> .9918757
> 8.273203
city12 | 5.386473 2.169287 2.48 0.01
> 3
> 1.119867
> 9.653079
city13 | 6.83103 3.227269 2.12 0.03
> 5
> .4835603
> 13.1785
city14 | 5.212943 1.727595 3.02 0.00
> 3
> 1.815068
> 8.610818
city15 | -.8139906 1.094177 -0.74 0.45
> 7
> -2.966044
> 1.338063
city16 | 2.799977 1.586408 1.76 0.07
> 8
> -.3202091
> 5.920162
city17 | 6.411387 2.580578 2.48 0.01
> 3
> 1.335845
> 11.48693
city18 | 5.873226 1.827701 3.21 0.00
> 1
> 2.278459
> 9.467993
city19 | -.2158712 1.015776 -0.21 0.83
> 2
> -2.213724
> 1.781982
city20 | 5.652369 1.868432 3.03 0.00
> 3
> 1.977492
> 9.327246
city21 | -6.103866 2.484483 -2.46 0.01
> 5
> -10.99041
> -1.217324
city22 | 4.358935 1.98701 2.19 0.02
> 9
> .450837
> 8.267034
city23 | 1.228266 1.110443 1.11 0.26
> 9
> -.9557789
> 3.412312
city24 | -.296258 1.141314 -0.26 0.79
> 5
> -2.541022
> 1.948506
city25 | 6.145829 1.938756 3.17 0.00
> 2
> 2.332637
> 9.959022
city26 | 2.003479 1.097993 1.82 0.06
> 9
> -.1560803
> 4.163038
city27 | 5.740191 2.28273 2.51 0.01
> 2
> 1.250463
> 10.22992
city28 | -3.730531 2.021351 -1.85 0.06
> 6
> -7.706172
> .2451113
city29 | 8.073979 2.959162 2.73 0.00
> 7
> 2.253828
> 13.89413
city30 | 3.075062 1.53996 2.00 0.04
> 7
> .0462324
> 6.103891
city31 | -.637701 1.144955 -0.56 0.57
> 8
> -2.889626
> 1.614224
city32 | 10.87189 3.378593 3.22 0.00
> 1
> 4.226789
> 17.51699
city33 | -3.29847 1.462072 -2.26 0.02
> 5
> -6.174109
> -.4228311
city34 | 8.898215 4.193174 2.12 0.03
> 5
> .6509795
> 17.14545
city35 | 3.688318 1.28429 2.87 0.00
> 4
> 1.162347
> 6.21429
city36 | 7.836177 3.137231 2.50 0.01
> 3
> 1.665797
> 14.00656
city37 | 7.476709 2.852702 2.62 0.00
> 9
> 1.865945
> 13.08747
city38 | 1.483704 .992844 1.49 0.13
> 6
> -.4690452
> 3.436454
city39 | 5.9845 2.700894 2.22 0.02
> 7
> .6723171
> 11.29668
city40 | 0 (omitted)
city41 | 3.349669 1.708581 1.96 0.05
> 1
> -.0108088
> 6.710148
city42 | 1.447358 1.030214 1.40 0.16
> 1
> -.5788915
> 3.473607
city43 | 2.122278 1.121647 1.89 0.05
> 9
> -.0838035
> 4.32836
city44 | 4.607269 1.861564 2.47 0.01
> 4
> .9458994
> 8.268638
city45 | 4.198836 1.780829 2.36 0.01
> 9
> .6962591
> 7.701413
city46 | 6.04493 1.731818 3.49 0.00
> 1
> 2.638748
> 9.451113
city47 | -4.271003 2.268902 -1.88 0.06
> 1
> -8.733534
> .191527
city48 | 1.581768 1.017735 1.55 0.12
> 1
> -.4199371
> 3.583473
city49 | 6.551308 2.480023 2.64 0.00
> 9
> 1.673538
> 11.42908
city50 | 3.573327 1.242772 2.88 0.00
> 4
> 1.129013
> 6.017642
city51 | 6.390478 3.035959 2.10 0.03
> 6
> .4192812
> 12.36167
city52 | 2.163075 1.071709 2.02 0.04
> 4
> .055213
> 4.270938
city53 | 3.349202 1.581655 2.12 0.03
> 5
> .2383652
> 6.46004
city54 | 3.82953 1.808084 2.12 0.03
> 5
> .2733475
> 7.385712
city55 | -.1697425 1.124826 -0.15 0.88
> 0
> -2.382078
> 2.042593
city56 | 7.303444 2.246441 3.25 0.00
> 1
> 2.885091
> 11.7218
city57 | -10.51925 3.758217 -2.80 0.00
> 5
> -17.911
> -3.127496
city58 | 2.53379 1.316169 1.93 0.05
> 5
> -.054882
> 5.122462
city59 | 10.27654 3.624343 2.84 0.00
> 5
> 3.148098
> 17.40499
city60 | 3.268848 1.43477 2.28 0.02
> 3
> .4469085
> 6.090788
city61 | -2.576054 1.607323 -1.60 0.11
> 0
> -5.737375
> .5852668
city62 | 2.634096 1.319032 2.00 0.04
> 7
> .0397915
> 5.2284
city63 | 2.532345 1.196944 2.12 0.03
> 5
> .1781664
> 4.886523
city64 | 6.206455 2.040659 3.04 0.00
> 3
> 2.192838
> 10.22007
city65 | 2.47625 1.121277 2.21 0.02
> 8
> .2708955
> 4.681604
city66 | 2.230815 1.012282 2.20 0.02
> 8
> .2398359
> 4.221795
city67 | -6.833483 2.812316 -2.43 0.01
> 6
> -12.36481
> -1.302153
city68 | -1.331533 .9983705 -1.33 0.18
> 3
> -3.295152
> .6320857
city69 | 1.031025 1.119144 0.92 0.35
> 8
> -1.170135
> 3.232185
city70 | 3.059551 1.599274 1.91 0.05
> 7
> -.085939
> 6.205042
city71 | -.7835025 1.11184 -0.70 0.48
> 1
> -2.970296
> 1.403291
city72 | 3.18839 1.611614 1.98 0.04
> 9
> .01863
> 6.35815
city73 | 8.250688 2.733601 3.02 0.00
> 3
> 2.874176
> 13.6272
city74 | 1.840723 1.129094 1.63 0.10
> 4
> -.3800058
> 4.061451
city75 | 7.388709 2.85306 2.59 0.01
> 0
> 1.777243
> 13.00018
city76 | -2.192099 1.504309 -1.46 0.14
> 6
> -5.15081
> .7666121
city77 | -2.93582 1.710286 -1.72 0.08
> 7
> -6.299652
> .4280114
city78 | 2.57598 1.219302 2.11 0.03
> 5
> .1778275
> 4.974132
city79 | .2377104 1.135511 0.21 0.83
> 4
> -1.995639
> 2.47106
city80 | .6222247 1.32992 0.47 0.64
> 0
> -1.993495
> 3.237944
city81 | 6.434407 2.238958 2.87 0.00
> 4
> 2.03077
> 10.83804
city82 | 2.172812 1.248173 1.74 0.08
> 3
> -.2821246
> 4.627749
city83 | -2.890537 1.755869 -1.65 0.10
> 1
> -6.344022
> .562947
city84 | 3.055428 1.42818 2.14 0.03
> 3
> .2464489
> 5.864408
city85 | 6.330327 2.383687 2.66 0.00
> 8
> 1.642034
> 11.01862
city86 | .7469287 1.062048 0.70 0.48
> 2
> -1.341933
> 2.83579
city87 | -.7660612 1.07409 -0.71 0.47
> 6
> -2.878607
> 1.346484
city88 | 5.12489 1.689305 3.03 0.00
> 3
> 1.802325
> 8.447455
city89 | .454074 1.238719 0.37 0.71
> 4
> -1.982268
> 2.890416
city90 | .3923914 1.022513 0.38 0.70
> 1
> -1.618712
> 2.403494
city91 | -.8789985 1.285524 -0.68 0.49
> 5
> -3.407397
> 1.6494
city92 | -.2237169 1.964894 -0.11 0.90
> 9
> -4.088317
> 3.640883
city93 | -.4660445 1.028045 -0.45 0.65
> 1
> -2.488028
> 1.555939
city94 | 3.088125 1.994484 1.55 0.12
> 2
> -.8346736
> 7.010923
city95 | .514906 .9984027 0.52 0.60
> 6
> -1.448776
> 2.478588
city96 | 6.542344 2.216935 2.95 0.00
> 3
> 2.182023
> 10.90267
city97 | 8.400535 2.88624 2.91 0.00
> 4
> 2.723808
> 14.07726
city98 | 6.509621 2.950906 2.21 0.02
> 8
> .7057082
> 12.31353
city99 | 3.995263 2.072235 1.93 0.05
> 5
> -.0804577
> 8.070984
city100 | 1.483235 1.385377 1.07 0.28
> 5
> -1.241558
> 4.208027
city101 | 3.481895 1.910518 1.82 0.06
> 9
> -.2757569
> 7.239547
city102 | 6.041093 1.915289 3.15 0.00
> 2
> 2.274057
> 9.808129
city103 | -.8081127 1.2306 -0.66 0.51
> 2
> -3.228487
> 1.612261
city104 | 4.343087 1.991717 2.18 0.03
> 0
> .4257295
> 8.260444
city105 | 7.818171 2.787619 2.80 0.00
> 5
> 2.335415
> 13.30093
city106 | 2.959135 1.292159 2.29 0.02
> 3
> .4176862
> 5.500583
city107 | 3.583682 1.733502 2.07 0.03
> 9
> .1741887
> 6.993176
city108 | 9.404716 3.095263 3.04 0.00
> 3
> 3.316879
> 15.49255
city109 | 1.880253 1.192601 1.58 0.11
> 6
> -.4653841
> 4.22589
city110 | -2.138488 1.673359 -1.28 0.20
> 2
> -5.429689
> 1.152714
city111 | 2.388567 1.105067 2.16 0.03
> 1
> .2150942
> 4.562041
city112 | 7.500561 2.370777 3.16 0.00
> 2
> 2.83766
> 12.16346
city113 | 5.725514 2.293392 2.50 0.01
> 3
> 1.214817
> 10.23621
city114 | 9.198213 2.997795 3.07 0.00
> 2
> 3.302077
> 15.09435
city115 | 5.938799 2.229091 2.66 0.00
> 8
> 1.55457
> 10.32303
city116 | 5.8842 2.137388 2.75 0.00
> 6
> 1.680334
> 10.08807
rg1y1 | -4.656337 1.067857 -4.36 0.00
> 0
> -6.756624
> -2.556051
rg1y2 | -2.149517 .4110033 -5.23 0.00
> 0
> -2.957888
> -1.341145
rg2y1 | -6.731988 1.449504 -4.64 0.00
> 0
> -9.582906
> -3.881069
rg2y2 | -2.996759 .427054 -7.02 0.00
> 0
> -3.8367
> -2.156819
rg3y1 | -6.268296 1.414742 -4.43 0.00
> 0
> -9.050844
> -3.485747
rg3y2 | -2.001207 .2360944 -8.48 0.00
> 0
> -2.465563
> -1.536851
rg4y1 | -5.547783 1.412474 -3.93 0.00
> 0
> -8.325871
> -2.769696
rg4y2 | -1.189208 .3092671 -3.85 0.00
> 0
> -1.797482
> -.5809342
rg5y1 | -4.377071 .7063264 -6.20 0.00
> 0
> -5.766291
> -2.987851
rg5y2 | -1.218341 .3199962 -3.81 0.00
> 0
> -1.847718
> -.5889652
rg6y1 | -5.187177 1.162033 -4.46 0.00
> 0
> -7.472692
> -2.901663
rg6y2 | -1.856432 .5078924 -3.66 0.00
> 0
> -2.855367
> -.8574971
rg7y1 | -4.026156 .8448871 -4.77 0.00
> 0
> -5.6879
> -2.364411
rg7y2 | -.8824682 .2808189 -3.14 0.00
> 2
> -1.43479
> -.3301468
rg8y1 | -2.822543 .9131785 -3.09 0.00
> 2
> -4.618604
> -1.026481
rg8y2 | .3462444 .6552769 0.53 0.59
> 8
> -.94257
> 1.635059
rg9y1 | -3.900034 1.008025 -3.87 0.00
> 0
> -5.882642
> -1.917426
rg9y2 | -1.178046 .3093506 -3.81 0.00
> 0
> -1.786484
> -.5696076
age | 1.148158 .0326079 35.21 0.00
> 0
> 1.084024
> 1.212292
agesq | -.0146202 .0003995 -36.60 0.00
> 0
> -.0154059
> -.0138345
married | -1.367388 .0837938 -16.32 0.00
> 0
> -1.532195
> -1.20258
black | -.9831674 .1342524 -7.32 0.00
> 0
> -1.247218
> -.7191165
children | -3.313149 .1246656 -26.58 0.00
> 0
> -3.558344
> -3.067953
child5 | .1525175 .1446577 1.05 0.29
> 2
> -.1319986
> .4370337
_cons | -10.17243 11.86562 -0.86 0.39
> 2
> -33.51002
> 13.16516
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg chrsworkly (indep =ins) lwagehourgradmorey
> 70y1- lfwomencollegeplus70y2 city1-city116 rg1y1-r
> g9y2 age agesq married black children child5 if rm
> eanhoursocc<15 [aweight=perwt], cluster(metaready1
> )
(sum of wgt is 2.5977e+06)
Instrumental variables (2SLS) regression
> Number of obs = 120188
> F(152, 347) = 86.19
> Prob > F = 0.0000
> R-squared = 0.0419
> Root MSE = 11.865
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
chrsworkly | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 3.662172 1.462856 2.50 0.01
> 3
> .7849922
> 6.539352
lwagehourg~1 | .244075 1.53187 0.16 0.87
> 4
> -2.768843
> 3.256993
lwagehourg~2 | .073947 .7237658 0.10 0.91
> 9
> -1.349573
> 1.497467
fcollegepl~1 | -5.123981 13.13802 -0.39 0.69
> 7
> -30.96416
> 20.7162
fcollegepl~2 | 3.680401 7.199529 0.51 0.61
> 0
> -10.4798
> 17.84061
agmin70y1 | 38.74253 14.038 2.76 0.00
> 6
> 11.13225
> 66.35281
agmin70y2 | 18.53108 5.36417 3.45 0.00
> 1
> 7.9807
> 29.08146
manufact70y1 | -.0446265 3.382847 -0.01 0.98
> 9
> -6.69809
> 6.608837
manufact70y2 | .7060439 1.367089 0.52 0.60
> 6
> -1.98278
> 3.394867
hsservices~1 | -7.845894 11.72369 -0.67 0.50
> 4
> -30.90432
> 15.21253
hsservices~2 | -.0470301 5.86001 -0.01 0.99
> 4
> -11.57264
> 11.47858
lfwomencol~1 | 2.398967 3.780006 0.63 0.52
> 6
> -5.03564
> 9.833574
lfwomencol~2 | 3.687155 2.379942 1.55 0.12
> 2
> -.9937717
> 8.368082
city1 | 5.753939 2.036763 2.83 0.00
> 5
> 1.747985
> 9.759894
city2 | 3.770506 1.689304 2.23 0.02
> 6
> .4479436
> 7.093069
city3 | 5.515257 1.643009 3.36 0.00
> 1
> 2.283748
> 8.746767
city4 | 5.257687 2.05806 2.55 0.01
> 1
> 1.209845
> 9.30553
city5 | 11.13745 3.403735 3.27 0.00
> 1
> 4.442901
> 17.83199
city6 | -.041374 1.136167 -0.04 0.97
> 1
> -2.276014
> 2.193266
city7 | 6.087508 1.770797 3.44 0.00
> 1
> 2.604662
> 9.570353
city8 | 3.144109 .880931 3.57 0.00
> 0
> 1.411473
> 4.876745
city9 | .9675462 .7639927 1.27 0.20
> 6
> -.5350929
> 2.470185
city10 | .5771172 1.044999 0.55 0.58
> 1
> -1.478212
> 2.632446
city11 | 5.206548 1.835748 2.84 0.00
> 5
> 1.595955
> 8.817141
city12 | 5.833681 2.216099 2.63 0.00
> 9
> 1.475005
> 10.19236
city13 | 6.615481 3.335353 1.98 0.04
> 8
> .0554285
> 13.17553
city14 | 5.772204 1.649464 3.50 0.00
> 1
> 2.527998
> 9.016409
city15 | .5190762 .509142 1.02 0.30
> 9
> -.4823166
> 1.520469
city16 | 3.465929 1.534061 2.26 0.02
> 4
> .4487003
> 6.483157
city17 | 6.611359 2.665488 2.48 0.01
> 4
> 1.368814
> 11.8539
city18 | 6.42355 1.881848 3.41 0.00
> 1
> 2.722286
> 10.12481
city19 | 1.03612 .4372293 2.37 0.01
> 8
> .1761673
> 1.896073
city20 | 6.224505 1.851447 3.36 0.00
> 1
> 2.583035
> 9.865975
city21 | -4.055035 2.139091 -1.90 0.05
> 9
> -8.262252
> .152181
city22 | 4.683989 1.955621 2.40 0.01
> 7
> .8376276
> 8.530351
city23 | 2.265663 .7993004 2.83 0.00
> 5
> .6935799
> 3.837746
city24 | .9061876 .7291688 1.24 0.21
> 5
> -.527959
> 2.340334
city25 | 6.685487 1.97481 3.39 0.00
> 1
> 2.801383
> 10.56959
city26 | 2.977674 .7762983 3.84 0.00
> 0
> 1.450832
> 4.504516
city27 | 5.430679 2.266806 2.40 0.01
> 7
> .9722695
> 9.889088
city28 | -1.727778 1.555552 -1.11 0.26
> 7
> -4.787274
> 1.331718
city29 | 7.8402 3.064489 2.56 0.01
> 1
> 1.812889
> 13.86751
city30 | 3.686141 1.443065 2.55 0.01
> 1
> .8478864
> 6.524395
city31 | .7263331 .5856951 1.24 0.21
> 6
> -.4256261
> 1.878292
city32 | 10.7445 3.499785 3.07 0.00
> 2
> 3.861037
> 17.62796
city33 | -1.650407 .9491391 -1.74 0.08
> 3
> -3.517197
> .2163825
city34 | 7.399301 4.063074 1.82 0.06
> 9
> -.5920501
> 15.39065
city35 | 4.61523 .9946523 4.64 0.00
> 0
> 2.658924
> 6.571536
city36 | 7.590794 3.200052 2.37 0.01
> 8
> 1.296856
> 13.88473
city37 | 7.39616 2.909233 2.54 0.01
> 1
> 1.674211
> 13.11811
city38 | 2.506504 .5276559 4.75 0.00
> 0
> 1.468698
> 3.54431
city39 | 6.212581 2.687501 2.31 0.02
> 1
> .9267392
> 11.49842
city40 | 0 (omitted)
city41 | 3.767766 1.642334 2.29 0.02
> 2
> .5375845
> 6.997947
city42 | 2.562732 .4893666 5.24 0.00
> 0
> 1.600234
> 3.52523
city43 | 3.078699 .8863636 3.47 0.00
> 1
> 1.335377
> 4.82202
city44 | 5.149868 1.84472 2.79 0.00
> 6
> 1.521628
> 8.778107
city45 | 4.843928 1.796385 2.70 0.00
> 7
> 1.310754
> 8.377102
city46 | 6.505525 1.530052 4.25 0.00
> 0
> 3.496182
> 9.514868
city47 | -2.48993 1.880095 -1.32 0.18
> 6
> -6.187746
> 1.207885
city48 | 2.670664 .6292282 4.24 0.00
> 0
> 1.433083
> 3.908245
city49 | 6.616874 2.48981 2.66 0.00
> 8
> 1.719856
> 11.51389
city50 | 4.416151 1.038859 4.25 0.00
> 0
> 2.372899
> 6.459404
city51 | 5.398082 2.99134 1.80 0.07
> 2
> -.4853564
> 11.28152
city52 | 2.997787 .7162978 4.19 0.00
> 0
> 1.588956
> 4.406619
city53 | 4.061584 1.553015 2.62 0.00
> 9
> 1.007077
> 7.116091
city54 | 4.012621 1.670379 2.40 0.01
> 7
> .72728
> 7.297962
city55 | 1.150587 .6958012 1.65 0.09
> 9
> -.2179312
> 2.519106
city56 | 7.546964 2.219903 3.40 0.00
> 1
> 3.180805
> 11.91312
city57 | -7.766574 3.445997 -2.25 0.02
> 5
> -14.54424
> -.9889051
city58 | 3.276014 1.13642 2.88 0.00
> 4
> 1.040875
> 5.511153
city59 | 9.671831 3.592299 2.69 0.00
> 7
> 2.606411
> 16.73725
city60 | 3.942099 1.30545 3.02 0.00
> 3
> 1.374509
> 6.509689
city61 | -1.030351 1.125676 -0.92 0.36
> 1
> -3.244357
> 1.183654
city62 | 3.378906 1.176219 2.87 0.00
> 4
> 1.06549
> 5.692323
city63 | 3.505176 1.015163 3.45 0.00
> 1
> 1.508529
> 5.501823
city64 | 6.366056 2.006402 3.17 0.00
> 2
> 2.419817
> 10.3123
city65 | 3.500126 .8039274 4.35 0.00
> 0
> 1.918942
> 5.08131
city66 | 3.281286 .6199822 5.29 0.00
> 0
> 2.061891
> 4.500682
city67 | -4.643297 2.51384 -1.85 0.06
> 6
> -9.587577
> .3009836
city68 | .0296521 .4666624 0.06 0.94
> 9
> -.8881907
> .9474949
city69 | 2.069642 .8540399 2.42 0.01
> 6
> .3898963
> 3.749389
city70 | 3.637746 1.25375 2.90 0.00
> 4
> 1.171839
> 6.103652
city71 | .5550234 .600495 0.92 0.35
> 6
> -.6260446
> 1.736091
city72 | 3.99254 1.421562 2.81 0.00
> 5
> 1.196578
> 6.788503
city73 | 8.3367 2.832825 2.94 0.00
> 3
> 2.765032
> 13.90837
city74 | 2.744689 .6681301 4.11 0.00
> 0
> 1.430595
> 4.058783
city75 | 7.210871 2.836511 2.54 0.01
> 1
> 1.631954
> 12.78979
city76 | -.6030134 1.001359 -0.60 0.54
> 7
> -2.57251
> 1.366484
city77 | -1.3589 1.236883 -1.10 0.27
> 3
> -3.791631
> 1.073831
city78 | 3.465053 1.074711 3.22 0.00
> 1
> 1.351285
> 5.57882
city79 | 1.257303 .788096 1.60 0.11
> 2
> -.2927429
> 2.807349
city80 | 1.460648 1.008075 1.45 0.14
> 8
> -.5220592
> 3.443355
city81 | 6.462703 2.12036 3.05 0.00
> 2
> 2.292328
> 10.63308
city82 | 3.110378 1.055898 2.95 0.00
> 3
> 1.033612
> 5.187143
city83 | -1.398479 1.286018 -1.09 0.27
> 8
> -3.927849
> 1.130891
city84 | 3.683451 1.316138 2.80 0.00
> 5
> 1.094839
> 6.272064
city85 | 6.714901 2.586776 2.60 0.01
> 0
> 1.627168
> 11.80264
city86 | 1.739942 .7740384 2.25 0.02
> 5
> .2175444
> 3.262339
city87 | .4603423 .5059515 0.91 0.36
> 4
> -.5347753
> 1.45546
city88 | 4.890083 1.289924 3.79 0.00
> 0
> 2.353029
> 7.427137
city89 | 1.206235 1.010083 1.19 0.23
> 3
> -.7804209
> 3.192891
city90 | 1.736545 .4378446 3.97 0.00
> 0
> .8753815
> 2.597708
city91 | .8122063 .7540894 1.08 0.28
> 2
> -.6709548
> 2.295367
city92 | 1.374917 1.366854 1.01 0.31
> 5
> -1.313444
> 4.063279
city93 | 1.020199 .4943553 2.06 0.04
> 0
> .0478892
> 1.992509
city94 | 3.479946 1.836238 1.90 0.05
> 9
> -.1316115
> 7.091504
city95 | 1.700242 .6184086 2.75 0.00
> 6
> .4839415
> 2.916543
city96 | 6.549022 2.20972 2.96 0.00
> 3
> 2.202891
> 10.89515
city97 | 8.485731 2.994117 2.83 0.00
> 5
> 2.59683
> 14.37463
city98 | 6.372281 2.983005 2.14 0.03
> 3
> .5052346
> 12.23933
city99 | 4.240766 2.065376 2.05 0.04
> 1
> .1785354
> 8.302997
city100 | 1.832783 1.318827 1.39 0.16
> 6
> -.761118
> 4.426684
city101 | 3.96905 1.797601 2.21 0.02
> 8
> .4334866
> 7.504614
city102 | 6.598212 1.865248 3.54 0.00
> 0
> 2.929598
> 10.26683
city103 | .501854 .6810958 0.74 0.46
> 2
> -.8377416
> 1.84145
city104 | 4.740655 1.995236 2.38 0.01
> 8
> .8163767
> 8.664933
city105 | 7.928913 2.836253 2.80 0.00
> 5
> 2.350501
> 13.50732
city106 | 3.512105 1.105698 3.18 0.00
> 2
> 1.337391
> 5.686819
city107 | 3.932151 1.689281 2.33 0.02
> 1
> .6096327
> 7.254669
city108 | 9.117145 2.996552 3.04 0.00
> 3
> 3.223455
> 15.01084
city109 | 2.517762 .9754883 2.58 0.01
> 0
> .5991484
> 4.436376
city110 | -.353849 1.316086 -0.27 0.78
> 8
> -2.942358
> 2.23466
city111 | 2.927895 .911353 3.21 0.00
> 1
> 1.135425
> 4.720366
city112 | 7.586708 2.377355 3.19 0.00
> 2
> 2.910868
> 12.26255
city113 | 6.122656 2.4321 2.52 0.01
> 2
> 1.339143
> 10.90617
city114 | 9.278035 3.054297 3.04 0.00
> 3
> 3.27077
> 15.2853
city115 | 6.021028 2.217765 2.71 0.00
> 7
> 1.659074
> 10.38298
city116 | 6.116048 2.107434 2.90 0.00
> 4
> 1.971095
> 10.261
rg1y1 | -4.345405 5.063528 -0.86 0.39
> 1
> -14.30447
> 5.613663
rg1y2 | -5.404483 2.387149 -2.26 0.02
> 4
> -10.09958
> -.709382
rg2y1 | -6.592264 5.275421 -1.25 0.21
> 2
> -16.96809
> 3.783561
rg2y2 | -5.968085 2.496681 -2.39 0.01
> 7
> -10.87862
> -1.057553
rg3y1 | -6.31089 5.1893 -1.22 0.22
> 5
> -16.51733
> 3.89555
rg3y2 | -5.065803 2.384088 -2.12 0.03
> 4
> -9.754883
> -.3767218
rg4y1 | -5.605192 5.139098 -1.09 0.27
> 6
> -15.71289
> 4.50251
rg4y2 | -4.379748 2.32171 -1.89 0.06
> 0
> -8.946143
> .186648
rg5y1 | -4.744235 4.923911 -0.96 0.33
> 6
> -14.4287
> 4.940231
rg5y2 | -4.483847 2.389251 -1.88 0.06
> 1
> -9.183084
> .2153906
rg6y1 | -5.726959 5.146566 -1.11 0.26
> 7
> -15.84935
> 4.395431
rg6y2 | -5.001546 2.471455 -2.02 0.04
> 4
> -9.862462
> -.1406297
rg7y1 | -4.880536 4.875327 -1.00 0.31
> 7
> -14.46945
> 4.708375
rg7y2 | -4.358128 2.255276 -1.93 0.05
> 4
> -8.793859
> .0776028
rg8y1 | -3.555484 4.553077 -0.78 0.43
> 5
> -12.51059
> 5.399616
rg8y2 | -3.165177 2.030475 -1.56 0.12
> 0
> -7.158764
> .8284104
rg9y1 | -4.592477 4.880808 -0.94 0.34
> 7
> -14.19217
> 5.007213
rg9y2 | -4.525376 2.282354 -1.98 0.04
> 8
> -9.014364
> -.0363879
age | 1.147765 .032517 35.30 0.00
> 0
> 1.08381
> 1.211721
agesq | -.0146168 .0003986 -36.67 0.00
> 0
> -.0154007
> -.0138329
married | -1.367545 .0837222 -16.33 0.00
> 0
> -1.532212
> -1.202878
black | -.986932 .1342367 -7.35 0.00
> 0
> -1.250952
> -.7229121
children | -3.307856 .1246239 -26.54 0.00
> 0
> -3.552969
> -3.062743
child5 | .1444502 .1446917 1.00 0.31
> 9
> -.140133
> .4290333
_cons | -6.335243 11.98172 -0.53 0.59
> 7
> -29.90118
> 17.23069
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg chrsworkly (indep =ins) city1-city116 rg1y
> 1-rg9y2 age agesq married black children child5 if
> rmeanhoursocc<66 [aweight=perwt], cluster(metarea
> dy1)
(sum of wgt is 1.1369e+07)
Instrumental variables (2SLS) regression
> Number of obs = 525345
> F(140, 347) = 150.37
> Prob > F = 0.0000
> R-squared = 0.0489
> Root MSE = 10.423
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
chrsworkly | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 2.644987 .8629858 3.06 0.00
> 2
> .9476462
> 4.342329
city1 | -2.064995 1.306609 -1.58 0.11
> 5
> -4.634866
> .5048752
city2 | -2.917726 1.39194 -2.10 0.03
> 7
> -5.655426
> -.1800253
city3 | -2.664578 1.566277 -1.70 0.09
> 0
> -5.74517
> .4160136
city4 | -2.079797 1.275019 -1.63 0.10
> 4
> -4.587534
> .4279409
city5 | 1.556839 .9367227 1.66 0.09
> 7
> -.2855298
> 3.399208
city6 | -5.663845 2.928003 -1.93 0.05
> 4
> -11.42271
> .095021
city7 | -1.200974 1.40481 -0.85 0.39
> 3
> -3.963988
> 1.56204
city8 | -3.318526 1.977144 -1.68 0.09
> 4
> -7.207221
> .5701695
city9 | -3.395271 2.00857 -1.69 0.09
> 2
> -7.345775
> .555234
city10 | -5.83183 2.856014 -2.04 0.04
> 2
> -11.44911
> -.2145531
city11 | -2.228725 1.401709 -1.59 0.11
> 3
> -4.98564
> .52819
city12 | -1.746951 1.282249 -1.36 0.17
> 4
> -4.268909
> .7750064
city13 | -.0498739 .7203152 -0.07 0.94
> 5
> -1.466607
> 1.366859
city14 | -1.852786 1.627777 -1.14 0.25
> 6
> -5.054337
> 1.348764
city15 | -5.852981 2.542869 -2.30 0.02
> 2
> -10.85436
> -.8516058
city16 | -3.654628 1.584663 -2.31 0.02
> 2
> -6.771381
> -.5378738
city17 | -1.082207 .932344 -1.16 0.24
> 7
> -2.915963
> .7515499
city18 | -1.212067 1.427806 -0.85 0.39
> 7
> -4.020309
> 1.596176
city19 | -4.622627 2.420419 -1.91 0.05
> 7
> -9.383165
> .1379114
city20 | -1.849806 1.450368 -1.28 0.20
> 3
> -4.702424
> 1.002812
city21 | -8.43349 3.603392 -2.34 0.02
> 0
> -15.52073
> -1.346252
city22 | -2.562511 1.285953 -1.99 0.04
> 7
> -5.091755
> -.0332673
city23 | -4.33632 2.113356 -2.05 0.04
> 1
> -8.492919
> -.1797205
city24 | -5.153651 2.343323 -2.20 0.02
> 9
> -9.762555
> -.5447464
city25 | -1.647858 1.342856 -1.23 0.22
> 1
> -4.28902
> .993304
city26 | -3.45944 2.032339 -1.70 0.09
> 0
> -7.456693
> .5378127
city27 | -1.365172 1.253921 -1.09 0.27
> 7
> -3.831415
> 1.10107
city28 | -6.462672 3.309138 -1.95 0.05
> 2
> -12.97116
> .0458202
city29 | .4144408 .6833171 0.61 0.54
> 5
> -.9295237
> 1.758405
city30 | -2.976303 1.598079 -1.86 0.06
> 3
> -6.119443
> .1668375
city31 | -5.05974 2.564784 -1.97 0.04
> 9
> -10.10422
> -.015261
city32 | 2.336902 .4110551 5.69 0.00
> 0
> 1.528429
> 3.145375
city33 | -6.792846 2.912396 -2.33 0.02
> 0
> -12.52102
> -1.064675
city34 | 0 (omitted)
city35 | -2.603909 2.012354 -1.29 0.19
> 7
> -6.561855
> 1.354038
city36 | .0159887 .685676 0.02 0.98
> 1
> -1.332615
> 1.364593
city37 | -.1934126 .8650174 -0.22 0.82
> 3
> -1.89475
> 1.507924
city38 | -3.505447 2.254991 -1.55 0.12
> 1
> -7.940617
> .929723
city39 | -.3397272 1.315655 -0.26 0.79
> 6
> -2.92739
> 2.247935
city40 | -4.832111 2.259262 -2.14 0.03
> 3
> -9.275682
> -.3885407
city41 | -2.98837 1.453021 -2.06 0.04
> 0
> -5.846208
> -.1305332
city42 | -4.429604 2.374945 -1.87 0.06
> 3
> -9.100703
> .2414955
city43 | -3.606985 2.039011 -1.77 0.07
> 8
> -7.617361
> .4033907
city44 | -2.189448 1.489346 -1.47 0.14
> 2
> -5.118729
> .7398321
city45 | -2.871293 1.524081 -1.88 0.06
> 0
> -5.868892
> .1263049
city46 | -1.018605 1.608617 -0.63 0.52
> 7
> -4.182472
> 2.145261
city47 | -6.88817 3.434146 -2.01 0.04
> 6
> -13.64253
> -.13381
city48 | -3.570117 2.149338 -1.66 0.09
> 8
> -7.797486
> .6572518
city49 | -.7874039 .9859075 -0.80 0.42
> 5
> -2.72651
> 1.151703
city50 | -2.243324 1.9094 -1.17 0.24
> 1
> -5.998778
> 1.512131
city51 | -1.284443 .7631872 -1.68 0.09
> 3
> -2.785498
> .2166116
city52 | -3.267277 2.008602 -1.63 0.10
> 5
> -7.217845
> .6832902
city53 | -2.508666 1.57095 -1.60 0.11
> 1
> -5.598447
> .5811154
city54 | -2.58797 1.572729 -1.65 0.10
> 1
> -5.68125
> .5053106
city55 | -4.46208 2.40918 -1.85 0.06
> 5
> -9.200513
> .2763535
city56 | -.4710302 1.171501 -0.40 0.68
> 8
> -2.775166
> 1.833105
city57 | -10.95791 4.333562 -2.53 0.01
> 2
> -19.48126
> -2.434558
city58 | -3.138337 1.764248 -1.78 0.07
> 6
> -6.608301
> .3316273
city59 | .9597413 .5446944 1.76 0.07
> 9
> -.1115766
> 2.031059
city60 | -2.779393 1.686514 -1.65 0.10
> 0
> -6.09647
> .5376838
city61 | -5.966618 3.003888 -1.99 0.04
> 8
> -11.87474
> -.0584984
city62 | -3.438129 1.770269 -1.94 0.05
> 3
> -6.919936
> .0436773
city63 | -3.543437 1.904788 -1.86 0.06
> 4
> -7.289821
> .2029464
city64 | -1.307588 1.250776 -1.05 0.29
> 7
> -3.767643
> 1.152468
city65 | -3.158506 2.099973 -1.50 0.13
> 3
> -7.288783
> .9717713
city66 | -3.943582 2.178166 -1.81 0.07
> 1
> -8.227652
> .3404877
city67 | -8.941748 3.839419 -2.33 0.02
> 0
> -16.49321
> -1.390286
city68 | -6.023562 2.358283 -2.55 0.01
> 1
> -10.66189
> -1.385234
city69 | -4.623256 2.018681 -2.29 0.02
> 3
> -8.593647
> -.6528653
city70 | -2.844936 1.864767 -1.53 0.12
> 8
> -6.512604
> .8227319
city71 | -5.260721 2.3792 -2.21 0.02
> 8
> -9.940189
> -.5812527
city72 | -2.676267 1.819957 -1.47 0.14
> 2
> -6.255802
> .9032674
city73 | .7935076 .7968454 1.00 0.32
> 0
> -.7737472
> 2.360762
city74 | -3.376814 2.274126 -1.48 0.13
> 8
> -7.84962
> 1.095992
city75 | -.0721054 .9102098 -0.08 0.93
> 7
> -1.862328
> 1.718117
city76 | -6.425035 2.916778 -2.20 0.02
> 8
> -12.16182
> -.6882468
city77 | -6.529629 3.048399 -2.14 0.03
> 3
> -12.52529
> -.5339649
city78 | -3.40505 1.882868 -1.81 0.07
> 1
> -7.108319
> .2982192
city79 | -4.275937 2.077081 -2.06 0.04
> 0
> -8.361191
> -.1906838
city80 | -5.068159 2.049963 -2.47 0.01
> 4
> -9.100075
> -1.036243
city81 | -.5660728 1.272184 -0.44 0.65
> 7
> -3.068236
> 1.93609
city82 | -3.525239 1.932074 -1.82 0.06
> 9
> -7.325288
> .2748105
city83 | -6.710124 3.020051 -2.22 0.02
> 7
> -12.65003
> -.7702147
city84 | -3.218564 1.666061 -1.93 0.05
> 4
> -6.495412
> .0582845
city85 | -.6670544 1.035145 -0.64 0.52
> 0
> -2.703002
> 1.368893
city86 | -4.182713 1.985711 -2.11 0.03
> 6
> -8.088257
> -.2771682
city87 | -5.309548 2.491263 -2.13 0.03
> 4
> -10.20942
> -.4096715
city88 | -1.537994 1.523338 -1.01 0.31
> 3
> -4.534131
> 1.458143
city89 | -4.494531 1.911257 -2.35 0.01
> 9
> -8.253637
> -.7354253
city90 | -4.099614 2.436702 -1.68 0.09
> 3
> -8.892179
> .6929501
city91 | -5.70844 2.696968 -2.12 0.03
> 5
> -11.0129
> -.4039785
city92 | -5.070965 2.939175 -1.73 0.08
> 5
> -10.8518
> .7098736
city93 | -4.548579 2.357985 -1.93 0.05
> 5
> -9.186321
> .0891629
city94 | -3.942643 1.539354 -2.56 0.01
> 1
> -6.970281
> -.9150043
city95 | -4.776638 2.098492 -2.28 0.02
> 3
> -8.904003
> -.6492729
city96 | -.9468785 1.295923 -0.73 0.46
> 5
> -3.495731
> 1.601974
city97 | -.3897551 .8557887 -0.46 0.64
> 9
> -2.072941
> 1.293431
city98 | -1.423837 .6882308 -2.07 0.03
> 9
> -2.777466
> -.0702082
city99 | -3.058551 1.357813 -2.25 0.02
> 5
> -5.72913
> -.3879723
city100 | -3.351585 1.681434 -1.99 0.04
> 7
> -6.658669
> -.0445003
city101 | -2.601735 1.660495 -1.57 0.11
> 8
> -5.867637
> .664166
city102 | -1.943437 1.406487 -1.38 0.16
> 8
> -4.709749
> .8228744
city103 | -4.949694 2.671393 -1.85 0.06
> 5
> -10.20385
> .3044659
city104 | -2.298607 1.303683 -1.76 0.07
> 9
> -4.862721
> .2655079
city105 | -.595038 .8779381 -0.68 0.49
> 8
> -2.321788
> 1.131712
city106 | -3.220873 1.845812 -1.74 0.08
> 2
> -6.85126
> .4095141
city107 | -2.168066 1.506663 -1.44 0.15
> 1
> -5.131407
> .7952747
city108 | -.6445475 1.071108 -0.60 0.54
> 8
> -2.751228
> 1.462133
city109 | -3.88306 1.930907 -2.01 0.04
> 5
> -7.680813
> -.0853063
city110 | -6.063726 3.065293 -1.98 0.04
> 9
> -12.09262
> -.0348349
city111 | -3.141947 1.984102 -1.58 0.11
> 4
> -7.044327
> .7604329
city112 | .0821829 1.037842 0.08 0.93
> 7
> -1.959069
> 2.123435
city113 | -1.277059 1.171212 -1.09 0.27
> 6
> -3.580628
> 1.02651
city114 | -.349431 1.113325 -0.31 0.75
> 4
> -2.539146
> 1.840284
city115 | -.7812389 1.293038 -0.60 0.54
> 6
> -3.324417
> 1.761939
city116 | -2.017754 1.160628 -1.74 0.08
> 3
> -4.300505
> .2649966
rg1y1 | -4.63017 .5931217 -7.81 0.00
> 0
> -5.796736
> -3.463604
rg1y2 | -2.011056 .2576683 -7.80 0.00
> 0
> -2.517844
> -1.504268
rg2y1 | -6.140824 .9171658 -6.70 0.00
> 0
> -7.944728
> -4.33692
rg2y2 | -2.678387 .2501684 -10.71 0.00
> 0
> -3.170424
> -2.18635
rg3y1 | -5.085037 .8391828 -6.06 0.00
> 0
> -6.735562
> -3.434512
rg3y2 | -2.009721 .1503665 -13.37 0.00
> 0
> -2.305466
> -1.713977
rg4y1 | -4.860078 .8376742 -5.80 0.00
> 0
> -6.507635
> -3.21252
rg4y2 | -1.698095 .2176193 -7.80 0.00
> 0
> -2.126114
> -1.270077
rg5y1 | -3.748612 .3793438 -9.88 0.00
> 0
> -4.494714
> -3.002509
rg5y2 | -1.54902 .2066652 -7.50 0.00
> 0
> -1.955494
> -1.142545
rg6y1 | -4.073417 .6847311 -5.95 0.00
> 0
> -5.420163
> -2.726672
rg6y2 | -2.1932 .2764432 -7.93 0.00
> 0
> -2.736915
> -1.649485
rg7y1 | -3.536164 .4472539 -7.91 0.00
> 0
> -4.415833
> -2.656494
rg7y2 | -1.304149 .134586 -9.69 0.00
> 0
> -1.568856
> -1.039442
rg8y1 | -2.276069 .4135893 -5.50 0.00
> 0
> -3.089527
> -1.462612
rg8y2 | -.3161261 .396654 -0.80 0.42
> 6
> -1.096275
> .4640226
rg9y1 | -3.523054 .6407009 -5.50 0.00
> 0
> -4.7832
> -2.262908
rg9y2 | -1.531719 .2220027 -6.90 0.00
> 0
> -1.968359
> -1.095078
age | .9515485 .02354 40.42 0.00
> 0
> .9052495
> .9978476
agesq | -.0119847 .000278 -43.12 0.00
> 0
> -.0125314
> -.011438
married | -1.341595 .0403826 -33.22 0.00
> 0
> -1.42102
> -1.26217
black | -.7581412 .0888716 -8.53 0.00
> 0
> -.9329361
> -.5833464
children | -2.985258 .0745828 -40.03 0.00
> 0
> -3.131949
> -2.838566
child5 | -.527505 .0717986 -7.35 0.00
> 0
> -.6687202
> -.3862899
_cons | 10.12254 4.609926 2.20 0.02
> 9
> 1.05563
> 19.18945
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg chrsworkly (indep =ins) lwagehourgradmorey
> 70y1- lfwomencollegeplus70y2 city1-city116 rg1y1-r
> g9y2 age agesq married black children child5 if rm
> eanhoursocc<66 [aweight=perwt], cluster(metaready1
> )
(sum of wgt is 1.1369e+07)
Instrumental variables (2SLS) regression
> Number of obs = 525345
> F(152, 347) = 268.77
> Prob > F = 0.0000
> R-squared = 0.0503
> Root MSE = 10.415
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
chrsworkly | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 1.28669 .6097472 2.11 0.03
> 6
> .0874247
> 2.485956
lwagehourg~1 | -.6838551 .6474652 -1.06 0.29
> 2
> -1.957305
> .5895951
lwagehourg~2 | -.0450308 .3484012 -0.13 0.89
> 7
> -.7302745
> .640213
fcollegepl~1 | -3.259679 6.093148 -0.53 0.59
> 3
> -15.24383
> 8.72447
fcollegepl~2 | 1.5502 3.492765 0.44 0.65
> 7
> -5.319453
> 8.419854
agmin70y1 | 21.09459 6.499024 3.25 0.00
> 1
> 8.312152
> 33.87702
agmin70y2 | 5.163901 2.459533 2.10 0.03
> 6
> .3264322
> 10.00137
manufact70y1 | .2411674 1.095959 0.22 0.82
> 6
> -1.91439
> 2.396725
manufact70y2 | .3210248 .6127814 0.52 0.60
> 1
> -.8842083
> 1.526258
hsservices~1 | -8.579553 5.047584 -1.70 0.09
> 0
> -18.50726
> 1.348156
hsservices~2 | -2.964106 2.667493 -1.11 0.26
> 7
> -8.210595
> 2.282382
lfwomencol~1 | -1.822648 1.599889 -1.14 0.25
> 5
> -4.969348
> 1.324052
lfwomencol~2 | 1.230036 1.097848 1.12 0.26
> 3
> -.9292375
> 3.38931
city1 | .4541352 .9027918 0.50 0.61
> 5
> -1.321497
> 2.229768
city2 | -.1659155 1.00099 -0.17 0.86
> 8
> -2.134686
> 1.802855
city3 | .4800264 1.035203 0.46 0.64
> 3
> -1.556036
> 2.516089
city4 | .1736586 .9217054 0.19 0.85
> 1
> -1.639174
> 1.986491
city5 | 2.717276 .8171107 3.33 0.00
> 1
> 1.110163
> 4.324388
city6 | -.5207473 2.042209 -0.25 0.79
> 9
> -4.537413
> 3.495918
city7 | 1.318705 1.021701 1.29 0.19
> 8
> -.6908011
> 3.328212
city8 | .5161739 1.387913 0.37 0.71
> 0
> -2.213607
> 3.245955
city9 | -.8141012 1.579094 -0.52 0.60
> 6
> -3.919902
> 2.291699
city10 | -.9879182 1.905371 -0.52 0.60
> 4
> -4.735447
> 2.759611
city11 | .6137368 1.022501 0.60 0.54
> 9
> -1.397342
> 2.624816
city12 | .549947 .9088229 0.61 0.54
> 5
> -1.237548
> 2.337442
city13 | 1.020321 .5040165 2.02 0.04
> 4
> .0290088
> 2.011632
city14 | 1.089737 1.14757 0.95 0.34
> 3
> -1.16733
> 3.346805
city15 | -1.289733 1.77157 -0.73 0.46
> 7
> -4.774098
> 2.194633
city16 | -.7013532 1.093251 -0.64 0.52
> 2
> -2.851586
> 1.44888
city17 | .728131 .6526141 1.12 0.26
> 5
> -.555446
> 2.011708
city18 | 1.333652 .9672554 1.38 0.16
> 9
> -.5687695
> 3.236073
city19 | -.3116753 1.665497 -0.19 0.85
> 2
> -3.587415
> 2.964064
city20 | .8458466 1.015551 0.83 0.40
> 5
> -1.151563
> 2.843257
city21 | -2.225861 2.529989 -0.88 0.38
> 0
> -7.201904
> 2.750183
city22 | -.1693633 .9215929 -0.18 0.85
> 4
> -1.981974
> 1.643248
city23 | -.4731042 1.469457 -0.32 0.74
> 8
> -3.363267
> 2.417058
city24 | -.9618856 1.620646 -0.59 0.55
> 3
> -4.14941
> 2.225639
city25 | .9039291 .9177137 0.98 0.32
> 5
> -.9010523
> 2.708911
city26 | .3515268 1.418486 0.25 0.80
> 4
> -2.438386
> 3.14144
city27 | .6857845 .93157 0.74 0.46
> 2
> -1.14645
> 2.518019
city28 | -.6467618 2.285524 -0.28 0.77
> 7
> -5.141986
> 3.848463
city29 | 1.826061 .5334562 3.42 0.00
> 1
> .7768464
> 2.875275
city30 | -.0485021 1.128507 -0.04 0.96
> 6
> -2.268078
> 2.171073
city31 | -.4047685 1.798844 -0.23 0.82
> 2
> -3.942778
> 3.133241
city32 | 3.632781 .4205027 8.64 0.00
> 0
> 2.805726
> 4.459836
city33 | -1.662449 2.022662 -0.82 0.41
> 2
> -5.640669
> 2.315771
city34 | 0 (omitted)
city35 | 1.060038 1.431367 0.74 0.45
> 9
> -1.755208
> 3.875285
city36 | 1.108491 .5349658 2.07 0.03
> 9
> .0563077
> 2.160675
city37 | 1.538157 .6542253 2.35 0.01
> 9
> .2514106
> 2.824903
city38 | .5260035 1.559779 0.34 0.73
> 6
> -2.541807
> 3.593814
city39 | 1.724263 .9117746 1.89 0.05
> 9
> -.0690368
> 3.517564
city40 | -1.285196 1.689701 -0.76 0.44
> 7
> -4.608541
> 2.038149
city41 | -.2583925 1.033897 -0.25 0.80
> 3
> -2.291886
> 1.775101
city42 | -.3643487 1.634661 -0.22 0.82
> 4
> -3.579439
> 2.850742
city43 | -.0038582 1.407784 -0.00 0.99
> 8
> -2.772721
> 2.765005
city44 | .4747719 1.047658 0.45 0.65
> 1
> -1.585787
> 2.535331
city45 | -.0049976 1.033512 -0.00 0.99
> 6
> -2.037734
> 2.027739
city46 | 1.810441 1.254495 1.44 0.15
> 0
> -.6569302
> 4.277812
city47 | -1.076322 2.416716 -0.45 0.65
> 6
> -5.829576
> 3.676932
city48 | .2747478 1.467526 0.19 0.85
> 2
> -2.611619
> 3.161114
city49 | 1.243236 .7263974 1.71 0.08
> 8
> -.1854596
> 2.671932
city50 | 1.263636 1.32985 0.95 0.34
> 3
> -1.351945
> 3.879216
city51 | -.446066 .5715216 -0.78 0.43
> 6
> -1.570148
> .6780164
city52 | .3646763 1.43681 0.25 0.80
> 0
> -2.461277
> 3.190629
city53 | .4236474 1.069883 0.40 0.69
> 2
> -1.680624
> 2.527919
city54 | -.1406275 1.068397 -0.13 0.89
> 5
> -2.241976
> 1.960721
city55 | -.2832141 1.678208 -0.17 0.86
> 6
> -3.583955
> 3.017527
city56 | 1.844416 .8627479 2.14 0.03
> 3
> .1475426
> 3.541289
city57 | -3.45873 3.05001 -1.13 0.25
> 8
> -9.457562
> 2.540102
city58 | .159697 1.247227 0.13 0.89
> 8
> -2.293378
> 2.612772
city59 | 2.161365 .4571601 4.73 0.00
> 0
> 1.262211
> 3.060518
city60 | .3514895 1.185708 0.30 0.76
> 7
> -1.98059
> 2.683569
city61 | -.7668654 2.084719 -0.37 0.71
> 3
> -4.867141
> 3.33341
city62 | -.0705914 1.227255 -0.06 0.95
> 4
> -2.484386
> 2.343203
city63 | .0542648 1.32307 0.04 0.96
> 7
> -2.547981
> 2.65651
city64 | 1.031421 .9779939 1.05 0.29
> 2
> -.892121
> 2.954963
city65 | .7187746 1.479202 0.49 0.62
> 7
> -2.190554
> 3.628104
city66 | -.0327943 1.507345 -0.02 0.98
> 3
> -2.997476
> 2.931887
city67 | -2.275288 2.684089 -0.85 0.39
> 7
> -7.554418
> 3.003841
city68 | -1.672957 1.623393 -1.03 0.30
> 3
> -4.865885
> 1.519971
city69 | -.9308777 1.408351 -0.66 0.50
> 9
> -3.700856
> 1.8391
city70 | .5004868 1.376356 0.36 0.71
> 6
> -2.206564
> 3.207537
city71 | -.9387206 1.646725 -0.57 0.56
> 9
> -4.177538
> 2.300097
city72 | .692329 1.26722 0.55 0.58
> 5
> -1.800069
> 3.184727
city73 | 2.578532 .5970859 4.32 0.00
> 0
> 1.404169
> 3.752894
city74 | .5855145 1.553458 0.38 0.70
> 6
> -2.469864
> 3.640893
city75 | 1.504255 .842705 1.79 0.07
> 5
> -.1531977
> 3.161707
city76 | -1.335995 2.028623 -0.66 0.51
> 1
> -5.32594
> 2.65395
city77 | -1.308457 2.113519 -0.62 0.53
> 6
> -5.465378
> 2.848464
city78 | -.0237245 1.298593 -0.02 0.98
> 5
> -2.577828
> 2.530379
city79 | -.4446361 1.459389 -0.30 0.76
> 1
> -3.314997
> 2.425724
city80 | -1.606293 1.390491 -1.16 0.24
> 9
> -4.341144
> 1.128559
city81 | 1.53838 .9277982 1.66 0.09
> 8
> -.2864361
> 3.363195
city82 | .0430974 1.309197 0.03 0.97
> 4
> -2.531863
> 2.618058
city83 | -1.578138 2.107155 -0.75 0.45
> 4
> -5.722541
> 2.566265
city84 | -.1266479 1.164018 -0.11 0.91
> 3
> -2.416067
> 2.162771
city85 | 1.454935 .7056913 2.06 0.04
> 0
> .0669644
> 2.842906
city86 | -.4799536 1.398515 -0.34 0.73
> 2
> -3.230587
> 2.27068
city87 | -.9142277 1.751844 -0.52 0.60
> 2
> -4.359796
> 2.531341
city88 | 1.010672 1.247287 0.81 0.41
> 8
> -1.442522
> 3.463866
city89 | -1.002075 1.350615 -0.74 0.45
> 9
> -3.658496
> 1.654347
city90 | .2629236 1.704264 0.15 0.87
> 7
> -3.089065
> 3.614912
city91 | -.8659091 1.875805 -0.46 0.64
> 5
> -4.555288
> 2.823469
city92 | -.2792054 1.968469 -0.14 0.88
> 7
> -4.150838
> 3.592427
city93 | -.1268244 1.648797 -0.08 0.93
> 9
> -3.369719
> 3.11607
city94 | -1.113279 1.204935 -0.92 0.35
> 6
> -3.483174
> 1.256617
city95 | -.7803427 1.485031 -0.53 0.60
> 0
> -3.701138
> 2.140452
city96 | 1.297559 .9896622 1.31 0.19
> 1
> -.6489327
> 3.24405
city97 | 1.204906 .6169488 1.95 0.05
> 2
> -.0085243
> 2.418335
city98 | .248582 .6396074 0.39 0.69
> 8
> -1.009413
> 1.506577
city99 | -.636997 .9831211 -0.65 0.51
> 7
> -2.570623
> 1.296629
city100 | -.44853 1.176762 -0.38 0.70
> 3
> -2.763013
> 1.865953
city101 | .1857764 1.177961 0.16 0.87
> 5
> -2.131066
> 2.502619
city102 | .6935948 1.050855 0.66 0.51
> 0
> -1.373253
> 2.760442
city103 | -.3041693 1.849237 -0.16 0.86
> 9
> -3.941294
> 3.332955
city104 | .187453 .9131552 0.21 0.83
> 7
> -1.608562
> 1.983469
city105 | 1.206198 .7402245 1.63 0.10
> 4
> -.2496931
> 2.66209
city106 | .083491 1.320578 0.06 0.95
> 0
> -2.513854
> 2.680836
city107 | .5728852 1.058681 0.54 0.58
> 9
> -1.509355
> 2.655125
city108 | .9384886 .7874326 1.19 0.23
> 4
> -.6102527
> 2.48723
city109 | -.4813375 1.359406 -0.35 0.72
> 3
> -3.155051
> 2.192376
city110 | -.552456 2.173866 -0.25 0.80
> 0
> -4.828068
> 3.723156
city111 | .2181158 1.380327 0.16 0.87
> 5
> -2.496744
> 2.932976
city112 | 1.967024 .7372936 2.67 0.00
> 8
> .5168972
> 3.417151
city113 | .9824175 .7738916 1.27 0.20
> 5
> -.5396911
> 2.504526
city114 | 1.296178 .9151127 1.42 0.15
> 8
> -.5036879
> 3.096043
city115 | 1.252537 .923024 1.36 0.17
> 6
> -.5628891
> 3.067962
city116 | .161265 .8577275 0.19 0.85
> 1
> -1.525734
> 1.848264
rg1y1 | 1.054397 2.134682 0.49 0.62
> 2
> -3.144147
> 5.252942
rg1y2 | -2.307085 1.125278 -2.05 0.04
> 1
> -4.520309
> -.09386
rg2y1 | -.2497925 2.293515 -0.11 0.91
> 3
> -4.760733
> 4.261148
rg2y2 | -2.68122 1.174402 -2.28 0.02
> 3
> -4.991062
> -.3713775
rg3y1 | .4450749 2.285193 0.19 0.84
> 6
> -4.049498
> 4.939647
rg3y2 | -2.248448 1.131432 -1.99 0.04
> 8
> -4.473775
> -.0231213
rg4y1 | .8066013 2.227157 0.36 0.71
> 7
> -3.573824
> 5.187027
rg4y2 | -1.937806 1.103545 -1.76 0.08
> 0
> -4.108285
> .2326734
rg5y1 | 1.241035 2.139488 0.58 0.56
> 2
> -2.966961
> 5.449032
rg5y2 | -1.881543 1.132571 -1.66 0.09
> 8
> -4.109111
> .346026
rg6y1 | 1.127873 2.257194 0.50 0.61
> 8
> -3.311629
> 5.567376
rg6y2 | -2.313865 1.164668 -1.99 0.04
> 8
> -4.604562
> -.0231687
rg7y1 | 1.135491 2.12261 0.53 0.59
> 3
> -3.03931
> 5.310291
rg7y2 | -1.856228 1.075014 -1.73 0.08
> 5
> -3.970591
> .258135
rg8y1 | 1.890936 1.879927 1.01 0.31
> 5
> -1.806549
> 5.588421
rg8y2 | -1.21767 .9496449 -1.28 0.20
> 1
> -3.085454
> .6501148
rg9y1 | 1.133591 2.122918 0.53 0.59
> 4
> -3.041816
> 5.308998
rg9y2 | -1.932721 1.101411 -1.75 0.08
> 0
> -4.099003
> .23356
age | .9511782 .0235718 40.35 0.00
> 0
> .9048167
> .9975397
agesq | -.0119819 .0002783 -43.06 0.00
> 0
> -.0125293
> -.0114346
married | -1.340823 .04039 -33.20 0.00
> 0
> -1.420263
> -1.261383
black | -.7581365 .0888869 -8.53 0.00
> 0
> -.9329614
> -.5833115
children | -2.983118 .0745427 -40.02 0.00
> 0
> -3.12973
> -2.836506
child5 | -.5317788 .0718794 -7.40 0.00
> 0
> -.673153
> -.3904046
_cons | 16.91161 3.358274 5.04 0.00
> 0
> 10.30648
> 23.51675
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg work50 (indep =ins) city1-city116 rg1y1-rg
> 9y2 age agesq married black children child5 if rme
> anhoursocc<15 [aweight=perwt], cluster(metaready1)
(sum of wgt is 2.8369e+06)
Instrumental variables (2SLS) regression
> Number of obs = 131539
> F(140, 347) = 48.57
> Prob > F = 0.0000
> R-squared = 0.0356
> Root MSE = .41805
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work50 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .1436791 .0538208 2.67 0.00
> 8
> .0378231
> .2495352
city1 | -.1273929 .0814681 -1.56 0.11
> 9
> -.2876263
> .0328405
city2 | -.1892667 .0925105 -2.05 0.04
> 2
> -.3712186
> -.0073148
city3 | -.1754291 .0999254 -1.76 0.08
> 0
> -.3719647
> .0211065
city4 | -.1423763 .0821971 -1.73 0.08
> 4
> -.3040435
> .019291
city5 | .0410796 .0546676 0.75 0.45
> 3
> -.0664419
> .1486011
city6 | -.3671778 .18547 -1.98 0.04
> 9
> -.7319648
> -.0023909
city7 | -.1299853 .0899315 -1.45 0.14
> 9
> -.3068646
> .0468941
city8 | -.2128824 .126637 -1.68 0.09
> 4
> -.461955
> .0361902
city9 | -.2494545 .1282988 -1.94 0.05
> 3
> -.5017956
> .0028867
city10 | -.3381299 .1786327 -1.89 0.05
> 9
> -.689469
> .0132093
city11 | -.1579366 .0911538 -1.73 0.08
> 4
> -.3372201
> .0213469
city12 | -.1616153 .0789153 -2.05 0.04
> 1
> -.3168279
> -.0064028
city13 | -.0781975 .0451942 -1.73 0.08
> 4
> -.1670866
> .0106916
city14 | -.1435103 .1065971 -1.35 0.17
> 9
> -.353168
> .0661474
city15 | -.3365932 .1614864 -2.08 0.03
> 8
> -.6542084
> -.0189779
city16 | -.22823 .1007505 -2.27 0.02
> 4
> -.4263886
> -.0300715
city17 | -.0996515 .0642229 -1.55 0.12
> 2
> -.2259667
> .0266637
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> 7
> -.2930783
> .0604673
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> 6
> -.6253145
> -.0219906
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> 0
> -.336592
> .0243058
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> -.960096
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> -.3227445
> .0021706
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> 3
> -.5511236
> -.0240893
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> 7
> -.628067
> -.0387718
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> 1
> -.282432
> .0534424
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> -.5126029
> -.0048622
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> -.2939768
> .0282036
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> -.8393108
> -.0208152
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> 5
> -.1777343
> .0169905
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> 5
> -.4190782
> -.0155856
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> 6
> -.6535514
> -.0222006
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> 0
> -.0450278
> .0777805
city33 | -.4291941 .1837906 -2.34 0.02
> 0
> -.7906779
> -.0677104
city34 | 0 (omitted)
city35 | -.1939798 .1276786 -1.52 0.13
> 0
> -.4451011
> .0571416
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> 1
> -.1526987
> .0237243
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> -.2146173
> .0010004
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> 8
> -.5510269
> .0093738
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> 8
> -.2603
> .0456477
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> 6
> -.6029769
> -.020758
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> 5
> -.3997081
> -.0275015
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> 8
> -.5959475
> -.0028604
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> -.5136444
> -.010408
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> -.3302066
> .0389948
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> -.38279
> .0059721
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> -.3173424
> .1018676
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> -.8871671
> -.0331155
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> -.5298446
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> -.2230695
> .0285306
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> -.4518582
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> -.5114218
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> -.3960133
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> -.3707496
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> -.6407392
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> -.2185357
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> -1.194241
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> -.4538703
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> .0085833
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> -.4498507
> -.0241549
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> -.7723932
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> -.463971
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> -.2695685
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> -1.003888
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> -.4883029
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> -.6242771
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> -.4349055
> .0340821
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> -.1339803
> .0767845
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> 8
> -.5454683
> .0200172
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> -.1856386
> .0517386
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> 7
> -.7475324
> -.0230158
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> 7
> -.8076935
> -.0485939
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> -.4526166
> .0134635
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> -.5535362
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> -.5367154
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> -.2979539
> .0259741
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> -.4747677
> .0046748
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> 8
> -.798564
> -.0449822
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> -.4279116
> -.0033553
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> -.2764536
> .0395788
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> -.5245559
> -.014288
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> 3
> -.6676691
> -.0486191
city88 | -.1261108 .1016801 -1.24 0.21
> 6
> -.3260976
> .0738761
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> 9
> -.5152946
> -.0469006
city90 | -.2902499 .1537475 -1.89 0.06
> 0
> -.5926442
> .0121444
city91 | -.328614 .1737078 -1.89 0.05
> 9
> -.6702667
> .0130387
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> 0
> -.6303989
> .0816331
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> -.592241
> .0124226
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> -.3819033
> .0172757
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> -.5467526
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> -.2594451
> .0645096
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> 3
> -.1700785
> .0415122
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> -.1811727
> .0012539
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> -.390085
> -.0401105
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> 2
> -.4674244
> -.0365628
city101 | -.1978572 .1000337 -1.98 0.04
> 9
> -.394606
> -.0011084
city102 | -.1086665 .0897956 -1.21 0.22
> 7
> -.2852787
> .0679456
city103 | -.3455104 .1696122 -2.04 0.04
> 2
> -.6791077
> -.0119131
city104 | -.1657301 .0820056 -2.02 0.04
> 4
> -.3270207
> -.0044395
city105 | .0069349 .0548843 0.13 0.90
> 0
> -.1010128
> .1148827
city106 | -.2356347 .119073 -1.98 0.04
> 9
> -.4698304
> -.001439
city107 | -.2032998 .0947614 -2.15 0.03
> 3
> -.3896789
> -.0169208
city108 | -.0553807 .0628514 -0.88 0.37
> 9
> -.1789984
> .068237
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> 4
> -.4746291
> .0135121
city110 | -.3712577 .1932148 -1.92 0.05
> 5
> -.7512772
> .0087617
city111 | -.2325002 .1272627 -1.83 0.06
> 9
> -.4828035
> .017803
city112 | -.1023631 .067586 -1.51 0.13
> 1
> -.2352929
> .0305666
city113 | -.1007014 .0719324 -1.40 0.16
> 2
> -.2421797
> .0407769
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> 1
> -.1811371
> .0854734
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> 8
> -.298425
> .0255087
city116 | -.1248044 .0761252 -1.64 0.10
> 2
> -.2745292
> .0249204
rg1y1 | -.1507931 .0360334 -4.18 0.00
> 0
> -.2216644
> -.0799219
rg1y2 | -.0543757 .0178621 -3.04 0.00
> 3
> -.0895073
> -.0192441
rg2y1 | -.2302554 .0529593 -4.35 0.00
> 0
> -.334417
> -.1260939
rg2y2 | -.1096723 .0150605 -7.28 0.00
> 0
> -.1392936
> -.0800509
rg3y1 | -.2196487 .053783 -4.08 0.00
> 0
> -.3254304
> -.1138671
rg3y2 | -.0662533 .0100652 -6.58 0.00
> 0
> -.0860497
> -.0464569
rg4y1 | -.2021446 .0523314 -3.86 0.00
> 0
> -.3050713
> -.0992179
rg4y2 | -.0300803 .0152443 -1.97 0.04
> 9
> -.0600631
> -.0000975
rg5y1 | -.171243 .0257117 -6.66 0.00
> 0
> -.2218134
> -.1206726
rg5y2 | -.0530032 .012433 -4.26 0.00
> 0
> -.0774566
> -.0285497
rg6y1 | -.2037523 .0455449 -4.47 0.00
> 0
> -.2933312
> -.1141734
rg6y2 | -.0912577 .0185292 -4.93 0.00
> 0
> -.1277014
> -.054814
rg7y1 | -.1909122 .030595 -6.24 0.00
> 0
> -.2510872
> -.1307373
rg7y2 | -.0327402 .0109046 -3.00 0.00
> 3
> -.0541876
> -.0112929
rg8y1 | -.1158282 .0177835 -6.51 0.00
> 0
> -.1508053
> -.0808511
rg8y2 | .0042231 .0234365 0.18 0.85
> 7
> -.0418723
> .0503184
rg9y1 | -.1655782 .0349673 -4.74 0.00
> 0
> -.2343526
> -.0968037
rg9y2 | -.0566436 .0127577 -4.44 0.00
> 0
> -.0817357
> -.0315514
age | .0360297 .0010892 33.08 0.00
> 0
> .0338875
> .038172
agesq | -.0004466 .0000129 -34.66 0.00
> 0
> -.000472
> -.0004213
married | -.0359429 .0030393 -11.83 0.00
> 0
> -.0419206
> -.0299652
black | -.0712592 .0053012 -13.44 0.00
> 0
> -.0816857
> -.0608326
children | -.08714 .0038555 -22.60 0.00
> 0
> -.0947231
> -.079557
child5 | .0072523 .0040731 1.78 0.07
> 6
> -.0007588
> .0152633
_cons | -1.193863 .2908483 -4.10 0.00
> 0
> -1.76591
> -.6218154
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg work50 (indep =ins) lwagehourgradmorey70y1
> - lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2
> age agesq married black children child5 if rmeanh
> oursocc<15 [aweight=perwt], cluster(metaready1)
(sum of wgt is 2.8369e+06)
Instrumental variables (2SLS) regression
> Number of obs = 131539
> F(152, 347) = 79.96
> Prob > F = 0.0000
> R-squared = 0.0369
> Root MSE = .41779
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work50 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .1197732 .0510788 2.34 0.02
> 0
> .0193101
> .2202362
lwagehourg~1 | .0123 .0493768 0.25 0.80
> 3
> -.0848154
> .1094154
lwagehourg~2 | -.0108841 .0287174 -0.38 0.70
> 5
> -.0673661
> .045598
fcollegepl~1 | -.3906713 .4083171 -0.96 0.33
> 9
> -1.193759
> .4124165
fcollegepl~2 | -.0358124 .2693641 -0.13 0.89
> 4
> -.5656041
> .4939793
agmin70y1 | 1.582909 .4757633 3.33 0.00
> 1
> .6471666
> 2.518652
agmin70y2 | .7079561 .1954866 3.62 0.00
> 0
> .3234683
> 1.092444
manufact70y1 | .1392237 .1089415 1.28 0.20
> 2
> -.075045
> .3534925
manufact70y2 | .1073516 .052085 2.06 0.04
> 0
> .0049096
> .2097935
hsservices~1 | .2784296 .4031489 0.69 0.49
> 0
> -.5144934
> 1.071353
hsservices~2 | .2275008 .2072262 1.10 0.27
> 3
> -.1800767
> .6350783
lfwomencol~1 | .1988286 .1392271 1.43 0.15
> 4
> -.0750065
> .4726637
lfwomencol~2 | .1230762 .0902725 1.36 0.17
> 4
> -.0544738
> .3006263
city1 | -.0496793 .0715086 -0.69 0.48
> 8
> -.1903242
> .0909657
city2 | -.1118138 .0835429 -1.34 0.18
> 2
> -.276128
> .0525005
city3 | -.0809612 .0861266 -0.94 0.34
> 8
> -.250357
> .0884347
city4 | -.0740226 .0721895 -1.03 0.30
> 6
> -.2160067
> .0679614
city5 | .0779487 .0463568 1.68 0.09
> 4
> -.013227
> .1691244
city6 | -.247209 .1711665 -1.44 0.15
> 0
> -.5838634
> .0894453
city7 | -.05843 .0815151 -0.72 0.47
> 4
> -.2187558
> .1018957
city8 | -.120961 .1158804 -1.04 0.29
> 7
> -.3488774
> .1069553
city9 | -.2374209 .1276076 -1.86 0.06
> 4
> -.4884025
> .0135607
city10 | -.224093 .1581906 -1.42 0.15
> 7
> -.535226
> .08704
city11 | -.0800773 .0814694 -0.98 0.32
> 6
> -.2403133
> .0801586
city12 | -.0846253 .0665142 -1.27 0.20
> 4
> -.215447
> .0461964
city13 | -.0307293 .0346939 -0.89 0.37
> 6
> -.098966
> .0375074
city14 | -.0616612 .095705 -0.64 0.52
> 0
> -.2498961
> .1265738
city15 | -.2255397 .1481597 -1.52 0.12
> 9
> -.5169438
> .0658644
city16 | -.1450765 .0886689 -1.64 0.10
> 3
> -.3194726
> .0293196
city17 | -.037143 .0539196 -0.69 0.49
> 1
> -.1431933
> .0689073
city18 | -.0298233 .0784527 -0.38 0.70
> 4
> -.184126
> .1244793
city19 | -.2185196 .1390232 -1.57 0.11
> 7
> -.4919537
> .0549145
city20 | -.0753597 .0800745 -0.94 0.34
> 7
> -.2328521
> .0821326
city21 | -.375814 .2108131 -1.78 0.07
> 6
> -.7904463
> .0388183
city22 | -.0904832 .0740987 -1.22 0.22
> 3
> -.2362224
> .055256
city23 | -.1888287 .1214381 -1.55 0.12
> 1
> -.4276761
> .0500188
city24 | -.229114 .1369316 -1.67 0.09
> 5
> -.4984343
> .0402064
city25 | -.0342499 .0738451 -0.46 0.64
> 3
> -.1794902
> .1109904
city26 | -.1628935 .1177375 -1.38 0.16
> 7
> -.3944624
> .0686754
city27 | -.0850233 .0777314 -1.09 0.27
> 5
> -.2379072
> .0678606
city28 | -.2970596 .1906048 -1.56 0.12
> 0
> -.6719457
> .0778266
city29 | -.0345478 .0426663 -0.81 0.41
> 9
> -.118465
> .0493693
city30 | -.132008 .0920407 -1.43 0.15
> 2
> -.3130359
> .0490199
city31 | -.227668 .147932 -1.54 0.12
> 5
> -.5186242
> .0632881
city32 | .0651646 .0221901 2.94 0.00
> 4
> .0215205
> .1088086
city33 | -.3066528 .1692256 -1.81 0.07
> 1
> -.6394898
> .0261841
city34 | 0 (omitted)
city35 | -.0976627 .1176834 -0.83 0.40
> 7
> -.3291251
> .1337998
city36 | -.0163532 .0367207 -0.45 0.65
> 6
> -.0885764
> .05587
city37 | -.0533137 .0471896 -1.13 0.25
> 9
> -.1461274
> .0395
city38 | -.1714197 .1292971 -1.33 0.18
> 6
> -.4257244
> .0828849
city39 | -.0419631 .0662955 -0.63 0.52
> 7
> -.1723545
> .0884284
city40 | -.2564013 .139647 -1.84 0.06
> 7
> -.5310623
> .0182597
city41 | -.1406276 .0857193 -1.64 0.10
> 2
> -.3092225
> .0279673
city42 | -.2026937 .1363875 -1.49 0.13
> 8
> -.470944
> .0655566
city43 | -.1718379 .1146116 -1.50 0.13
> 5
> -.3972587
> .0535829
city44 | -.0641166 .0822033 -0.78 0.43
> 6
> -.2257961
> .0975629
city45 | -.1074916 .086011 -1.25 0.21
> 2
> -.2766601
> .0616769
city46 | -.0174109 .0999088 -0.17 0.86
> 2
> -.2139139
> .1790921
city47 | -.3313898 .2017815 -1.64 0.10
> 1
> -.7282585
> .065479
city48 | -.1577517 .1230748 -1.28 0.20
> 1
> -.3998183
> .0843148
city49 | -.0410744 .0555903 -0.74 0.46
> 0
> -.1504108
> .0682619
city50 | -.1233732 .1082317 -1.14 0.25
> 5
> -.3362459
> .0894995
city51 | -.0236577 .0400776 -0.59 0.55
> 5
> -.1024832
> .0551679
city52 | -.1669214 .1189127 -1.40 0.16
> 1
> -.4008017
> .066959
city53 | -.1098071 .0905589 -1.21 0.22
> 6
> -.2879205
> .0683063
city54 | -.1112803 .0868722 -1.28 0.20
> 1
> -.2821426
> .0595821
city55 | -.2217946 .1410032 -1.57 0.11
> 7
> -.4991232
> .055534
city56 | -.0102761 .0648419 -0.16 0.87
> 4
> -.1378088
> .1172566
city57 | -.4888842 .2572771 -1.90 0.05
> 8
> -.994903
> .0171346
city58 | -.1458015 .1030273 -1.42 0.15
> 8
> -.348438
> .0568349
city59 | .0877821 .025261 3.48 0.00
> 1
> .0380982
> .1374661
city60 | -.149849 .0977209 -1.53 0.12
> 6
> -.3420487
> .0423508
city61 | -.2886366 .1704101 -1.69 0.09
> 1
> -.6238033
> .04653
city62 | -.1284219 .1004944 -1.28 0.20
> 2
> -.3260768
> .069233
city63 | -.1292719 .1100578 -1.17 0.24
> 1
> -.3457362
> .0871923
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> -.1887461
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> -.3675415
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> -.3882805
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> -.8316165
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> -.4086466
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> -.3916961
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> -.4851527
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> -.4236078
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> -.1184813
> .0823982
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> -.5972457
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> -.661138
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> -.3289889
> .0848931
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> -.4336899
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> -.4208493
> .0401263
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> -.2264132
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> -.3585867
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> -.6531911
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> -.325857
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> -.1874357
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> -.4020836
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> -.5356583
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> -.2634673
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> -.4078448
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> -.4513657
> .1046825
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> -.5120737
> .1160702
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> 5
> -.4732345
> .1617699
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> 5
> -.4504862
> .0968102
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> 5
> -.2888618
> .0739568
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> -.4225783
> .0637788
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> -.1831173
> .1071606
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> -.0960116
> .079551
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> -.1182562
> .0338541
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> -.3086969
> .0124924
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> -.3733143
> .0115
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> -.2971603
> .0477587
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> 5
> -.1871151
> .1377632
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> -.5418027
> .0675944
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> 2
> -.2320855
> .0491577
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> 8
> -.021019
> .1658383
city106 | -.1518088 .1091489 -1.39 0.16
> 5
> -.3664854
> .0628678
city107 | -.1331514 .0840288 -1.58 0.11
> 4
> -.2984214
> .0321185
city108 | -.0109901 .051745 -0.21 0.83
> 2
> -.1127634
> .0907831
city109 | -.1498967 .1120693 -1.34 0.18
> 2
> -.3703172
> .0705238
city110 | -.2375875 .1806882 -1.31 0.18
> 9
> -.5929694
> .1177943
city111 | -.1518173 .1152338 -1.32 0.18
> 9
> -.378462
> .0748274
city112 | -.0385355 .0579118 -0.67 0.50
> 6
> -.1524377
> .0753668
city113 | -.0315002 .0583937 -0.54 0.59
> 0
> -.1463504
> .08335
city114 | .0112653 .0587808 0.19 0.84
> 8
> -.1043462
> .1268768
city115 | -.0739691 .0733755 -1.01 0.31
> 4
> -.2182857
> .0703476
city116 | -.0576939 .0679197 -0.85 0.39
> 6
> -.19128
> .0758922
rg1y1 | -.3598918 .1728905 -2.08 0.03
> 8
> -.699937
> -.0198466
rg1y2 | -.1882674 .0917038 -2.05 0.04
> 1
> -.3686325
> -.0079023
rg2y1 | -.4302772 .1823345 -2.36 0.01
> 9
> -.788897
> -.0716574
rg2y2 | -.2280331 .0960022 -2.38 0.01
> 8
> -.4168524
> -.0392137
rg3y1 | -.4218926 .1791746 -2.35 0.01
> 9
> -.7742976
> -.0694876
rg3y2 | -.1894473 .0921354 -2.06 0.04
> 1
> -.3706615
> -.0082332
rg4y1 | -.4100909 .1786641 -2.30 0.02
> 2
> -.7614917
> -.05869
rg4y2 | -.1576808 .090597 -1.74 0.08
> 3
> -.3358692
> .0205075
rg5y1 | -.3777619 .1699508 -2.22 0.02
> 7
> -.7120253
> -.0434985
rg5y2 | -.1742943 .0946014 -1.84 0.06
> 6
> -.3603587
> .01177
rg6y1 | -.4214309 .1788325 -2.36 0.01
> 9
> -.7731629
> -.0696988
rg6y2 | -.2128138 .0965133 -2.21 0.02
> 8
> -.4026386
> -.0229891
rg7y1 | -.414283 .1674765 -2.47 0.01
> 4
> -.7436798
> -.0848862
rg7y2 | -.1631404 .0883511 -1.85 0.06
> 6
> -.3369116
> .0106307
rg8y1 | -.3333875 .1529386 -2.18 0.03
> 0
> -.6341909
> -.0325842
rg8y2 | -.1285153 .0792479 -1.62 0.10
> 6
> -.2843819
> .0273514
rg9y1 | -.3835683 .1707148 -2.25 0.02
> 5
> -.7193343
> -.0478023
rg9y2 | -.1825454 .0902291 -2.02 0.04
> 4
> -.3600101
> -.0050806
age | .036002 .0010878 33.10 0.00
> 0
> .0338626
> .0381415
agesq | -.0004465 .0000129 -34.69 0.00
> 0
> -.0004718
> -.0004211
married | -.0359753 .0030393 -11.84 0.00
> 0
> -.0419531
> -.0299974
black | -.0714031 .0052873 -13.50 0.00
> 0
> -.0818023
> -.0610039
children | -.0871129 .0038479 -22.64 0.00
> 0
> -.094681
> -.0795448
child5 | .0070489 .0040644 1.73 0.08
> 4
> -.0009451
> .0150429
_cons | -1.10326 .2803904 -3.93 0.00
> 0
> -1.654739
> -.5517818
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg work50 (indep =ins) city1-city116 rg1y1-rg
> 9y2 age agesq married black children child5 if rme
> anhoursocc<66 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.2247e+07)
Instrumental variables (2SLS) regression
> Number of obs = 566911
> F(140, 347) = 68.51
> Prob > F = 0.0000
> R-squared = 0.0394
> Root MSE = .38209
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work50 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .1328774 .0401256 3.31 0.00
> 1
> .0539575
> .2117973
city1 | -.1460099 .0599265 -2.44 0.01
> 5
> -.2638747
> -.0281451
city2 | -.1697407 .0659348 -2.57 0.01
> 0
> -.2994228
> -.0400585
city3 | -.2001058 .0737533 -2.71 0.00
> 7
> -.3451655
> -.0550461
city4 | -.1394823 .0609768 -2.29 0.02
> 3
> -.259413
> -.0195517
city5 | .0026348 .0393243 0.07 0.94
> 7
> -.0747092
> .0799787
city6 | -.3495518 .1365175 -2.56 0.01
> 1
> -.6180577
> -.0810459
city7 | -.1326279 .0661011 -2.01 0.04
> 6
> -.2626371
> -.0026188
city8 | -.2210902 .092556 -2.39 0.01
> 7
> -.4031316
> -.0390489
city9 | -.2429054 .0933928 -2.60 0.01
> 0
> -.4265926
> -.0592182
city10 | -.3489921 .1333007 -2.62 0.00
> 9
> -.6111711
> -.0868131
city11 | -.1788517 .0660447 -2.71 0.00
> 7
> -.3087501
> -.0489534
city12 | -.1472345 .0588548 -2.50 0.01
> 3
> -.2629916
> -.0314775
city13 | -.0291586 .0312365 -0.93 0.35
> 1
> -.0905953
> .0322781
city14 | -.1620582 .0773208 -2.10 0.03
> 7
> -.3141346
> -.0099817
city15 | -.3221924 .1189656 -2.71 0.00
> 7
> -.5561768
> -.088208
city16 | -.2086867 .0750872 -2.78 0.00
> 6
> -.3563699
> -.0610034
city17 | -.0944122 .0443979 -2.13 0.03
> 4
> -.181735
> -.0070893
city18 | -.1250283 .0670128 -1.87 0.06
> 3
> -.2568306
> .006774
city19 | -.2999921 .1129592 -2.66 0.00
> 8
> -.5221629
> -.0778213
city20 | -.1717262 .0678511 -2.53 0.01
> 2
> -.3051775
> -.038275
city21 | -.474216 .1678781 -2.82 0.00
> 5
> -.8044026
> -.1440294
city22 | -.1487438 .0613222 -2.43 0.01
> 6
> -.2693538
> -.0281338
city23 | -.2729325 .0983976 -2.77 0.00
> 6
> -.4664633
> -.0794017
city24 | -.3077888 .1091874 -2.82 0.00
> 5
> -.5225413
> -.0930363
city25 | -.1476626 .0626626 -2.36 0.01
> 9
> -.2709089
> -.0244164
city26 | -.2353061 .0952752 -2.47 0.01
> 4
> -.4226957
> -.0479165
city27 | -.1175163 .0599744 -1.96 0.05
> 1
> -.2354754
> .0004429
city28 | -.4024165 .15414 -2.61 0.00
> 9
> -.7055828
> -.0992502
city29 | -.0641379 .0328665 -1.95 0.05
> 2
> -.1287805
> .0005046
city30 | -.2007943 .0748638 -2.68 0.00
> 8
> -.3480382
> -.0535503
city31 | -.317398 .1199139 -2.65 0.00
> 8
> -.5532475
> -.0815486
city32 | .0183385 .0226338 0.81 0.41
> 8
> -.0261782
> .0628552
city33 | -.3900004 .135658 -2.87 0.00
> 4
> -.6568159
> -.123185
city34 | 0 (omitted)
city35 | -.2153934 .0934172 -2.31 0.02
> 2
> -.3991286
> -.0316581
city36 | -.0485341 .029428 -1.65 0.10
> 0
> -.1064138
> .0093457
city37 | -.0696356 .0418115 -1.67 0.09
> 7
> -.1518715
> .0126002
city38 | -.254421 .1052779 -2.42 0.01
> 6
> -.4614842
> -.0473579
city39 | -.0794583 .0604986 -1.31 0.19
> 0
> -.1984484
> .0395319
city40 | -.2916848 .1060367 -2.75 0.00
> 6
> -.5002403
> -.0831294
city41 | -.1919218 .0691181 -2.78 0.00
> 6
> -.3278649
> -.0559788
city42 | -.3082214 .1110184 -2.78 0.00
> 6
> -.5265751
> -.0898677
city43 | -.2515215 .0948388 -2.65 0.00
> 8
> -.4380528
> -.0649902
city44 | -.1640114 .0687451 -2.39 0.01
> 8
> -.2992209
> -.0288019
city45 | -.1712462 .0735535 -2.33 0.02
> 0
> -.3159131
> -.0265793
city46 | -.1153341 .0768708 -1.50 0.13
> 4
> -.2665254
> .0358572
city47 | -.4216114 .1598598 -2.64 0.00
> 9
> -.7360276
> -.1071952
city48 | -.2438391 .1001826 -2.43 0.01
> 5
> -.4408806
> -.0467976
city49 | -.0903292 .0500404 -1.81 0.07
> 2
> -.1887499
> .0080916
city50 | -.2092664 .0893448 -2.34 0.02
> 0
> -.384992
> -.0335409
city51 | -.0594434 .0381692 -1.56 0.12
> 0
> -.1345155
> .0156288
city52 | -.23086 .0938541 -2.46 0.01
> 4
> -.4154546
> -.0462655
city53 | -.1883403 .073632 -2.56 0.01
> 1
> -.3331615
> -.043519
city54 | -.182867 .0741179 -2.47 0.01
> 4
> -.3286439
> -.0370901
city55 | -.323601 .1119783 -2.89 0.00
> 4
> -.5438427
> -.1033593
city56 | -.1175829 .0532659 -2.21 0.02
> 8
> -.2223476
> -.0128182
city57 | -.5968831 .201742 -2.96 0.00
> 3
> -.9936742
> -.200092
city58 | -.2078348 .0828015 -2.51 0.01
> 3
> -.3706908
> -.0449789
city59 | .0240629 .0183259 1.31 0.19
> 0
> -.0119809
> .0601067
city60 | -.2215176 .079265 -2.79 0.00
> 5
> -.377418
> -.0656173
city61 | -.3651582 .1386088 -2.63 0.00
> 9
> -.6377773
> -.0925391
city62 | -.2043745 .0827482 -2.47 0.01
> 4
> -.3671257
> -.0416232
city63 | -.225417 .0893429 -2.52 0.01
> 2
> -.4011389
> -.0496952
city64 | -.1129041 .0591522 -1.91 0.05
> 7
> -.229246
> .0034378
city65 | -.2334377 .097681 -2.39 0.01
> 7
> -.425559
> -.0413163
city66 | -.2588511 .1028999 -2.52 0.01
> 2
> -.4612372
> -.0564651
city67 | -.487719 .1781348 -2.74 0.00
> 7
> -.8380789
> -.1373591
city68 | -.3231677 .1106883 -2.92 0.00
> 4
> -.540872
> -.1054633
city69 | -.2670244 .0944914 -2.83 0.00
> 5
> -.4528725
> -.0811764
city70 | -.2074159 .0876496 -2.37 0.01
> 9
> -.3798072
> -.0350246
city71 | -.2964498 .1112695 -2.66 0.00
> 8
> -.5152974
> -.0776022
city72 | -.2085656 .0861839 -2.42 0.01
> 6
> -.3780742
> -.039057
city73 | -.0301881 .0379398 -0.80 0.42
> 7
> -.104809
> .0444329
city74 | -.2549108 .1053643 -2.42 0.01
> 6
> -.4621438
> -.0476777
city75 | -.0695054 .0388869 -1.79 0.07
> 5
> -.1459891
> .0069783
city76 | -.3762212 .1365707 -2.75 0.00
> 6
> -.6448318
> -.1076106
city77 | -.3988867 .141868 -2.81 0.00
> 5
> -.6779162
> -.1198572
city78 | -.2210253 .0881111 -2.51 0.01
> 3
> -.3943244
> -.0477263
city79 | -.2527328 .0990826 -2.55 0.01
> 1
> -.4476107
> -.0578548
city80 | -.2742093 .09831 -2.79 0.00
> 6
> -.4675678
> -.0808508
city81 | -.1204319 .0577135 -2.09 0.03
> 8
> -.2339442
> -.0069197
city82 | -.2329599 .0902488 -2.58 0.01
> 0
> -.4104633
> -.0554564
city83 | -.4000806 .1405471 -2.85 0.00
> 5
> -.676512
> -.1236492
city84 | -.2065989 .0791637 -2.61 0.00
> 9
> -.3623
> -.0508977
city85 | -.1012596 .0515965 -1.96 0.05
> 0
> -.2027408
> .0002217
city86 | -.2544543 .0928328 -2.74 0.00
> 6
> -.43704
> -.0718685
city87 | -.3240968 .1162201 -2.79 0.00
> 6
> -.5526814
> -.0955123
city88 | -.1464094 .0718779 -2.04 0.04
> 2
> -.2877806
> -.0050382
city89 | -.26033 .0891714 -2.92 0.00
> 4
> -.4357145
> -.0849456
city90 | -.2855284 .11371 -2.51 0.01
> 2
> -.509176
> -.0618808
city91 | -.3279413 .125713 -2.61 0.00
> 9
> -.5751968
> -.0806859
city92 | -.2750264 .1396551 -1.97 0.05
> 0
> -.5497033
> -.0003495
city93 | -.2819107 .1104751 -2.55 0.01
> 1
> -.4991957
> -.0646257
city94 | -.1761899 .0699904 -2.52 0.01
> 2
> -.3138487
> -.0385311
city95 | -.2678395 .0983207 -2.72 0.00
> 7
> -.4612189
> -.07446
city96 | -.1271971 .0610723 -2.08 0.03
> 8
> -.2473156
> -.0070786
city97 | -.0587559 .0418829 -1.40 0.16
> 2
> -.1411322
> .0236205
city98 | -.0826575 .0335264 -2.47 0.01
> 4
> -.148598
> -.0167171
city99 | -.1855704 .0635613 -2.92 0.00
> 4
> -.3105844
> -.0605565
city100 | -.220888 .0809944 -2.73 0.00
> 7
> -.3801896
> -.0615863
city101 | -.1758724 .0762661 -2.31 0.02
> 2
> -.3258744
> -.0258703
city102 | -.1471873 .065686 -2.24 0.02
> 6
> -.2763801
> -.0179945
city103 | -.328656 .1248947 -2.63 0.00
> 9
> -.5743018
> -.0830102
city104 | -.1467372 .0613814 -2.39 0.01
> 7
> -.2674636
> -.0260108
city105 | -.0386485 .037768 -1.02 0.30
> 7
> -.1129314
> .0356345
city106 | -.2236176 .0864015 -2.59 0.01
> 0
> -.3935542
> -.053681
city107 | -.18013 .0714441 -2.52 0.01
> 2
> -.320648
> -.039612
city108 | -.0821628 .0545735 -1.51 0.13
> 3
> -.1894993
> .0251738
city109 | -.238871 .089578 -2.67 0.00
> 8
> -.4150551
> -.0626869
city110 | -.3665738 .1427947 -2.57 0.01
> 1
> -.6474259
> -.0857217
city111 | -.2241965 .0925269 -2.42 0.01
> 6
> -.4061806
> -.0422124
city112 | -.0757516 .0488446 -1.55 0.12
> 2
> -.1718202
> .0203171
city113 | -.0935747 .0552388 -1.69 0.09
> 1
> -.2022197
> .0150703
city114 | -.0762196 .0457025 -1.67 0.09
> 6
> -.1661084
> .0136692
city115 | -.1189048 .060234 -1.97 0.04
> 9
> -.2373746
> -.000435
city116 | -.1384536 .0557075 -2.49 0.01
> 3
> -.2480206
> -.0288867
rg1y1 | -.2126025 .0277572 -7.66 0.00
> 0
> -.267196
> -.1580091
rg1y2 | -.0778406 .0168716 -4.61 0.00
> 0
> -.1110241
> -.0446571
rg2y1 | -.2720406 .0404481 -6.73 0.00
> 0
> -.351595
> -.1924863
rg2y2 | -.1171258 .0116306 -10.07 0.00
> 0
> -.1400012
> -.0942504
rg3y1 | -.244143 .040237 -6.07 0.00
> 0
> -.3232821
> -.1650038
rg3y2 | -.0861721 .0066689 -12.92 0.00
> 0
> -.0992887
> -.0730554
rg4y1 | -.2350392 .0386495 -6.08 0.00
> 0
> -.3110559
> -.1590225
rg4y2 | -.0761892 .0106038 -7.19 0.00
> 0
> -.097045
> -.0553334
rg5y1 | -.1795888 .0172905 -10.39 0.00
> 0
> -.2135961
> -.1455815
rg5y2 | -.07911 .0091542 -8.64 0.00
> 0
> -.0971147
> -.0611053
rg6y1 | -.2131474 .0316313 -6.74 0.00
> 0
> -.2753605
> -.1509343
rg6y2 | -.1045693 .0123686 -8.45 0.00
> 0
> -.1288961
> -.0802425
rg7y1 | -.1839245 .0208078 -8.84 0.00
> 0
> -.2248497
> -.1429992
rg7y2 | -.0544222 .0063955 -8.51 0.00
> 0
> -.067001
> -.0418435
rg8y1 | -.112166 .0165105 -6.79 0.00
> 0
> -.1446392
> -.0796928
rg8y2 | -.0061989 .0184937 -0.34 0.73
> 8
> -.0425728
> .030175
rg9y1 | -.1797381 .0307677 -5.84 0.00
> 0
> -.2402528
> -.1192235
rg9y2 | -.0775363 .0115253 -6.73 0.00
> 0
> -.1002046
> -.054868
age | .0270364 .0009105 29.70 0.00
> 0
> .0252457
> .0288271
agesq | -.0003368 .0000112 -30.18 0.00
> 0
> -.0003587
> -.0003148
married | -.0284952 .0015096 -18.88 0.00
> 0
> -.0314643
> -.0255261
black | -.0716892 .0043594 -16.44 0.00
> 0
> -.0802633
> -.0631151
children | -.0770077 .0033799 -22.78 0.00
> 0
> -.0836553
> -.0703601
child5 | -.0128549 .0019183 -6.70 0.00
> 0
> -.0166279
> -.0090819
_cons | -.9950522 .2169966 -4.59 0.00
> 0
> -1.421846
> -.568258
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg work50 (indep =ins) lwagehourgradmorey70y1
> - lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2
> age agesq married black children child5 if rmeanh
> oursocc<66 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.2247e+07)
Instrumental variables (2SLS) regression
> Number of obs = 566911
> F(152, 347) = 122.28
> Prob > F = 0.0000
> R-squared = 0.0416
> Root MSE = .38167
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work50 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0789542 .0302235 2.61 0.00
> 9
> .0195099
> .1383985
lwagehourg~1 | -.0347094 .0317429 -1.09 0.27
> 5
> -.0971421
> .0277233
lwagehourg~2 | -.0317998 .0177142 -1.80 0.07
> 3
> -.0666404
> .0030409
fcollegepl~1 | -.1694724 .2779828 -0.61 0.54
> 2
> -.7162157
> .377271
fcollegepl~2 | -.0122716 .1802295 -0.07 0.94
> 6
> -.3667513
> .3422082
agmin70y1 | 1.089492 .3284462 3.32 0.00
> 1
> .443496
> 1.735488
agmin70y2 | .1942971 .1195779 1.62 0.10
> 5
> -.0408915
> .4294857
manufact70y1 | .0321445 .0578482 0.56 0.57
> 9
> -.0816326
> .1459217
manufact70y2 | .0350954 .033043 1.06 0.28
> 9
> -.0298944
> .1000851
hsservices~1 | -.1349378 .2339303 -0.58 0.56
> 4
> -.5950376
> .3251619
hsservices~2 | .0028581 .1312964 0.02 0.98
> 3
> -.2553789
> .2610951
lfwomencol~1 | -.0335372 .0824115 -0.41 0.68
> 4
> -.1956261
> .1285518
lfwomencol~2 | .0680112 .0584157 1.16 0.24
> 5
> -.0468823
> .1829046
city1 | -.0354351 .0442012 -0.80 0.42
> 3
> -.1223711
> .0515009
city2 | -.0540929 .0495525 -1.09 0.27
> 6
> -.151554
> .0433682
city3 | -.0662553 .0535113 -1.24 0.21
> 6
> -.1715026
> .0389921
city4 | -.0409365 .0460426 -0.89 0.37
> 5
> -.1314943
> .0496213
city5 | .0570399 .0343532 1.66 0.09
> 8
> -.0105268
> .1246067
city6 | -.1372807 .1001961 -1.37 0.17
> 2
> -.3343488
> .0597874
city7 | -.0225654 .0504485 -0.45 0.65
> 5
> -.1217887
> .0766578
city8 | -.0661344 .0681571 -0.97 0.33
> 3
> -.2001873
> .0679186
city9 | -.1384828 .0776138 -1.78 0.07
> 5
> -.2911354
> .0141699
city10 | -.1500376 .0933352 -1.61 0.10
> 9
> -.3336115
> .0335363
city11 | -.0592987 .0498528 -1.19 0.23
> 5
> -.1573503
> .0387529
city12 | -.0452046 .0434328 -1.04 0.29
> 9
> -.1306292
> .0402201
city13 | .0203534 .0260795 0.78 0.43
> 6
> -.0309403
> .0716471
city14 | -.0354369 .0572958 -0.62 0.53
> 7
> -.1481276
> .0772538
city15 | -.1323939 .0872403 -1.52 0.13
> 0
> -.3039803
> .0391924
city16 | -.0840425 .0541538 -1.55 0.12
> 2
> -.1905534
> .0224684
city17 | -.0180291 .033462 -0.54 0.59
> 0
> -.083843
> .0477847
city18 | -.0128269 .048206 -0.27 0.79
> 0
> -.1076397
> .0819859
city19 | -.1212748 .0816375 -1.49 0.13
> 8
> -.2818415
> .0392919
city20 | -.052458 .0497347 -1.05 0.29
> 2
> -.1502773
> .0453614
city21 | -.2179477 .1239886 -1.76 0.08
> 0
> -.4618115
> .0259161
city22 | -.047946 .0468074 -1.02 0.30
> 6
> -.1400078
> .0441159
city23 | -.1102481 .0715437 -1.54 0.12
> 4
> -.2509619
> .0304656
city24 | -.1345077 .0792558 -1.70 0.09
> 1
> -.2903898
> .0213745
city25 | -.0394794 .0455246 -0.87 0.38
> 6
> -.1290183
> .0500594
city26 | -.0776455 .0697689 -1.11 0.26
> 7
> -.2148687
> .0595777
city27 | -.0331762 .0486956 -0.68 0.49
> 6
> -.1289518
> .0625994
city28 | -.1614948 .1119334 -1.44 0.15
> 0
> -.381648
> .0586585
city29 | -.0020217 .0278135 -0.07 0.94
> 2
> -.056726
> .0526825
city30 | -.0745456 .0553687 -1.35 0.17
> 9
> -.183446
> .0343549
city31 | -.1227426 .0883509 -1.39 0.16
> 6
> -.2965133
> .051028
city32 | .0747385 .0228219 3.27 0.00
> 1
> .0298517
> .1196252
city33 | -.1763285 .0995575 -1.77 0.07
> 7
> -.3721406
> .0194837
city34 | 0 (omitted)
city35 | -.0621055 .0695366 -0.89 0.37
> 2
> -.1988718
> .0746608
city36 | .0005899 .0262567 0.02 0.98
> 2
> -.0510524
> .0522322
city37 | .0128775 .0339377 0.38 0.70
> 5
> -.0538721
> .079627
city38 | -.0843073 .0767186 -1.10 0.27
> 3
> -.2351994
> .0665848
city39 | .0083824 .043785 0.19 0.84
> 8
> -.077735
> .0944998
city40 | -.1492569 .0823742 -1.81 0.07
> 1
> -.3112724
> .0127587
city41 | -.0779614 .0514349 -1.52 0.13
> 0
> -.1791248
> .023202
city42 | -.1401319 .0803406 -1.74 0.08
> 2
> -.2981477
> .0178839
city43 | -.1014586 .0686149 -1.48 0.14
> 0
> -.236412
> .0334949
city44 | -.050383 .049754 -1.01 0.31
> 2
> -.1482405
> .0474744
city45 | -.0494462 .0533352 -0.93 0.35
> 5
> -.1543471
> .0554548
city46 | .0097798 .0623345 0.16 0.87
> 5
> -.1128212
> .1323808
city47 | -.1820673 .1184022 -1.54 0.12
> 5
> -.4149435
> .0508089
city48 | -.0834026 .0718826 -1.16 0.24
> 7
> -.224783
> .0579778
city49 | -.0077898 .0368376 -0.21 0.83
> 3
> -.0802429
> .0646633
city50 | -.060599 .0652753 -0.93 0.35
> 4
> -.1889839
> .0677859
city51 | -.0284905 .0294047 -0.97 0.33
> 3
> -.0863244
> .0293435
city52 | -.0798884 .0703857 -1.14 0.25
> 7
> -.2183247
> .0585479
city53 | -.0634673 .0528666 -1.20 0.23
> 1
> -.1674467
> .0405121
city54 | -.0800309 .0530642 -1.51 0.13
> 2
> -.1843988
> .024337
city55 | -.1464129 .0821928 -1.78 0.07
> 6
> -.3080717
> .015246
city56 | -.0179144 .0410871 -0.44 0.66
> 3
> -.0987254
> .0628967
city57 | -.2894074 .1495615 -1.94 0.05
> 4
> -.5835684
> .0047537
city58 | -.0688392 .0615504 -1.12 0.26
> 4
> -.189898
> .0522196
city59 | .0714946 .0230708 3.10 0.00
> 2
> .0261184
> .1168708
city60 | -.0891565 .058472 -1.52 0.12
> 8
> -.2041607
> .0258477
city61 | -.1519325 .100785 -1.51 0.13
> 3
> -.3501588
> .0462938
city62 | -.0644441 .0601331 -1.07 0.28
> 5
> -.1827153
> .0538271
city63 | -.0740537 .0650286 -1.14 0.25
> 6
> -.2019535
> .0538461
city64 | -.0126829 .0459001 -0.28 0.78
> 2
> -.1029602
> .0775945
city65 | -.0705386 .0715341 -0.99 0.32
> 5
> -.2112335
> .0701563
city66 | -.0948993 .0750838 -1.26 0.20
> 7
> -.242576
> .0527774
city67 | -.2163684 .131377 -1.65 0.10
> 0
> -.4747639
> .0420271
city68 | -.1402698 .0794708 -1.77 0.07
> 8
> -.2965749
> .0160353
city69 | -.1088719 .0691254 -1.57 0.11
> 6
> -.2448294
> .0270856
city70 | -.0687379 .067598 -1.02 0.31
> 0
> -.2016913
> .0642156
city71 | -.1147537 .0801725 -1.43 0.15
> 3
> -.2724389
> .0429315
city72 | -.0662913 .0631971 -1.05 0.29
> 5
> -.1905889
> .0580063
city73 | .0490947 .0295976 1.66 0.09
> 8
> -.0091186
> .107308
city74 | -.0892471 .0756808 -1.18 0.23
> 9
> -.2380979
> .0596036
city75 | -.0043082 .0322967 -0.13 0.89
> 4
> -.0678302
> .0592139
city76 | -.1650305 .099492 -1.66 0.09
> 8
> -.3607136
> .0306527
city77 | -.1858875 .1036787 -1.79 0.07
> 4
> -.3898052
> .0180302
city78 | -.0749496 .063354 -1.18 0.23
> 8
> -.1995558
> .0496567
city79 | -.0950658 .0725511 -1.31 0.19
> 1
> -.2377611
> .0476294
city80 | -.1282032 .0707744 -1.81 0.07
> 1
> -.2674041
> .0109976
city81 | -.0348412 .0450612 -0.77 0.44
> 0
> -.1234687
> .0537864
city82 | -.0863456 .0647238 -1.33 0.18
> 3
> -.213646
> .0409548
city83 | -.1889158 .1032056 -1.83 0.06
> 8
> -.3919031
> .0140714
city84 | -.0762049 .0581401 -1.31 0.19
> 1
> -.1905562
> .0381463
city85 | -.0023745 .0390488 -0.06 0.95
> 2
> -.0791765
> .0744276
city86 | -.0991454 .0685256 -1.45 0.14
> 9
> -.2339233
> .0356325
city87 | -.1394906 .0855885 -1.63 0.10
> 4
> -.307828
> .0288469
city88 | -.0383346 .0610172 -0.63 0.53
> 0
> -.1583446
> .0816754
city89 | -.1142798 .0659982 -1.73 0.08
> 4
> -.2440867
> .015527
city90 | -.1020947 .0832451 -1.23 0.22
> 1
> -.2658231
> .0616337
city91 | -.1238142 .0918462 -1.35 0.17
> 9
> -.3044595
> .0568311
city92 | -.0766635 .0997078 -0.77 0.44
> 2
> -.2727712
> .1194441
city93 | -.0956027 .0809018 -1.18 0.23
> 8
> -.2547223
> .063517
city94 | -.0527381 .0553767 -0.95 0.34
> 2
> -.1616543
> .056178
city95 | -.1027995 .0726442 -1.42 0.15
> 8
> -.2456778
> .0400788
city96 | -.0311625 .0486159 -0.64 0.52
> 2
> -.1267815
> .0644564
city97 | .0073862 .0343879 0.21 0.83
> 0
> -.0602487
> .0750212
city98 | -.0106072 .0314072 -0.34 0.73
> 6
> -.0723797
> .0511653
city99 | -.0836384 .0485215 -1.72 0.08
> 6
> -.1790717
> .0117948
city100 | -.1015822 .0586112 -1.73 0.08
> 4
> -.2168601
> .0136957
city101 | -.0615885 .0549219 -1.12 0.26
> 3
> -.1696102
> .0464331
city102 | -.0324394 .051499 -0.63 0.52
> 9
> -.1337289
> .06885
city103 | -.1378889 .090855 -1.52 0.13
> 0
> -.3165847
> .040807
city104 | -.039195 .0453333 -0.86 0.38
> 8
> -.1283576
> .0499675
city105 | .0456512 .0313715 1.46 0.14
> 7
> -.016051
> .1073534
city106 | -.0824969 .0646978 -1.28 0.20
> 3
> -.2097461
> .0447523
city107 | -.0649646 .0527469 -1.23 0.21
> 9
> -.1687085
> .0387792
city108 | -.015811 .0418685 -0.38 0.70
> 6
> -.098159
> .0665369
city109 | -.0975606 .0658408 -1.48 0.13
> 9
> -.2270578
> .0319366
city110 | -.1370947 .1063909 -1.29 0.19
> 8
> -.3463469
> .0721575
city111 | -.0826687 .0680923 -1.21 0.22
> 6
> -.2165942
> .0512569
city112 | .0060874 .0367917 0.17 0.86
> 9
> -.0662753
> .0784502
city113 | .0065092 .0388485 0.17 0.86
> 7
> -.069899
> .0829173
city114 | -.0035842 .0372231 -0.10 0.92
> 3
> -.0767955
> .0696272
city115 | -.0300576 .0463083 -0.65 0.51
> 7
> -.1211379
> .0610227
city116 | -.0454496 .0421271 -1.08 0.28
> 1
> -.1283061
> .037407
rg1y1 | -.0435099 .1080601 -0.40 0.68
> 7
> -.2560451
> .1690253
rg1y2 | -.0560668 .0552933 -1.01 0.31
> 1
> -.164819
> .0526853
rg2y1 | -.0894699 .1169877 -0.76 0.44
> 5
> -.3195641
> .1406243
rg2y2 | -.0792127 .0582154 -1.36 0.17
> 4
> -.1937121
> .0352867
rg3y1 | -.0732874 .1156188 -0.63 0.52
> 7
> -.3006892
> .1541144
rg3y2 | -.059696 .0555746 -1.07 0.28
> 3
> -.1690016
> .0496095
rg4y1 | -.0641586 .1127341 -0.57 0.57
> 0
> -.2858867
> .1575694
rg4y2 | -.0524366 .0547826 -0.96 0.33
> 9
> -.1601844
> .0553112
rg5y1 | -.0332761 .106345 -0.31 0.75
> 5
> -.242438
> .1758858
rg5y2 | -.0538512 .0562517 -0.96 0.33
> 9
> -.1644884
> .056786
rg6y1 | -.0571729 .114027 -0.50 0.61
> 6
> -.2814439
> .1670982
rg6y2 | -.073246 .0576868 -1.27 0.20
> 5
> -.1867059
> .0402139
rg7y1 | -.0518474 .1069157 -0.48 0.62
> 8
> -.2621318
> .1584371
rg7y2 | -.0405533 .0529641 -0.77 0.44
> 4
> -.1447245
> .0636178
rg8y1 | -.0015139 .0941232 -0.02 0.98
> 7
> -.1866376
> .1836099
rg8y2 | -.0070059 .0462541 -0.15 0.88
> 0
> -.0979796
> .0839678
rg9y1 | -.0476904 .1081723 -0.44 0.66
> 0
> -.2604463
> .1650654
rg9y2 | -.0562785 .0547564 -1.03 0.30
> 5
> -.1639746
> .0514176
age | .0270198 .00091 29.69 0.00
> 0
> .0252299
> .0288097
agesq | -.0003367 .0000112 -30.19 0.00
> 0
> -.0003586
> -.0003147
married | -.02849 .0015052 -18.93 0.00
> 0
> -.0314505
> -.0255295
black | -.0716993 .0043535 -16.47 0.00
> 0
> -.0802618
> -.0631368
children | -.0769218 .0033824 -22.74 0.00
> 0
> -.0835744
> -.0702692
child5 | -.0130541 .0019179 -6.81 0.00
> 0
> -.0168263
> -.0092819
_cons | -.7337574 .16995 -4.32 0.00
> 0
> -1.068019
> -.3994956
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg work60 (indep =ins) city1-city116 rg1y1-rg
> 9y2 age agesq married black children child5 if rme
> anhoursocc<15 [aweight=perwt], cluster(metaready1)
(sum of wgt is 2.8369e+06)
Instrumental variables (2SLS) regression
> Number of obs = 131539
> F(140, 347) = 33.07
> Prob > F = 0.0000
> R-squared = 0.0157
> Root MSE = .29756
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work60 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0460965 .0297918 1.55 0.12
> 3
> -.0124987
> .1046917
city1 | -.0455778 .0487056 -0.94 0.35
> 0
> -.1413732
> .0502176
city2 | -.0593888 .0538936 -1.10 0.27
> 1
> -.165388
> .0466104
city3 | -.0372381 .0586841 -0.63 0.52
> 6
> -.1526594
> .0781832
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> 2
> -.1700331
> .0304328
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> 2
> -.0036933
> .152503
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> 4
> -.3083736
> .0993149
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> 2
> -.1262255
> .0863144
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> 9
> -.2120688
> .0731127
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> 2
> -.2192787
> .0722635
city10 | -.0771199 .0981748 -0.79 0.43
> 3
> -.2702124
> .1159726
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> 0
> -.1512789
> .0551499
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> 7
> -.1520918
> .0377744
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> 4
> -.1209422
> .0010635
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> 9
> -.1619927
> .0746698
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> 2
> -.272508
> .0846325
city16 | -.0712207 .0587389 -1.21 0.22
> 6
> -.1867497
> .0443083
city17 | -.0191005 .0389749 -0.49 0.62
> 4
> -.0957573
> .0575564
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> 3
> -.1229277
> .0902657
city19 | -.1065981 .0868185 -1.23 0.22
> 0
> -.2773547
> .0641585
city20 | -.0567302 .05489 -1.03 0.30
> 2
> -.1646892
> .0512288
city21 | -.1583795 .1254875 -1.26 0.20
> 8
> -.4051914
> .0884323
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> 9
> -.1589017
> .0366006
city23 | -.0994337 .0761067 -1.31 0.19
> 2
> -.2491222
> .0502548
city24 | -.1073847 .0837476 -1.28 0.20
> 1
> -.2721015
> .057332
city25 | -.0078094 .0502371 -0.16 0.87
> 7
> -.1066169
> .0909982
city26 | -.0784995 .0733277 -1.07 0.28
> 5
> -.2227221
> .0657231
city27 | -.035673 .0494059 -0.72 0.47
> 1
> -.1328457
> .0614997
city28 | -.1314586 .1163033 -1.13 0.25
> 9
> -.3602067
> .0972895
city29 | -.0462775 .0350641 -1.32 0.18
> 8
> -.1152425
> .0226875
city30 | -.0862412 .0600839 -1.44 0.15
> 2
> -.2044156
> .0319332
city31 | -.0977985 .0903771 -1.08 0.28
> 0
> -.2755544
> .0799574
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> 6
> -.0467165
> .0730455
city33 | -.1458248 .1025638 -1.42 0.15
> 6
> -.3475498
> .0559002
city34 | 0 (omitted)
city35 | -.055257 .0721987 -0.77 0.44
> 5
> -.1972591
> .0867451
city36 | -.0191538 .0308321 -0.62 0.53
> 5
> -.0797951
> .0414874
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> 1
> -.1210092
> .02297
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> 7
> -.2396006
> .0778069
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> 0
> -.1345328
> .0427967
city40 | -.0790299 .0833926 -0.95 0.34
> 4
> -.2430486
> .0849888
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> 1
> -.1678174
> .0504569
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> 5
> -.2414475
> .095539
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> 6
> -.2504905
> .0373723
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> 2
> -.1325396
> .0842617
city45 | -.0483717 .0569394 -0.85 0.39
> 6
> -.1603614
> .063618
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> 6
> -.1519804
> .1197554
city47 | -.1457515 .1209829 -1.20 0.22
> 9
> -.3837035
> .0922006
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> 9
> -.2348942
> .0701036
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> 3
> -.1197413
> .0417338
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> 5
> -.1961002
> .0740766
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> 7
> -.051656
> .0709788
city52 | -.0879499 .073344 -1.20 0.23
> 1
> -.2322046
> .0563049
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> 0
> -.1983384
> .0329401
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> 2
> -.1743836
> .0558682
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> 9
> -.2833508
> .0561706
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> 6
> -.1140102
> .0604206
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> 0
> -.5080366
> .1012682
city58 | -.0882322 .0650346 -1.36 0.17
> 6
> -.2161437
> .0396793
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> 4
> -.0210092
> .0821878
city60 | -.0902772 .0627094 -1.44 0.15
> 1
> -.2136156
> .0330611
city61 | -.1150008 .1042941 -1.10 0.27
> 1
> -.3201289
> .0901274
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> 3
> -.1812072
> .0745523
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> 0
> -.2099005
> .0629461
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> 3
> -.1355231
> .05695
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> 7
> -.2293202
> .0702551
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> 1
> -.2157742
> .0865915
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> 2
> -.4159204
> .1095842
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> 3
> -.2798164
> .0537002
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> 8
> -.2425589
> .0503265
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> 4
> -.2153642
> .0752704
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> 5
> -.2794863
> .0572389
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> 5
> -.194659
> .0683355
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> 7
> -.0780323
> .0615822
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> 9
> -.2435061
> .0774228
city75 | -.0130451 .0388808 -0.34 0.73
> 7
> -.0895169
> .0634267
city76 | -.1208988 .1030908 -1.17 0.24
> 2
> -.3236602
> .0818627
city77 | -.1236794 .1078777 -1.15 0.25
> 2
> -.3358558
> .088497
city78 | -.0778094 .0680028 -1.14 0.25
> 3
> -.2115589
> .0559402
city79 | -.0835085 .0781725 -1.07 0.28
> 6
> -.2372601
> .070243
city80 | -.0958421 .0723831 -1.32 0.18
> 6
> -.2382069
> .0465227
city81 | -.0103533 .0486235 -0.21 0.83
> 2
> -.1059872
> .0852807
city82 | -.0700033 .0690862 -1.01 0.31
> 2
> -.2058837
> .065877
city83 | -.1203799 .1075515 -1.12 0.26
> 4
> -.3319147
> .0911549
city84 | -.064269 .062347 -1.03 0.30
> 3
> -.1868945
> .0583566
city85 | -.0509624 .0478525 -1.06 0.28
> 8
> -.1450799
> .0431551
city86 | -.101929 .0745941 -1.37 0.17
> 3
> -.2486425
> .0447844
city87 | -.1127926 .0891742 -1.26 0.20
> 7
> -.2881825
> .0625973
city88 | -.0092299 .060243 -0.15 0.87
> 8
> -.1277173
> .1092575
city89 | -.0969745 .0685483 -1.41 0.15
> 8
> -.2317969
> .0378479
city90 | -.0875498 .0866222 -1.01 0.31
> 3
> -.2579205
> .0828209
city91 | -.0922456 .0983569 -0.94 0.34
> 9
> -.2856963
> .1012051
city92 | -.0806517 .0971583 -0.83 0.40
> 7
> -.271745
> .1104416
city93 | -.0954229 .0877454 -1.09 0.27
> 8
> -.2680026
> .0771568
city94 | -.0661542 .0554854 -1.19 0.23
> 4
> -.1752841
> .0429758
city95 | -.0737304 .0783856 -0.94 0.34
> 8
> -.227901
> .0804403
city96 | .0018876 .0495156 0.04 0.97
> 0
> -.0955007
> .099276
city97 | -.0208063 .0355972 -0.58 0.55
> 9
> -.0908197
> .0492071
city98 | -.0233093 .0331096 -0.70 0.48
> 2
> -.0884302
> .0418115
city99 | -.0591038 .0526903 -1.12 0.26
> 3
> -.1627363
> .0445287
city100 | -.0722766 .0644228 -1.12 0.26
> 3
> -.1989849
> .0544316
city101 | -.0573069 .0589438 -0.97 0.33
> 2
> -.1732391
> .0586252
city102 | -.0002561 .0529074 -0.00 0.99
> 6
> -.1043157
> .1038036
city103 | -.1070788 .0952844 -1.12 0.26
> 2
> -.2944864
> .0803288
city104 | -.0545966 .0501489 -1.09 0.27
> 7
> -.1532306
> .0440374
city105 | -.0188316 .0367591 -0.51 0.60
> 9
> -.0911302
> .053467
city106 | -.0555901 .0677679 -0.82 0.41
> 3
> -.1888776
> .0776973
city107 | -.0656226 .0559262 -1.17 0.24
> 1
> -.1756195
> .0443743
city108 | .006725 .0380097 0.18 0.86
> 0
> -.0680334
> .0814834
city109 | -.0704917 .0728098 -0.97 0.33
> 4
> -.2136959
> .0727124
city110 | -.1036232 .1085126 -0.95 0.34
> 0
> -.3170483
> .1098019
city111 | -.053898 .0725324 -0.74 0.45
> 8
> -.1965565
> .0887605
city112 | -.0178766 .04187 -0.43 0.67
> 0
> -.1002276
> .0644743
city113 | -.0136668 .0450192 -0.30 0.76
> 2
> -.1022116
> .0748779
city114 | .0292886 .0463191 0.63 0.52
> 8
> -.0618129
> .1203902
city115 | -.0429745 .0496817 -0.86 0.38
> 8
> -.1406898
> .0547407
city116 | -.0354739 .0468202 -0.76 0.44
> 9
> -.127561
> .0566132
rg1y1 | -.0284214 .0229297 -1.24 0.21
> 6
> -.0735201
> .0166774
rg1y2 | -.0353865 .0070073 -5.05 0.00
> 0
> -.0491687
> -.0216043
rg2y1 | -.0591041 .0290816 -2.03 0.04
> 3
> -.1163024
> -.0019057
rg2y2 | -.040415 .0085459 -4.73 0.00
> 0
> -.0572232
> -.0236068
rg3y1 | -.0592156 .02928 -2.02 0.04
> 4
> -.1168043
> -.0016269
rg3y2 | -.02568 .0058436 -4.39 0.00
> 0
> -.0371734
> -.0141867
rg4y1 | -.0344068 .0291666 -1.18 0.23
> 9
> -.0917724
> .0229588
rg4y2 | -.018949 .0068958 -2.75 0.00
> 6
> -.0325119
> -.005386
rg5y1 | -.0675678 .0144105 -4.69 0.00
> 0
> -.0959108
> -.0392248
rg5y2 | -.0306468 .0052109 -5.88 0.00
> 0
> -.0408956
> -.0203979
rg6y1 | -.043374 .0263663 -1.65 0.10
> 1
> -.0952318
> .0084839
rg6y2 | -.0131986 .0102586 -1.29 0.19
> 9
> -.0333754
> .0069781
rg7y1 | -.0625051 .0176431 -3.54 0.00
> 0
> -.097206
> -.0278042
rg7y2 | -.0117637 .0056321 -2.09 0.03
> 7
> -.022841
> -.0006864
rg8y1 | -.049399 .0076051 -6.50 0.00
> 0
> -.0643568
> -.0344411
rg8y2 | -.0099697 .0126674 -0.79 0.43
> 2
> -.0348842
> .0149449
rg9y1 | -.055512 .0152318 -3.64 0.00
> 0
> -.0854703
> -.0255537
rg9y2 | -.0260725 .0062433 -4.18 0.00
> 0
> -.038352
> -.013793
age | .0166359 .0006739 24.69 0.00
> 0
> .0153104
> .0179613
agesq | -.0002052 8.10e-06 -25.34 0.00
> 0
> -.0002211
> -.0001892
married | -.0118463 .0022256 -5.32 0.00
> 0
> -.0162236
> -.0074691
black | -.0253215 .0035582 -7.12 0.00
> 0
> -.0323198
> -.0183232
children | -.0489273 .0029026 -16.86 0.00
> 0
> -.0546363
> -.0432184
child5 | .0035134 .0027658 1.27 0.20
> 5
> -.0019265
> .0089533
_cons | -.4503927 .1640372 -2.75 0.00
> 6
> -.773025
> -.1277605
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg work60 (indep =ins) lwagehourgradmorey70y1
> - lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2
> age agesq married black children child5 if rmeanh
> oursocc<15 [aweight=perwt], cluster(metaready1)
(sum of wgt is 2.8369e+06)
Instrumental variables (2SLS) regression
> Number of obs = 131539
> F(152, 347) = 28.61
> Prob > F = 0.0000
> R-squared = 0.0164
> Root MSE = .29747
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work60 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0245869 .0278531 0.88 0.37
> 8
> -.0301953
> .079369
lwagehourg~1 | -.0121069 .0238224 -0.51 0.61
> 2
> -.0589613
> .0347475
lwagehourg~2 | -.0051578 .0141165 -0.37 0.71
> 5
> -.0329225
> .0226069
fcollegepl~1 | -.3390904 .1900416 -1.78 0.07
> 5
> -.7128687
> .034688
fcollegepl~2 | -.1046287 .1512069 -0.69 0.48
> 9
> -.4020261
> .1927687
agmin70y1 | .5513082 .2213563 2.49 0.01
> 3
> .1159393
> .9866771
agmin70y2 | .3091645 .0885518 3.49 0.00
> 1
> .1349986
> .4833303
manufact70y1 | .1082896 .0586947 1.84 0.06
> 6
> -.0071526
> .2237318
manufact70y2 | .044354 .0290782 1.53 0.12
> 8
> -.0128377
> .1015458
hsservices~1 | .2113978 .2106285 1.00 0.31
> 6
> -.2028713
> .6256669
hsservices~2 | .2166035 .1246982 1.74 0.08
> 3
> -.028656
> .461863
lfwomencol~1 | .0758534 .0728847 1.04 0.29
> 9
> -.0674979
> .2192047
lfwomencol~2 | .0170938 .0489535 0.35 0.72
> 7
> -.079189
> .1133766
city1 | .0033316 .0413943 0.08 0.93
> 6
> -.0780838
> .084747
city2 | -.0079796 .0479499 -0.17 0.86
> 8
> -.1022885
> .0863294
city3 | .020418 .0498073 0.41 0.68
> 2
> -.0775442
> .1183803
city4 | -.023469 .0442314 -0.53 0.59
> 6
> -.1104643
> .0635263
city5 | .0976576 .0328048 2.98 0.00
> 3
> .0331363
> .1621789
city6 | -.0147125 .094696 -0.16 0.87
> 7
> -.2009627
> .1715378
city7 | .0299243 .0488723 0.61 0.54
> 1
> -.0661989
> .1260476
city8 | -.0060158 .0650888 -0.09 0.92
> 6
> -.1340341
> .1220025
city9 | -.0379166 .0710791 -0.53 0.59
> 4
> -.1777167
> .1018834
city10 | .0043873 .086289 0.05 0.95
> 9
> -.1653279
> .1741025
city11 | .0015851 .0452588 0.04 0.97
> 2
> -.087431
> .0906012
city12 | -.0100871 .0397547 -0.25 0.80
> 0
> -.0882776
> .0681034
city13 | -.0348326 .0230482 -1.51 0.13
> 2
> -.0801645
> .0104992
city14 | .0112042 .0523731 0.21 0.83
> 1
> -.0918045
> .1142129
city15 | -.0134609 .0820852 -0.16 0.87
> 0
> -.1749079
> .1479862
city16 | -.016841 .0506961 -0.33 0.74
> 0
> -.1165513
> .0828693
city17 | .0173182 .03118 0.56 0.57
> 9
> -.0440073
> .0786438
city18 | .0386851 .0487674 0.79 0.42
> 8
> -.0572319
> .134602
city19 | -.031114 .0776758 -0.40 0.68
> 9
> -.1838885
> .1216606
city20 | -.0039807 .0474237 -0.08 0.93
> 3
> -.0972547
> .0892933
city21 | -.0507401 .1156515 -0.44 0.66
> 1
> -.2782062
> .176726
city22 | -.014758 .0439926 -0.34 0.73
> 7
> -.1012836
> .0717677
city23 | -.0305428 .0675645 -0.45 0.65
> 2
> -.1634302
> .1023446
city24 | -.0331821 .0750363 -0.44 0.65
> 9
> -.1807653
> .1144011
city25 | .0418244 .0425406 0.98 0.32
> 6
> -.0418454
> .1254943
city26 | -.0123984 .0656329 -0.19 0.85
> 0
> -.1414868
> .1166901
city27 | .0006828 .0444021 0.02 0.98
> 8
> -.0866483
> .0880139
city28 | -.032712 .1047129 -0.31 0.75
> 5
> -.2386639
> .1732399
city29 | -.0206869 .0280429 -0.74 0.46
> 1
> -.0758423
> .0344685
city30 | -.028737 .0532852 -0.54 0.59
> 0
> -.1335396
> .0760655
city31 | -.0175891 .0818617 -0.21 0.83
> 0
> -.1785966
> .1434185
city32 | .0358397 .0249996 1.43 0.15
> 3
> -.0133301
> .0850096
city33 | -.0561314 .0926677 -0.61 0.54
> 5
> -.2383925
> .1261297
city34 | 0 (omitted)
city35 | .0123083 .0655281 0.19 0.85
> 1
> -.1165738
> .1411905
city36 | .0084089 .0248362 0.34 0.73
> 5
> -.0404396
> .0572574
city37 | -.0159373 .0325364 -0.49 0.62
> 5
> -.0799306
> .048056
city38 | -.0097197 .0722601 -0.13 0.89
> 3
> -.1518426
> .1324031
city39 | -.0058649 .0365512 -0.16 0.87
> 3
> -.0777547
> .0660249
city40 | -.0245219 .0779075 -0.31 0.75
> 3
> -.1777522
> .1287085
city41 | -.0085101 .0492333 -0.17 0.86
> 3
> -.1053434
> .0883232
city42 | -.0011736 .0764567 -0.02 0.98
> 8
> -.1515503
> .1492032
city43 | -.0424122 .0644594 -0.66 0.51
> 1
> -.1691925
> .084368
city44 | .0280569 .0471289 0.60 0.55
> 2
> -.0646373
> .1207511
city45 | .0035406 .047887 0.07 0.94
> 1
> -.0906446
> .0977258
city46 | .0469473 .0624909 0.75 0.45
> 3
> -.0759612
> .1698558
city47 | -.0453896 .1108754 -0.41 0.68
> 3
> -.263462
> .1726828
city48 | -.0123811 .0683493 -0.18 0.85
> 6
> -.1468122
> .12205
city49 | -.0039319 .0338086 -0.12 0.90
> 7
> -.0704275
> .0625638
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> 6
> -.1174875
> .1227265
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> 2
> -.0290393
> .0792961
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> -.1531975
> .1101705
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> 8
> -.127572
> .0747928
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> 0
> -.110395
> .0840163
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> 2
> -.1842705
> .124234
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> 2
> -.0594064
> .0894129
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> 5
> -.3558415
> .2011157
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> 5
> -.1426321
> .0857859
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> 7
> .0051585
> .0829362
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> 1
> -.1405439
> .0776726
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> 1
> -.2128771
> .1579641
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> 6
> -.108696
> .1149765
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> 0
> -.1294969
> .1110186
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> -.0794558
> .0910632
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> 9
> -.1447084
> .1222666
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> -.1290868
> .1398027
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> -.2854566
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> -.1833557
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> -.1572513
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> -.1441596
> .1259779
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> -.1834488
> .1154891
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> -.1176334
> .114422
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> 8
> -.0288009
> .0795083
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> 7
> -.1573048
> .1242431
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> 7
> -.0489375
> .0823942
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> 2
> -.2151912
> .1513529
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> -.2274912
> .1564182
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> 4
> -.1290717
> .1041649
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> -.1529566
> .1192592
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> -.1582618
> .0950285
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> -.0563888
> .1113971
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> 6
> -.1281781
> .1107642
city83 | -.0318601 .0974505 -0.33 0.74
> 4
> -.223528
> .1598078
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> 4
> -.11682
> .0980466
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> 0
> -.0872866
> .0691772
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> -.1641654
> .0973686
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> 1
> -.1930774
> .1244451
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> 9
> -.0725536
> .1603577
city89 | -.0364577 .0609327 -0.60 0.55
> 0
> -.1563016
> .0833862
city90 | -.0055748 .0786293 -0.07 0.94
> 4
> -.1602248
> .1490751
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> 2
> -.1752853
> .1734623
city92 | .0023437 .0845152 0.03 0.97
> 8
> -.1638829
> .1685702
city93 | -.0166942 .0777369 -0.21 0.83
> 0
> -.1695889
> .1362006
city94 | -.0141463 .0492227 -0.29 0.77
> 4
> -.1109587
> .0826662
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> 1
> -.1417449
> .1331362
city96 | .0429858 .0430324 1.00 0.31
> 9
> -.0416513
> .1276229
city97 | .0093185 .0284298 0.33 0.74
> 3
> -.0465978
> .0652349
city98 | .0034774 .0262511 0.13 0.89
> 5
> -.0481539
> .0551087
city99 | -.0136867 .0469043 -0.29 0.77
> 1
> -.1059392
> .0785659
city100 | -.0217558 .0561945 -0.39 0.69
> 9
> -.1322805
> .088769
city101 | -.0084462 .050195 -0.17 0.86
> 6
> -.1071708
> .0902785
city102 | .053352 .0464105 1.15 0.25
> 1
> -.0379294
> .1446333
city103 | -.0269029 .0859301 -0.31 0.75
> 4
> -.1959123
> .1421066
city104 | -.0073774 .0427186 -0.17 0.86
> 3
> -.0913974
> .0766427
city105 | .0194156 .0305856 0.63 0.52
> 6
> -.0407409
> .079572
city106 | .0044836 .0605564 0.07 0.94
> 1
> -.1146201
> .1235873
city107 | -.0177077 .0483658 -0.37 0.71
> 4
> -.1128347
> .0774193
city108 | .0350459 .0310534 1.13 0.26
> 0
> -.0260307
> .0961224
city109 | -.0123883 .0635191 -0.20 0.84
> 5
> -.1373193
> .1125426
city110 | -.0043316 .1004608 -0.04 0.96
> 6
> -.2019202
> .193257
city111 | .0055114 .0644558 0.09 0.93
> 2
> -.1212618
> .1322846
city112 | .0222248 .0353233 0.63 0.53
> 0
> -.0472499
> .0916995
city113 | .0272152 .0362411 0.75 0.45
> 3
> -.0440646
> .098495
city114 | .0639104 .0394764 1.62 0.10
> 6
> -.0137327
> .1415534
city115 | -.0008762 .0423411 -0.02 0.98
> 4
> -.0841536
> .0824012
city116 | .0082789 .0408778 0.20 0.84
> 0
> -.0721205
> .0886783
rg1y1 | -.0784213 .0881864 -0.89 0.37
> 4
> -.2518684
> .0950258
rg1y2 | -.0856341 .0452359 -1.89 0.05
> 9
> -.174605
> .0033369
rg2y1 | -.0999649 .091689 -1.09 0.27
> 6
> -.280301
> .0803713
rg2y2 | -.0800101 .0476421 -1.68 0.09
> 4
> -.1737137
> .0136936
rg3y1 | -.1039017 .0908155 -1.14 0.25
> 3
> -.2825198
> .0747165
rg3y2 | -.0668399 .0448935 -1.49 0.13
> 7
> -.1551374
> .0214576
rg4y1 | -.0797527 .0893545 -0.89 0.37
> 3
> -.2554972
> .0959919
rg4y2 | -.064274 .0442016 -1.45 0.14
> 7
> -.1512108
> .0226629
rg5y1 | -.1106119 .0833869 -1.33 0.18
> 6
> -.2746191
> .0533954
rg5y2 | -.0725669 .0453349 -1.60 0.11
> 0
> -.1617327
> .0165989
rg6y1 | -.0939705 .0901154 -1.04 0.29
> 8
> -.2712117
> .0832707
rg6y2 | -.0521934 .0476457 -1.10 0.27
> 4
> -.145904
> .0415173
rg7y1 | -.1142706 .0823314 -1.39 0.16
> 6
> -.276202
> .0476608
rg7y2 | -.0585735 .0429368 -1.36 0.17
> 3
> -.1430227
> .0258757
rg8y1 | -.1020975 .0750305 -1.36 0.17
> 4
> -.2496693
> .0454743
rg8y2 | -.0646191 .0384516 -1.68 0.09
> 4
> -.1402467
> .0110085
rg9y1 | -.1056441 .0823776 -1.28 0.20
> 1
> -.2676664
> .0563781
rg9y2 | -.0710467 .0435313 -1.63 0.10
> 4
> -.1566652
> .0145717
age | .01662 .0006728 24.70 0.00
> 0
> .0152968
> .0179432
agesq | -.0002051 8.08e-06 -25.37 0.00
> 0
> -.0002209
> -.0001892
married | -.0118388 .0022236 -5.32 0.00
> 0
> -.0162123
> -.0074653
black | -.0254262 .0035514 -7.16 0.00
> 0
> -.0324113
> -.0184411
children | -.0488933 .0029018 -16.85 0.00
> 0
> -.0546007
> -.043186
child5 | .0033825 .0027641 1.22 0.22
> 2
> -.0020539
> .0088189
_cons | -.3503374 .1548329 -2.26 0.02
> 4
> -.6548665
> -.0458084
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg work60 (indep =ins) city1-city116 rg1y1-rg
> 9y2 age agesq married black children child5 if rme
> anhoursocc<66 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.2247e+07)
Instrumental variables (2SLS) regression
> Number of obs = 566911
> F(140, 347) = 35.23
> Prob > F = 0.0000
> R-squared = 0.0116
> Root MSE = .24311
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work60 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0505764 .0189596 2.67 0.00
> 8
> .0132861
> .0878666
city1 | -.0698361 .0284868 -2.45 0.01
> 5
> -.1258647
> -.0138076
city2 | -.0778585 .031199 -2.50 0.01
> 3
> -.1392214
> -.0164956
city3 | -.0797762 .0349718 -2.28 0.02
> 3
> -.1485597
> -.0109928
city4 | -.0724944 .0315796 -2.30 0.02
> 2
> -.1346058
> -.0103829
city5 | .0116513 .0192619 0.60 0.54
> 6
> -.0262334
> .049536
city6 | -.1500297 .0646564 -2.32 0.02
> 1
> -.2771975
> -.022862
city7 | -.0549806 .0313082 -1.76 0.08
> 0
> -.1165583
> .0065971
city8 | -.0959389 .0440289 -2.18 0.03
> 0
> -.182536
> -.0093418
city9 | -.0958557 .0440576 -2.18 0.03
> 0
> -.1825091
> -.0092022
city10 | -.1406148 .062532 -2.25 0.02
> 5
> -.2636041
> -.0176254
city11 | -.0774402 .0310124 -2.50 0.01
> 3
> -.1384362
> -.0164442
city12 | -.060065 .028687 -2.09 0.03
> 7
> -.1164872
> -.0036428
city13 | -.0298415 .0124123 -2.40 0.01
> 7
> -.0542542
> -.0054288
city14 | -.0728929 .0364354 -2.00 0.04
> 6
> -.1445548
> -.0012309
city15 | -.1392643 .0562092 -2.48 0.01
> 4
> -.2498178
> -.0287108
city16 | -.0894636 .0354013 -2.53 0.01
> 2
> -.1590917
> -.0198355
city17 | -.0420447 .020895 -2.01 0.04
> 5
> -.0831414
> -.000948
city18 | -.047133 .0325338 -1.45 0.14
> 8
> -.1111212
> .0168551
city19 | -.1310213 .0536253 -2.44 0.01
> 5
> -.2364929
> -.0255497
city20 | -.0763681 .0323878 -2.36 0.01
> 9
> -.1400691
> -.0126671
city21 | -.1988644 .0790022 -2.52 0.01
> 2
> -.3542479
> -.0434809
city22 | -.0762467 .0288484 -2.64 0.00
> 9
> -.1329863
> -.019507
city23 | -.125893 .0466348 -2.70 0.00
> 7
> -.2176154
> -.0341706
city24 | -.1347903 .0515479 -2.61 0.00
> 9
> -.2361759
> -.0334046
city25 | -.0578085 .0295329 -1.96 0.05
> 1
> -.1158944
> .0002774
city26 | -.1034215 .0449878 -2.30 0.02
> 2
> -.1919047
> -.0149384
city27 | -.0432958 .0286412 -1.51 0.13
> 2
> -.0996281
> .0130365
city28 | -.1649496 .0730198 -2.26 0.02
> 5
> -.3085667
> -.0213326
city29 | -.0392687 .0162937 -2.41 0.01
> 6
> -.0713156
> -.0072218
city30 | -.0940827 .0355116 -2.65 0.00
> 8
> -.1639279
> -.0242376
city31 | -.1342557 .0568397 -2.36 0.01
> 9
> -.2460494
> -.0224621
city32 | -.0116073 .0128606 -0.90 0.36
> 7
> -.0369018
> .0136871
city33 | -.1655751 .0641278 -2.58 0.01
> 0
> -.2917032
> -.0394471
city34 | 0 (omitted)
city35 | -.083227 .0440782 -1.89 0.06
> 0
> -.169921
> .003467
city36 | -.0183626 .0150692 -1.22 0.22
> 4
> -.0480011
> .0112759
city37 | -.0466282 .0191586 -2.43 0.01
> 5
> -.0843099
> -.0089465
city38 | -.1090888 .0499213 -2.19 0.03
> 0
> -.2072752
> -.0109024
city39 | -.0483132 .0248695 -1.94 0.05
> 3
> -.0972271
> .0006007
city40 | -.1153512 .0502134 -2.30 0.02
> 2
> -.214112
> -.0165903
city41 | -.0832817 .032665 -2.55 0.01
> 1
> -.1475279
> -.0190354
city42 | -.1332562 .0527161 -2.53 0.01
> 2
> -.2369395
> -.029573
city43 | -.1137399 .0452535 -2.51 0.01
> 2
> -.2027456
> -.0247343
city44 | -.0668797 .0322368 -2.07 0.03
> 9
> -.1302839
> -.0034755
city45 | -.082941 .0348634 -2.38 0.01
> 8
> -.1515112
> -.0143707
city46 | -.0515795 .0403168 -1.28 0.20
> 2
> -.1308755
> .0277166
city47 | -.1736179 .0757208 -2.29 0.02
> 2
> -.3225474
> -.0246883
city48 | -.1048681 .0474869 -2.21 0.02
> 8
> -.1982665
> -.0114697
city49 | -.0407792 .0235893 -1.73 0.08
> 5
> -.0871752
> .0056169
city50 | -.0865865 .0419968 -2.06 0.04
> 0
> -.1691868
> -.0039861
city51 | -.0171063 .0150423 -1.14 0.25
> 6
> -.0466918
> .0124792
city52 | -.111175 .0445058 -2.50 0.01
> 3
> -.1987101
> -.0236399
city53 | -.0809077 .0349129 -2.32 0.02
> 1
> -.1495752
> -.0122403
city54 | -.0786082 .0357479 -2.20 0.02
> 9
> -.1489181
> -.0082984
city55 | -.1320179 .0530225 -2.49 0.01
> 3
> -.2363039
> -.0277319
city56 | -.049849 .0269762 -1.85 0.06
> 5
> -.1029065
> .0032085
city57 | -.2394877 .0959891 -2.49 0.01
> 3
> -.4282815
> -.050694
city58 | -.0950303 .0396458 -2.40 0.01
> 7
> -.1730066
> -.017054
city59 | -.0122137 .0087038 -1.40 0.16
> 1
> -.0293326
> .0049052
city60 | -.1017358 .0375959 -2.71 0.00
> 7
> -.1756802
> -.0277913
city61 | -.1535283 .0657783 -2.33 0.02
> 0
> -.2829026
> -.024154
city62 | -.0966639 .039349 -2.46 0.01
> 5
> -.1740565
> -.0192712
city63 | -.1101416 .0424278 -2.60 0.01
> 0
> -.1935897
> -.0266935
city64 | -.0559215 .0279827 -2.00 0.04
> 6
> -.1109585
> -.0008844
city65 | -.1009363 .0464226 -2.17 0.03
> 0
> -.1922412
> -.0096313
city66 | -.1001514 .0488446 -2.05 0.04
> 1
> -.1962202
> -.0040826
city67 | -.1961306 .0839534 -2.34 0.02
> 0
> -.3612521
> -.0310091
city68 | -.1311057 .0519962 -2.52 0.01
> 2
> -.233373
> -.0288383
city69 | -.1200725 .0447154 -2.69 0.00
> 8
> -.2080199
> -.0321251
city70 | -.0978751 .0413269 -2.37 0.01
> 8
> -.1791578
> -.0165923
city71 | -.1304519 .0523803 -2.49 0.01
> 3
> -.2334747
> -.027429
city72 | -.0870295 .0413317 -2.11 0.03
> 6
> -.1683218
> -.0057373
city73 | -.0245807 .0178545 -1.38 0.16
> 9
> -.0596973
> .0105359
city74 | -.1070093 .0503528 -2.13 0.03
> 4
> -.2060444
> -.0079741
city75 | -.0371979 .0208157 -1.79 0.07
> 5
> -.0781387
> .0037429
city76 | -.1543207 .0642809 -2.40 0.01
> 7
> -.2807499
> -.0278916
city77 | -.1624086 .0670925 -2.42 0.01
> 6
> -.2943677
> -.0304495
city78 | -.0972722 .0415877 -2.34 0.02
> 0
> -.179068
> -.0154765
city79 | -.1047078 .0475735 -2.20 0.02
> 8
> -.1982766
> -.011139
city80 | -.1189638 .0448739 -2.65 0.00
> 8
> -.2072229
> -.0307046
city81 | -.046215 .0280147 -1.65 0.10
> 0
> -.1013149
> .008885
city82 | -.1040209 .0425144 -2.45 0.01
> 5
> -.1876392
> -.0204026
city83 | -.1532312 .0661948 -2.31 0.02
> 1
> -.2834247
> -.0230376
city84 | -.0907697 .0370178 -2.45 0.01
> 5
> -.1635771
> -.0179622
city85 | -.0608183 .0241525 -2.52 0.01
> 2
> -.1083221
> -.0133145
city86 | -.1068549 .0445347 -2.40 0.01
> 7
> -.1944468
> -.019263
city87 | -.1414232 .0551072 -2.57 0.01
> 1
> -.2498093
> -.033037
city88 | -.0504781 .0353256 -1.43 0.15
> 4
> -.1199573
> .0190011
city89 | -.114009 .0423604 -2.69 0.00
> 7
> -.1973245
> -.0306934
city90 | -.1145935 .0538602 -2.13 0.03
> 4
> -.2205271
> -.00866
city91 | -.1356288 .0601366 -2.26 0.02
> 5
> -.253907
> -.0173506
city92 | -.1209887 .063594 -1.90 0.05
> 8
> -.246067
> .0040895
city93 | -.1256886 .0529176 -2.38 0.01
> 8
> -.2297682
> -.0216089
city94 | -.0835081 .032933 -2.54 0.01
> 2
> -.1482815
> -.0187347
city95 | -.1148951 .0472502 -2.43 0.01
> 6
> -.207828
> -.0219621
city96 | -.0476596 .0327136 -1.46 0.14
> 6
> -.1120015
> .0166822
city97 | -.037656 .0214401 -1.76 0.08
> 0
> -.0798249
> .0045129
city98 | -.031817 .0159465 -2.00 0.04
> 7
> -.0631808
> -.0004531
city99 | -.0832549 .030122 -2.76 0.00
> 6
> -.1424995
> -.0240103
city100 | -.0915847 .0389546 -2.35 0.01
> 9
> -.1682015
> -.0149679
city101 | -.0738442 .0366128 -2.02 0.04
> 4
> -.1458551
> -.0018333
city102 | -.0515664 .030508 -1.69 0.09
> 2
> -.1115703
> .0084375
city103 | -.1388388 .0590375 -2.35 0.01
> 9
> -.2549553
> -.0227223
city104 | -.07216 .0288927 -2.50 0.01
> 3
> -.1289867
> -.0153332
city105 | -.0349966 .0194165 -1.80 0.07
> 2
> -.0731854
> .0031922
city106 | -.0910306 .0409835 -2.22 0.02
> 7
> -.1716379
> -.0104234
city107 | -.0792995 .0336751 -2.35 0.01
> 9
> -.1455325
> -.0130665
city108 | -.0273811 .0218325 -1.25 0.21
> 1
> -.0703217
> .0155595
city109 | -.10335 .0432466 -2.39 0.01
> 7
> -.1884085
> -.0182915
city110 | -.1562156 .0675834 -2.31 0.02
> 1
> -.2891402
> -.0232909
city111 | -.0923874 .0438059 -2.11 0.03
> 6
> -.1785459
> -.0062289
city112 | -.0386426 .02327 -1.66 0.09
> 8
> -.0844106
> .0071254
city113 | -.0444073 .025394 -1.75 0.08
> 1
> -.0943527
> .0055381
city114 | -.0291596 .0255107 -1.14 0.25
> 4
> -.0793347
> .0210155
city115 | -.0478623 .0300194 -1.59 0.11
> 2
> -.1069052
> .0111806
city116 | -.058601 .0261554 -2.24 0.02
> 6
> -.1100441
> -.007158
rg1y1 | -.0693676 .012583 -5.51 0.00
> 0
> -.0941162
> -.0446191
rg1y2 | -.0324396 .0060287 -5.38 0.00
> 0
> -.044297
> -.0205821
rg2y1 | -.09709 .0201747 -4.81 0.00
> 0
> -.1367701
> -.05741
rg2y2 | -.0457515 .005741 -7.97 0.00
> 0
> -.057043
> -.0344599
rg3y1 | -.082273 .0187488 -4.39 0.00
> 0
> -.1191486
> -.0453974
rg3y2 | -.0311765 .0030529 -10.21 0.00
> 0
> -.037181
> -.025172
rg4y1 | -.0726346 .0182751 -3.97 0.00
> 0
> -.1085786
> -.0366906
rg4y2 | -.0244475 .0052859 -4.63 0.00
> 0
> -.0348439
> -.014051
rg5y1 | -.0627043 .0081997 -7.65 0.00
> 0
> -.0788317
> -.0465768
rg5y2 | -.0289019 .0043959 -6.57 0.00
> 0
> -.0375479
> -.020256
rg6y1 | -.0692743 .015457 -4.48 0.00
> 0
> -.0996756
> -.038873
rg6y2 | -.033379 .0060314 -5.53 0.00
> 0
> -.0452417
> -.0215164
rg7y1 | -.066079 .0105513 -6.26 0.00
> 0
> -.0868315
> -.0453265
rg7y2 | -.0180203 .0038734 -4.65 0.00
> 0
> -.0256385
> -.0104021
rg8y1 | -.0355389 .0062312 -5.70 0.00
> 0
> -.0477946
> -.0232832
rg8y2 | -.0022369 .0090111 -0.25 0.80
> 4
> -.0199602
> .0154863
rg9y1 | -.0595533 .0123162 -4.84 0.00
> 0
> -.083777
> -.0353296
rg9y2 | -.0292095 .0048823 -5.98 0.00
> 0
> -.0388122
> -.0196068
age | .009163 .0004051 22.62 0.00
> 0
> .0083663
> .0099597
agesq | -.0001117 4.87e-06 -22.94 0.00
> 0
> -.0001213
> -.0001021
married | -.0121386 .0008124 -14.94 0.00
> 0
> -.0137363
> -.0105408
black | -.0166637 .0019928 -8.36 0.00
> 0
> -.0205832
> -.0127441
children | -.0274182 .0016549 -16.57 0.00
> 0
> -.0306732
> -.0241633
child5 | -.0057513 .0012323 -4.67 0.00
> 0
> -.008175
> -.0033276
_cons | -.3591342 .1026548 -3.50 0.00
> 1
> -.5610382
> -.1572303
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg work60 (indep =ins) lwagehourgradmorey70y1
> - lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2
> age agesq married black children child5 if rmeanh
> oursocc<66 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.2247e+07)
Instrumental variables (2SLS) regression
> Number of obs = 566911
> F(152, 347) = 62.94
> Prob > F = 0.0000
> R-squared = 0.0127
> Root MSE = .24298
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work60 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0190566 .0138174 1.38 0.16
> 9
> -.0081198
> .046233
lwagehourg~1 | -.0234908 .0129878 -1.81 0.07
> 1
> -.0490355
> .0020539
lwagehourg~2 | -.0137467 .0084464 -1.63 0.10
> 5
> -.0303594
> .0028659
fcollegepl~1 | -.0908784 .1110337 -0.82 0.41
> 4
> -.3092622
> .1275054
fcollegepl~2 | -.0222148 .089332 -0.25 0.80
> 4
> -.1979152
> .1534856
agmin70y1 | .3981176 .1354111 2.94 0.00
> 4
> .1317879
> .6644473
agmin70y2 | .1027723 .0567293 1.81 0.07
> 1
> -.0088043
> .2143489
manufact70y1 | .0381179 .0252051 1.51 0.13
> 1
> -.0114562
> .0876919
manufact70y2 | .0189216 .0171218 1.11 0.27
> 0
> -.014754
> .0525972
hsservices~1 | -.02403 .1083564 -0.22 0.82
> 5
> -.2371479
> .1890878
hsservices~2 | .0329676 .0714635 0.46 0.64
> 5
> -.1075885
> .1735238
lfwomencol~1 | -.055937 .0370296 -1.51 0.13
> 2
> -.1287676
> .0168937
lfwomencol~2 | -.0122755 .0282437 -0.43 0.66
> 4
> -.0678259
> .0432749
city1 | -.0115976 .018847 -0.62 0.53
> 9
> -.0486662
> .0254711
city2 | -.0146596 .0224094 -0.65 0.51
> 3
> -.058735
> .0294159
city3 | -.0088409 .0233474 -0.38 0.70
> 5
> -.0547611
> .0370793
city4 | -.0189175 .0230886 -0.82 0.41
> 3
> -.0643288
> .0264937
city5 | .0401468 .0147849 2.72 0.00
> 7
> .0110675
> .0692261
city6 | -.0303186 .0454162 -0.67 0.50
> 5
> -.1196442
> .059007
city7 | .0068245 .0223422 0.31 0.76
> 0
> -.0371186
> .0507677
city8 | -.0106926 .0304982 -0.35 0.72
> 6
> -.0706771
> .0492919
city9 | -.0280436 .0350471 -0.80 0.42
> 4
> -.0969752
> .0408879
city10 | -.0303773 .0418763 -0.73 0.46
> 9
> -.1127407
> .0519861
city11 | -.0138327 .0211192 -0.65 0.51
> 3
> -.0553705
> .0277052
city12 | -.0060665 .0191154 -0.32 0.75
> 1
> -.0436631
> .03153
city13 | -.0063136 .0085339 -0.74 0.46
> 0
> -.0230982
> .010471
city14 | -.0036194 .0249183 -0.15 0.88
> 5
> -.0526293
> .0453905
city15 | -.0335466 .0391476 -0.86 0.39
> 2
> -.110543
> .0434498
city16 | -.0222761 .0239923 -0.93 0.35
> 4
> -.0694646
> .0249125
city17 | -.0025258 .0136966 -0.18 0.85
> 4
> -.0294646
> .0244131
city18 | .014034 .0213074 0.66 0.51
> 1
> -.0278739
> .0559418
city19 | -.0320017 .0369181 -0.87 0.38
> 7
> -.1046132
> .0406097
city20 | -.012527 .0218553 -0.57 0.56
> 7
> -.0555125
> .0304586
city21 | -.0535075 .0559179 -0.96 0.33
> 9
> -.1634882
> .0564732
city22 | -.0200637 .0198582 -1.01 0.31
> 3
> -.0591212
> .0189939
city23 | -.0363325 .0318895 -1.14 0.25
> 5
> -.0990535
> .0263885
city24 | -.0387143 .0354928 -1.09 0.27
> 6
> -.1085224
> .0310937
city25 | -.0003641 .0193806 -0.02 0.98
> 5
> -.0384823
> .037754
city26 | -.0170127 .0309537 -0.55 0.58
> 3
> -.0778932
> .0438679
city27 | .0062789 .020971 0.30 0.76
> 5
> -.0349675
> .0475252
city28 | -.0309193 .0507701 -0.61 0.54
> 3
> -.130775
> .0689365
city29 | -.0077334 .0100776 -0.77 0.44
> 3
> -.0275543
> .0120876
city30 | -.0251396 .0246882 -1.02 0.30
> 9
> -.0736968
> .0234177
city31 | -.0261827 .0397774 -0.66 0.51
> 1
> -.1044178
> .0520525
city32 | .0142843 .0097867 1.46 0.14
> 5
> -.0049644
> .033533
city33 | -.0464803 .044678 -1.04 0.29
> 9
> -.1343541
> .0413934
city34 | 0 (omitted)
city35 | .0027199 .0309555 0.09 0.93
> 0
> -.058164
> .0636039
city36 | .0070053 .0122134 0.57 0.56
> 7
> -.0170164
> .0310269
city37 | -.0024513 .015605 -0.16 0.87
> 5
> -.0331436
> .028241
city38 | -.0135664 .0342696 -0.40 0.69
> 2
> -.0809687
> .0538359
city39 | -.0020367 .0152966 -0.13 0.89
> 4
> -.0321224
> .0280489
city40 | -.0292175 .0371456 -0.79 0.43
> 2
> -.1022763
> .0438413
city41 | -.0202771 .022353 -0.91 0.36
> 5
> -.0642414
> .0236873
city42 | -.0397347 .0362291 -1.10 0.27
> 4
> -.110991
> .0315216
city43 | -.0311119 .0313118 -0.99 0.32
> 1
> -.0926967
> .030473
city44 | -.0056325 .0214697 -0.26 0.79
> 3
> -.0478597
> .0365948
city45 | -.0190726 .0227882 -0.84 0.40
> 3
> -.063893
> .0257478
city46 | .0195716 .0308708 0.63 0.52
> 7
> -.0411458
> .080289
city47 | -.0376576 .0537989 -0.70 0.48
> 4
> -.1434705
> .0681553
city48 | -.0173029 .0322517 -0.54 0.59
> 2
> -.0807363
> .0461306
city49 | .003681 .015165 0.24 0.80
> 8
> -.026146
> .033508
city50 | -.0034127 .0286825 -0.12 0.90
> 5
> -.0598262
> .0530007
city51 | .0044376 .0116787 0.38 0.70
> 4
> -.0185325
> .0274076
city52 | -.0256885 .0314633 -0.82 0.41
> 5
> -.0875712
> .0361942
city53 | -.0145643 .0234962 -0.62 0.53
> 6
> -.0607771
> .0316485
city54 | -.0224357 .0233829 -0.96 0.33
> 8
> -.0684258
> .0235544
city55 | -.0319022 .0371325 -0.86 0.39
> 1
> -.1049353
> .041131
city56 | .0046118 .0188026 0.25 0.80
> 6
> -.0323695
> .0415932
city57 | -.0650548 .0682832 -0.95 0.34
> 1
> -.1993558
> .0692463
city58 | -.0178604 .0278868 -0.64 0.52
> 2
> -.0727089
> .036988
city59 | .0110169 .0093478 1.18 0.23
> 9
> -.0073685
> .0294024
city60 | -.0290528 .0259711 -1.12 0.26
> 4
> -.0801334
> .0220278
city61 | -.0330311 .0456568 -0.72 0.47
> 0
> -.12283
> .0567679
city62 | -.020365 .026744 -0.76 0.44
> 7
> -.0729658
> .0322358
city63 | -.0281858 .0288608 -0.98 0.32
> 9
> -.08495
> .0285783
city64 | .0009705 .0198116 0.05 0.96
> 1
> -.0379953
> .0399364
city65 | -.0114201 .0320963 -0.36 0.72
> 2
> -.0745478
> .0517077
city66 | -.0092385 .0336966 -0.27 0.78
> 4
> -.0755137
> .0570367
city67 | -.0410456 .0597257 -0.69 0.49
> 2
> -.1585157
> .0764244
city68 | -.0320494 .0356067 -0.90 0.36
> 9
> -.1020816
> .0379828
city69 | -.0342179 .0311474 -1.10 0.27
> 3
> -.0954795
> .0270436
city70 | -.0161759 .0302043 -0.54 0.59
> 3
> -.0755824
> .0432307
city71 | -.0315213 .036134 -0.87 0.38
> 4
> -.1025906
> .039548
city72 | -.0089053 .0286315 -0.31 0.75
> 6
> -.0652185
> .0474079
city73 | .0152037 .0113988 1.33 0.18
> 3
> -.0072158
> .0376232
city74 | -.0151568 .0341439 -0.44 0.65
> 7
> -.0823118
> .0519983
city75 | -.0017479 .0169725 -0.10 0.91
> 8
> -.0351297
> .031634
city76 | -.0357673 .0449698 -0.80 0.42
> 7
> -.1242149
> .0526803
city77 | -.0425575 .0469563 -0.91 0.36
> 5
> -.1349124
> .0497973
city78 | -.0182393 .0284683 -0.64 0.52
> 2
> -.0742313
> .0377528
city79 | -.0173982 .032786 -0.53 0.59
> 6
> -.0818825
> .0470862
city80 | -.0373968 .0302613 -1.24 0.21
> 7
> -.0969155
> .0221219
city81 | .0030383 .020788 0.15 0.88
> 4
> -.037848
> .0439247
city82 | -.023706 .0286216 -0.83 0.40
> 8
> -.0799996
> .0325877
city83 | -.0331421 .0464989 -0.71 0.47
> 6
> -.1245972
> .058313
city84 | -.0208294 .0253478 -0.82 0.41
> 2
> -.0706842
> .0290253
city85 | -.0121621 .0150438 -0.81 0.41
> 9
> -.0417507
> .0174265
city86 | -.0208792 .0309597 -0.67 0.50
> 1
> -.0817714
> .040013
city87 | -.0376612 .0384073 -0.98 0.32
> 7
> -.1132016
> .0378792
city88 | .0138572 .0280964 0.49 0.62
> 2
> -.0414034
> .0691178
city89 | -.0328993 .0294951 -1.12 0.26
> 5
> -.090911
> .0251124
city90 | -.011405 .0375517 -0.30 0.76
> 2
> -.0852626
> .0624525
city91 | -.0228427 .0419785 -0.54 0.58
> 7
> -.1054071
> .0597217
city92 | -.011788 .0425144 -0.28 0.78
> 2
> -.0954064
> .0718303
city93 | -.0254856 .0369792 -0.69 0.49
> 1
> -.0982171
> .0472459
city94 | -.0173191 .0236079 -0.73 0.46
> 4
> -.0637517
> .0291134
city95 | -.0242112 .0328124 -0.74 0.46
> 1
> -.0887474
> .0403249
city96 | .0051395 .0256472 0.20 0.84
> 1
> -.045304
> .0555831
city97 | -.0049933 .0164673 -0.30 0.76
> 2
> -.0373816
> .027395
city98 | .0068869 .0111957 0.62 0.53
> 9
> -.0151331
> .0289069
city99 | -.0255939 .0209295 -1.22 0.22
> 2
> -.0667586
> .0155707
city100 | -.0257679 .0266007 -0.97 0.33
> 3
> -.0780867
> .0265509
city101 | -.0117399 .0244947 -0.48 0.63
> 2
> -.0599167
> .0364369
city102 | .011219 .021474 0.52 0.60
> 2
> -.0310167
> .0534546
city103 | -.031413 .0409609 -0.77 0.44
> 4
> -.1119758
> .0491498
city104 | -.0146216 .0191634 -0.76 0.44
> 6
> -.0523126
> .0230694
city105 | .0071728 .0153746 0.47 0.64
> 1
> -.0230663
> .0374119
city106 | -.0137672 .0288365 -0.48 0.63
> 3
> -.0704835
> .0429491
city107 | -.0165348 .0229273 -0.72 0.47
> 1
> -.0616288
> .0285592
city108 | .0090035 .0150443 0.60 0.55
> 0
> -.020586
> .038593
city109 | -.0251767 .0296369 -0.85 0.39
> 6
> -.0834673
> .0331139
city110 | -.0276538 .0484538 -0.57 0.56
> 9
> -.1229539
> .0676462
city111 | -.014573 .0305514 -0.48 0.63
> 4
> -.0746621
> .0455162
city112 | .0052481 .0168269 0.31 0.75
> 5
> -.0278475
> .0383436
city113 | .0059365 .0157506 0.38 0.70
> 6
> -.0250421
> .0369151
city114 | .008221 .0202265 0.41 0.68
> 5
> -.031561
> .0480029
city115 | .0009881 .0214447 0.05 0.96
> 3
> -.0411899
> .0431661
city116 | -.007027 .0179654 -0.39 0.69
> 6
> -.0423617
> .0283077
rg1y1 | .0436266 .047458 0.92 0.35
> 9
> -.0497149
> .1369681
rg1y2 | -.0028532 .0287444 -0.10 0.92
> 1
> -.0593884
> .0536821
rg2y1 | .0261004 .0500541 0.52 0.60
> 2
> -.0723471
> .1245479
rg2y2 | -.0070662 .0290253 -0.24 0.80
> 8
> -.0641538
> .0500214
rg3y1 | .0341725 .050216 0.68 0.49
> 7
> -.0645936
> .1329386
rg3y2 | .0019192 .0281586 0.07 0.94
> 6
> -.0534638
> .0573021
rg4y1 | .0447832 .0494189 0.91 0.36
> 5
> -.052415
> .1419814
rg4y2 | .0070973 .028219 0.25 0.80
> 2
> -.0484045
> .062599
rg5y1 | .0425378 .0465282 0.91 0.36
> 1
> -.0489751
> .1340506
rg5y2 | .0034284 .0282598 0.12 0.90
> 4
> -.0521537
> .0590104
rg6y1 | .0425711 .0494825 0.86 0.39
> 0
> -.0547523
> .1398944
rg6y2 | .0040683 .0290939 0.14 0.88
> 9
> -.0531544
> .0612909
rg7y1 | .0335318 .0463224 0.72 0.47
> 0
> -.0575761
> .1246398
rg7y2 | .0084643 .0273377 0.31 0.75
> 7
> -.0453041
> .0622328
rg8y1 | .0489516 .0416099 1.18 0.24
> 0
> -.0328878
> .130791
rg8y2 | .0125745 .0247074 0.51 0.61
> 1
> -.0360207
> .0611696
rg9y1 | .0370841 .0464201 0.80 0.42
> 5
> -.0542161
> .1283842
rg9y2 | -.0000583 .0279892 -0.00 0.99
> 8
> -.0551081
> .0549914
age | .0091569 .0004056 22.58 0.00
> 0
> .0083591
> .0099546
agesq | -.0001117 4.88e-06 -22.90 0.00
> 0
> -.0001213
> -.0001021
married | -.0121242 .0008108 -14.95 0.00
> 0
> -.0137188
> -.0105295
black | -.0166689 .0019886 -8.38 0.00
> 0
> -.0205801
> -.0127577
children | -.027375 .0016563 -16.53 0.00
> 0
> -.0306327
> -.0241172
child5 | -.0058248 .0012313 -4.73 0.00
> 0
> -.0082465
> -.003403
_cons | -.2015161 .0774845 -2.60 0.01
> 0
> -.3539145
> -.0491177
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
. *** rank in terms of share50 **;
. for var uhrswork lflw chrsworkly work50 work60
> :
>
> ivreg X (indep =ins) city1-city116 rg1y1-rg9y2
> age agesq married black children child5 if rshar
> e50<19 [aweight=perwt], cluster(metaready1) \
>
> ivreg X (indep =ins) lwagehourgradmorey70y1- lfw
> omencollegeplus70y2 city1-city116 rg1y1-rg9y2 ag
> e agesq married black children child5 if rshare50
> <19 [aweight=perwt], cluster(metaready1)\
>
> ivreg X (indep =ins) city1-city116 rg1y1-rg9y2
> age agesq married black children child5 if rshar
> e50<48 [aweight=perwt], cluster(metaready1) \
>
> ivreg X (indep =ins) lwagehourgradmorey70y1- lfw
> omencollegeplus70y2 city1-city116 rg1y1-rg9y2 ag
> e agesq married black children child5 if rshare5
> 0<48 [aweight=perwt], cluster(metaready1);
-> ivreg uhrswork (indep =ins) city1-city116 rg1y1-
> rg9y2 age agesq married black children child5 if r
> share50<19 [aweight=perwt], cluster(metaready1)
(sum of wgt is 7.1378e+06)
Instrumental variables (2SLS) regression
> Number of obs = 331508
> F(140, 347) = 167.30
> Prob > F = 0.0000
> R-squared = 0.0763
> Root MSE = 14.613
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
uhrswork | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 2.839041 1.155286 2.46 0.01
> 4
> .5667966
> 5.111286
city1 | -2.661696 1.912837 -1.39 0.16
> 5
> -6.423909
> 1.100518
city2 | -3.098753 2.015935 -1.54 0.12
> 5
> -7.063742
> .866236
city3 | -3.276571 2.233576 -1.47 0.14
> 3
> -7.669622
> 1.116479
city4 | -2.90171 1.833882 -1.58 0.11
> 4
> -6.508632
> .7052125
city5 | 1.568824 1.428989 1.10 0.27
> 3
> -1.241746
> 4.379394
city6 | -6.617438 3.954158 -1.67 0.09
> 5
> -14.39457
> 1.159695
city7 | -2.429173 2.006301 -1.21 0.22
> 7
> -6.375213
> 1.516868
city8 | -4.572976 2.714298 -1.68 0.09
> 3
> -9.911522
> .7655703
city9 | -5.888303 2.718214 -2.17 0.03
> 1
> -11.23455
> -.5420538
city10 | -6.624611 3.938357 -1.68 0.09
> 3
> -14.37066
> 1.121444
city11 | -2.746155 1.967976 -1.40 0.16
> 4
> -6.616817
> 1.124506
city12 | -4.006422 1.8605 -2.15 0.03
> 2
> -7.665699
> -.3471455
city13 | -.7281962 1.135907 -0.64 0.52
> 2
> -2.962325
> 1.505933
city14 | -2.814238 2.395808 -1.17 0.24
> 1
> -7.526371
> 1.897894
city15 | -6.456725 3.47391 -1.86 0.06
> 4
> -13.28929
> .3758445
city16 | -3.856938 2.272048 -1.70 0.09
> 0
> -8.325656
> .6117798
city17 | -1.193913 1.395838 -0.86 0.39
> 3
> -3.93928
> 1.551454
city18 | -1.86299 2.00357 -0.93 0.35
> 3
> -5.80366
> 2.07768
city19 | -5.454789 3.331594 -1.64 0.10
> 2
> -12.00745
> 1.09787
city20 | -2.667739 2.044017 -1.31 0.19
> 3
> -6.68796
> 1.352482
city21 | -9.505955 4.852396 -1.96 0.05
> 1
> -19.04976
> .0378539
city22 | -3.807612 1.899436 -2.00 0.04
> 6
> -7.543468
> -.0717547
city23 | -5.454757 2.906087 -1.88 0.06
> 1
> -11.17052
> .2610044
city24 | -6.054838 3.22844 -1.88 0.06
> 2
> -12.40461
> .2949347
city25 | -2.547329 1.958007 -1.30 0.19
> 4
> -6.398384
> 1.303727
city26 | -3.845425 2.823231 -1.36 0.17
> 4
> -9.398223
> 1.707373
city27 | -2.215872 1.824363 -1.21 0.22
> 5
> -5.804073
> 1.372329
city28 | -7.814236 4.47477 -1.75 0.08
> 2
> -16.61532
> .9868494
city29 | .5686331 1.133436 0.50 0.61
> 6
> -1.660636
> 2.797902
city30 | -3.488831 2.264044 -1.54 0.12
> 4
> -7.941808
> .9641454
city31 | -5.765057 3.515437 -1.64 0.10
> 2
> -12.6793
> 1.149188
city32 | 3.385586 .8939895 3.79 0.00
> 0
> 1.627266
> 5.143906
city33 | -8.141522 3.979749 -2.05 0.04
> 2
> -15.96899
> -.3140562
city34 | 0 (omitted)
city35 | -4.18987 2.750875 -1.52 0.12
> 9
> -9.600357
> 1.220616
city36 | -1.071863 1.086018 -0.99 0.32
> 4
> -3.207869
> 1.064143
city37 | -1.069716 1.381597 -0.77 0.43
> 9
> -3.787074
> 1.647642
city38 | -4.772386 3.114527 -1.53 0.12
> 6
> -10.89811
> 1.35334
city39 | -.4356313 2.063557 -0.21 0.83
> 3
> -4.494284
> 3.623022
city40 | -6.882129 3.127658 -2.20 0.02
> 8
> -13.03368
> -.7305751
city41 | -4.07048 2.047608 -1.99 0.04
> 8
> -8.097764
> -.0431961
city42 | -4.896788 3.234722 -1.51 0.13
> 1
> -11.25892
> 1.465341
city43 | -4.224224 2.798344 -1.51 0.13
> 2
> -9.728074
> 1.279627
city44 | -2.433993 2.102809 -1.16 0.24
> 8
> -6.569848
> 1.701862
city45 | -2.823561 2.136469 -1.32 0.18
> 7
> -7.02562
> 1.378497
city46 | -1.070839 2.193301 -0.49 0.62
> 6
> -5.384677
> 3.242999
city47 | -8.693754 4.650908 -1.87 0.06
> 2
> -17.84127
> .4537642
city48 | -4.10901 2.954022 -1.39 0.16
> 5
> -9.919051
> 1.70103
city49 | -1.807295 1.508885 -1.20 0.23
> 2
> -4.775006
> 1.160415
city50 | -3.301316 2.632012 -1.25 0.21
> 1
> -8.47802
> 1.875387
city51 | -2.623887 1.093664 -2.40 0.01
> 7
> -4.774932
> -.4728431
city52 | -4.165466 2.77677 -1.50 0.13
> 4
> -9.626883
> 1.295952
city53 | -3.970991 2.227279 -1.78 0.07
> 5
> -8.351656
> .4096741
city54 | -3.709957 2.230985 -1.66 0.09
> 7
> -8.097911
> .6779976
city55 | -5.858736 3.285967 -1.78 0.07
> 5
> -12.32165
> .6041828
city56 | -1.41639 1.658144 -0.85 0.39
> 4
> -4.677667
> 1.844887
city57 | -12.5566 5.900175 -2.13 0.03
> 4
> -24.16121
> -.9519958
city58 | -4.02276 2.473259 -1.63 0.10
> 5
> -8.887225
> .8417056
city59 | 1.188515 .8567876 1.39 0.16
> 6
> -.4966359
> 2.873665
city60 | -4.074999 2.389447 -1.71 0.08
> 9
> -8.77462
> .6246221
city61 | -7.23815 4.053615 -1.79 0.07
> 5
> -15.2109
> .7345985
city62 | -3.481861 2.468358 -1.41 0.15
> 9
> -8.336687
> 1.372964
city63 | -3.357853 2.632776 -1.28 0.20
> 3
> -8.536061
> 1.820354
city64 | -3.039036 1.894635 -1.60 0.11
> 0
> -6.765449
> .6873764
city65 | -4.136454 2.953857 -1.40 0.16
> 2
> -9.946172
> 1.673263
city66 | -5.546563 3.009705 -1.84 0.06
> 6
> -11.46612
> .3729983
city67 | -10.05028 5.161266 -1.95 0.05
> 2
> -20.20158
> .1010212
city68 | -7.141955 3.24425 -2.20 0.02
> 8
> -13.52282
> -.7610861
city69 | -5.598819 2.79744 -2.00 0.04
> 6
> -11.10089
> -.0967472
city70 | -4.437988 2.622575 -1.69 0.09
> 2
> -9.596131
> .7201555
city71 | -6.300391 3.277377 -1.92 0.05
> 5
> -12.74641
> .1456334
city72 | -3.410251 2.582649 -1.32 0.18
> 8
> -8.489867
> 1.669365
city73 | .796216 1.214852 0.66 0.51
> 3
> -1.593184
> 3.185616
city74 | -5.192577 3.095901 -1.68 0.09
> 4
> -11.28167
> .8965155
city75 | -1.153539 1.542429 -0.75 0.45
> 5
> -4.187226
> 1.880147
city76 | -7.231371 3.999575 -1.81 0.07
> 1
> -15.09783
> .6350894
city77 | -8.052377 4.134586 -1.95 0.05
> 2
> -16.18438
> .0796266
city78 | -4.18789 2.62759 -1.59 0.11
> 2
> -9.355896
> .9801168
city79 | -5.19214 2.92752 -1.77 0.07
> 7
> -10.95006
> .5657768
city80 | -5.292899 2.755397 -1.92 0.05
> 6
> -10.71228
> .1264815
city81 | -.9085955 1.782426 -0.51 0.61
> 1
> -4.414314
> 2.597123
city82 | -4.271355 2.666796 -1.60 0.11
> 0
> -9.516474
> .9737638
city83 | -9.098425 4.071426 -2.23 0.02
> 6
> -17.1062
> -1.090647
city84 | -3.138702 2.333733 -1.34 0.18
> 0
> -7.728744
> 1.45134
city85 | -1.713238 1.598642 -1.07 0.28
> 5
> -4.857485
> 1.431009
city86 | -5.211366 2.762132 -1.89 0.06
> 0
> -10.64399
> .2212619
city87 | -6.035622 3.409533 -1.77 0.07
> 8
> -12.74157
> .6703293
city88 | -2.496607 2.156177 -1.16 0.24
> 8
> -6.737429
> 1.744214
city89 | -5.235878 2.681418 -1.95 0.05
> 2
> -10.50975
> .0379993
city90 | -5.326428 3.323537 -1.60 0.11
> 0
> -11.86324
> 1.210386
city91 | -6.926024 3.708504 -1.87 0.06
> 3
> -14.22
> .3679505
city92 | -5.83682 3.796936 -1.54 0.12
> 5
> -13.30472
> 1.631085
city93 | -5.406829 3.267431 -1.65 0.09
> 9
> -11.83329
> 1.019632
city94 | -5.467569 2.141003 -2.55 0.01
> 1
> -9.678545
> -1.256592
city95 | -5.808179 2.885364 -2.01 0.04
> 5
> -11.48318
> -.1331755
city96 | -2.275217 1.801381 -1.26 0.20
> 7
> -5.818217
> 1.267783
city97 | -.2449223 1.314382 -0.19 0.85
> 2
> -2.830081
> 2.340237
city98 | -2.373425 1.111954 -2.13 0.03
> 4
> -4.560443
> -.186407
city99 | -2.945576 1.946277 -1.51 0.13
> 1
> -6.773561
> .882409
city100 | -5.296713 2.328076 -2.28 0.02
> 4
> -9.87563
> -.7177963
city101 | -3.466952 2.320122 -1.49 0.13
> 6
> -8.030223
> 1.096319
city102 | -2.658446 1.927752 -1.38 0.16
> 9
> -6.449995
> 1.133103
city103 | -7.118288 3.686696 -1.93 0.05
> 4
> -14.36937
> .1327945
city104 | -2.695492 1.928554 -1.40 0.16
> 3
> -6.488617
> 1.097634
city105 | -1.280516 1.283536 -1.00 0.31
> 9
> -3.805006
> 1.243974
city106 | -4.79191 2.580164 -1.86 0.06
> 4
> -9.866638
> .2828181
city107 | -3.50304 2.131255 -1.64 0.10
> 1
> -7.694842
> .6887629
city108 | -.4942037 1.619263 -0.31 0.76
> 0
> -3.67901
> 2.690602
city109 | -5.061127 2.639277 -1.92 0.05
> 6
> -10.25212
> .1298658
city110 | -6.771554 4.152665 -1.63 0.10
> 4
> -14.93911
> 1.396008
city111 | -5.87655 2.727133 -2.15 0.03
> 2
> -11.24034
> -.5127593
city112 | -.1182067 1.620692 -0.07 0.94
> 2
> -3.305823
> 3.06941
city113 | -1.791454 1.746742 -1.03 0.30
> 6
> -5.226989
> 1.644081
city114 | -.1905043 1.534964 -0.12 0.90
> 1
> -3.209508
> 2.828499
city115 | -.4146416 1.916307 -0.22 0.82
> 9
> -4.183681
> 3.354398
city116 | -3.018837 1.713548 -1.76 0.07
> 9
> -6.389084
> .35141
rg1y1 | -5.980117 .7493689 -7.98 0.00
> 0
> -7.453993
> -4.50624
rg1y2 | -2.541956 .2698073 -9.42 0.00
> 0
> -3.07262
> -2.011293
rg2y1 | -7.834911 1.099146 -7.13 0.00
> 0
> -9.996738
> -5.673085
rg2y2 | -3.256004 .3040768 -10.71 0.00
> 0
> -3.854069
> -2.657938
rg3y1 | -6.42256 1.122578 -5.72 0.00
> 0
> -8.630474
> -4.214646
rg3y2 | -2.137488 .1963919 -10.88 0.00
> 0
> -2.523756
> -1.75122
rg4y1 | -6.529557 1.108394 -5.89 0.00
> 0
> -8.709573
> -4.349541
rg4y2 | -1.868704 .2380594 -7.85 0.00
> 0
> -2.336925
> -1.400483
rg5y1 | -5.230757 .5760556 -9.08 0.00
> 0
> -6.363757
> -4.097757
rg5y2 | -1.658054 .3140509 -5.28 0.00
> 0
> -2.275737
> -1.040372
rg6y1 | -4.95826 .9809248 -5.05 0.00
> 0
> -6.887566
> -3.028953
rg6y2 | -2.139553 .496683 -4.31 0.00
> 0
> -3.116441
> -1.162665
rg7y1 | -4.959538 .6319959 -7.85 0.00
> 0
> -6.202563
> -3.716514
rg7y2 | -1.69667 .2033277 -8.34 0.00
> 0
> -2.09658
> -1.296761
rg8y1 | -4.268312 .5093443 -8.38 0.00
> 0
> -5.270103
> -3.266521
rg8y2 | -.6180664 .5255026 -1.18 0.24
> 0
> -1.651637
> .4155046
rg9y1 | -4.853288 .725044 -6.69 0.00
> 0
> -6.279321
> -3.427254
rg9y2 | -1.732197 .287904 -6.02 0.00
> 0
> -2.298453
> -1.16594
age | 1.373979 .0320572 42.86 0.00
> 0
> 1.310929
> 1.43703
agesq | -.0186118 .0003803 -48.94 0.00
> 0
> -.0193599
> -.0178638
married | -2.413524 .0719304 -33.55 0.00
> 0
> -2.554998
> -2.272049
black | -.7966621 .1382892 -5.76 0.00
> 0
> -1.068653
> -.5246716
children | -3.611658 .0947807 -38.11 0.00
> 0
> -3.798075
> -3.425241
child5 | -4.413671 .1466335 -30.10 0.00
> 0
> -4.702074
> -4.125269
_cons | 3.316179 6.239895 0.53 0.59
> 5
> -8.956597
> 15.58896
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg uhrswork (indep =ins) lwagehourgradmorey70
> y1- lfwomencollegeplus70y2 city1-city116 rg1y1-rg9
> y2 age agesq married black children child5 if rsha
> re50<19 [aweight=perwt], cluster(metaready1)
(sum of wgt is 7.1378e+06)
Instrumental variables (2SLS) regression
> Number of obs = 331508
> F(152, 347) = 181.51
> Prob > F = 0.0000
> R-squared = 0.0768
> Root MSE = 14.609
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
uhrswork | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 2.251501 1.20321 1.87 0.06
> 2
> -.115001
> 4.618004
lwagehourg~1 | -.3560628 1.138879 -0.31 0.75
> 5
> -2.596037
> 1.883911
lwagehourg~2 | -1.248437 .670822 -1.86 0.06
> 4
> -2.567826
> .0709521
fcollegepl~1 | 6.130786 8.752338 0.70 0.48
> 4
> -11.08352
> 23.3451
fcollegepl~2 | 8.841735 6.021788 1.47 0.14
> 3
> -3.002063
> 20.68553
agmin70y1 | 23.91642 11.62215 2.06 0.04
> 0
> 1.057693
> 46.77514
agmin70y2 | 8.96727 4.455823 2.01 0.04
> 5
> .2034493
> 17.73109
manufact70y1 | .4113859 2.472782 0.17 0.86
> 8
> -4.452141
> 5.274913
manufact70y2 | 1.810782 1.259305 1.44 0.15
> 1
> -.6660494
> 4.287613
hsservices~1 | -8.564133 9.028899 -0.95 0.34
> 4
> -26.32239
> 9.194123
hsservices~2 | -2.758743 4.710204 -0.59 0.55
> 8
> -12.02289
> 6.5054
lfwomencol~1 | 1.36456 2.768211 0.49 0.62
> 2
> -4.080024
> 6.809145
lfwomencol~2 | 2.052342 2.044255 1.00 0.31
> 6
> -1.968347
> 6.073031
city1 | -.9438504 1.915538 -0.49 0.62
> 3
> -4.711377
> 2.823676
city2 | -1.450807 2.100016 -0.69 0.49
> 0
> -5.581169
> 2.679554
city3 | -1.044132 2.172023 -0.48 0.63
> 1
> -5.316118
> 3.227855
city4 | -1.525962 1.891483 -0.81 0.42
> 0
> -5.246177
> 2.194252
city5 | 2.477706 1.482479 1.67 0.09
> 6
> -.4380682
> 5.393481
city6 | -3.873173 4.037729 -0.96 0.33
> 8
> -11.81468
> 4.06833
city7 | -.8528878 2.096569 -0.41 0.68
> 4
> -4.97647
> 3.270694
city8 | -2.466432 2.794036 -0.88 0.37
> 8
> -7.961809
> 3.028946
city9 | -5.121419 3.161985 -1.62 0.10
> 6
> -11.34049
> 1.09765
city10 | -3.848813 3.798423 -1.01 0.31
> 2
> -11.31964
> 3.622016
city11 | -.9419284 2.012713 -0.47 0.64
> 0
> -4.900581
> 3.016725
city12 | -2.355263 1.855389 -1.27 0.20
> 5
> -6.004486
> 1.293959
city13 | .2166379 1.180745 0.18 0.85
> 5
> -2.10568
> 2.538956
city14 | -.9048854 2.41944 -0.37 0.70
> 9
> -5.663498
> 3.853727
city15 | -3.903441 3.548634 -1.10 0.27
> 2
> -10.88298
> 3.076098
city16 | -2.0451 2.267997 -0.90 0.36
> 8
> -6.505851
> 2.41565
city17 | .0923789 1.413585 0.07 0.94
> 8
> -2.687893
> 2.872651
city18 | -.0847742 1.9981 -0.04 0.96
> 6
> -4.014686
> 3.845137
city19 | -3.024436 3.34287 -0.90 0.36
> 6
> -9.599273
> 3.5504
city20 | -.8052902 2.0561 -0.39 0.69
> 6
> -4.849276
> 3.238696
city21 | -6.255768 4.997733 -1.25 0.21
> 2
> -16.08543
> 3.573893
city22 | -2.325413 1.963709 -1.18 0.23
> 7
> -6.187683
> 1.536858
city23 | -3.127494 2.944534 -1.06 0.28
> 9
> -8.918873
> 2.663886
city24 | -3.723702 3.250139 -1.15 0.25
> 3
> -10.11615
> 2.668749
city25 | -.9039937 1.939977 -0.47 0.64
> 2
> -4.719586
> 2.911599
city26 | -1.642346 2.8794 -0.57 0.56
> 9
> -7.305619
> 4.020927
city27 | -1.066511 2.04091 -0.52 0.60
> 2
> -5.080621
> 2.9476
city28 | -4.627479 4.527617 -1.02 0.30
> 7
> -13.5325
> 4.277547
city29 | 1.760164 1.246989 1.41 0.15
> 9
> -.6924443
> 4.212773
city30 | -1.692731 2.328346 -0.73 0.46
> 8
> -6.272178
> 2.886715
city31 | -3.140863 3.590538 -0.87 0.38
> 2
> -10.20282
> 3.921092
city32 | 4.606766 1.066266 4.32 0.00
> 0
> 2.509609
> 6.703922
city33 | -5.267377 4.042297 -1.30 0.19
> 3
> -13.21786
> 2.68311
city34 | 0 (omitted)
city35 | -2.072593 2.8438 -0.73 0.46
> 7
> -7.665847
> 3.520661
city36 | -.3232349 1.170431 -0.28 0.78
> 3
> -2.625267
> 1.978798
city37 | .5055341 1.469083 0.34 0.73
> 1
> -2.383893
> 3.394961
city38 | -2.263484 3.143313 -0.72 0.47
> 2
> -8.445827
> 3.91886
city39 | .9629905 1.99001 0.48 0.62
> 9
> -2.95101
> 4.87699
city40 | -5.228019 3.366821 -1.55 0.12
> 1
> -11.84996
> 1.393925
city41 | -2.481355 2.124259 -1.17 0.24
> 4
> -6.659398
> 1.696689
city42 | -2.751399 3.238509 -0.85 0.39
> 6
> -9.120975
> 3.618178
city43 | -2.207087 2.785478 -0.79 0.42
> 9
> -7.685632
> 3.271458
city44 | -.6781149 2.104071 -0.32 0.74
> 7
> -4.816452
> 3.460222
city45 | -.9757991 2.117083 -0.46 0.64
> 5
> -5.139729
> 3.188131
city46 | .5521277 2.390047 0.23 0.81
> 7
> -4.148674
> 5.25293
city47 | -5.709678 4.784608 -1.19 0.23
> 4
> -15.12016
> 3.700804
city48 | -1.868784 2.959156 -0.63 0.52
> 8
> -7.688922
> 3.951354
city49 | -.5067626 1.565753 -0.32 0.74
> 6
> -3.586322
> 2.572797
city50 | -1.028342 2.666133 -0.39 0.70
> 0
> -6.272156
> 4.215473
city51 | -2.320367 1.513598 -1.53 0.12
> 6
> -5.297348
> .6566134
city52 | -2.142507 2.885358 -0.74 0.45
> 8
> -7.817498
> 3.532485
city53 | -2.160602 2.245644 -0.96 0.33
> 7
> -6.577387
> 2.256184
city54 | -2.415369 2.206813 -1.09 0.27
> 4
> -6.755781
> 1.925043
city55 | -3.416794 3.357099 -1.02 0.30
> 9
> -10.01962
> 3.186029
city56 | .1779013 1.747624 0.10 0.91
> 9
> -3.259368
> 3.615171
city57 | -8.648512 6.04895 -1.43 0.15
> 4
> -20.54573
> 3.248708
city58 | -2.050471 2.536235 -0.81 0.41
> 9
> -7.038799
> 2.937857
city59 | 2.011097 1.124095 1.79 0.07
> 4
> -.1997995
> 4.221993
city60 | -2.183688 2.454995 -0.89 0.37
> 4
> -7.012232
> 2.644855
city61 | -4.302954 4.087716 -1.05 0.29
> 3
> -12.34277
> 3.736864
city62 | -1.445266 2.499735 -0.58 0.56
> 4
> -6.361805
> 3.471273
city63 | -1.210793 2.664785 -0.45 0.65
> 0
> -6.451955
> 4.030369
city64 | -1.514626 2.047213 -0.74 0.46
> 0
> -5.541134
> 2.511882
city65 | -1.845615 3.032562 -0.61 0.54
> 3
> -7.81013
> 4.118901
city66 | -3.214369 3.042407 -1.06 0.29
> 1
> -9.198247
> 2.769509
city67 | -6.577675 5.32462 -1.24 0.21
> 8
> -17.05027
> 3.894916
city68 | -4.561509 3.255306 -1.40 0.16
> 2
> -10.96412
> 1.841106
city69 | -3.478856 2.839756 -1.23 0.22
> 1
> -9.064156
> 2.106444
city70 | -2.514117 2.774272 -0.91 0.36
> 5
> -7.970621
> 2.942388
city71 | -3.821702 3.292794 -1.16 0.24
> 7
> -10.29805
> 2.654644
city72 | -1.378365 2.622978 -0.53 0.60
> 0
> -6.537302
> 3.780571
city73 | 2.283707 1.28829 1.77 0.07
> 7
> -.2501336
> 4.817547
city74 | -2.790436 3.10819 -0.90 0.37
> 0
> -8.903698
> 3.322826
city75 | -.0781512 1.619251 -0.05 0.96
> 2
> -3.262933
> 3.10663
city76 | -4.405378 4.055566 -1.09 0.27
> 8
> -12.38196
> 3.571207
city77 | -5.331983 4.207108 -1.27 0.20
> 6
> -13.60662
> 2.942658
city78 | -2.071519 2.63856 -0.79 0.43
> 3
> -7.261103
> 3.118065
city79 | -3.047496 2.965182 -1.03 0.30
> 5
> -8.879488
> 2.784495
city80 | -3.256348 2.773115 -1.17 0.24
> 1
> -8.710578
> 2.197881
city81 | .2311478 1.876156 0.12 0.90
> 2
> -3.458921
> 3.921217
city82 | -2.169817 2.6499 -0.82 0.41
> 3
> -7.381704
> 3.042069
city83 | -6.322868 4.16583 -1.52 0.13
> 0
> -14.51632
> 1.870587
city84 | -1.403463 2.377068 -0.59 0.55
> 5
> -6.078736
> 3.271811
city85 | .0778987 1.580289 0.05 0.96
> 1
> -3.030253
> 3.18605
city86 | -2.978515 2.835965 -1.05 0.29
> 4
> -8.556359
> 2.599328
city87 | -3.503706 3.486514 -1.00 0.31
> 6
> -10.36107
> 3.353654
city88 | -1.487073 2.511078 -0.59 0.55
> 4
> -6.425922
> 3.451776
city89 | -3.169775 2.749836 -1.15 0.25
> 0
> -8.578218
> 2.238669
city90 | -2.749914 3.390383 -0.81 0.41
> 8
> -9.4182
> 3.918373
city91 | -4.141942 3.769556 -1.10 0.27
> 3
> -11.556
> 3.272112
city92 | -3.188645 3.743467 -0.85 0.39
> 5
> -10.55138
> 4.174096
city93 | -2.948049 3.316498 -0.89 0.37
> 5
> -9.471016
> 3.574919
city94 | -3.698357 2.272304 -1.63 0.10
> 5
> -8.167579
> .7708659
city95 | -3.566874 2.972958 -1.20 0.23
> 1
> -9.414158
> 2.28041
city96 | -.9176682 1.917201 -0.48 0.63
> 2
> -4.688465
> 2.853128
city97 | .9561662 1.379619 0.69 0.48
> 9
> -1.757302
> 3.669634
city98 | -.8997588 1.281551 -0.70 0.48
> 3
> -3.420344
> 1.620826
city99 | -1.450932 2.030772 -0.71 0.47
> 5
> -5.445104
> 2.54324
city100 | -3.702862 2.40716 -1.54 0.12
> 5
> -8.437323
> 1.031598
city101 | -1.840759 2.274381 -0.81 0.41
> 9
> -6.314067
> 2.632549
city102 | -.8780264 2.018177 -0.44 0.66
> 4
> -4.847425
> 3.091372
city103 | -4.54402 3.712984 -1.22 0.22
> 2
> -11.84681
> 2.758765
city104 | -1.021062 1.955796 -0.52 0.60
> 2
> -4.867768
> 2.825645
city105 | .1305153 1.394168 0.09 0.92
> 5
> -2.611569
> 2.872599
city106 | -2.920739 2.695943 -1.08 0.27
> 9
> -8.223185
> 2.381707
city107 | -1.856765 2.186122 -0.85 0.39
> 6
> -6.156483
> 2.442953
city108 | .4717516 1.613346 0.29 0.77
> 0
> -2.701416
> 3.644919
city109 | -3.079325 2.720579 -1.13 0.25
> 8
> -8.430225
> 2.271575
city110 | -3.902122 4.294599 -0.91 0.36
> 4
> -12.34884
> 4.544598
city111 | -4.004082 2.788619 -1.44 0.15
> 2
> -9.488805
> 1.480641
city112 | 1.101217 1.707332 0.64 0.51
> 9
> -2.256805
> 4.459239
city113 | -.0749776 1.668801 -0.04 0.96
> 4
> -3.357215
> 3.207259
city114 | 1.08505 1.574546 0.69 0.49
> 1
> -2.011806
> 4.181905
city115 | .8147801 1.969652 0.41 0.67
> 9
> -3.059179
> 4.68874
city116 | -1.629286 1.761714 -0.92 0.35
> 6
> -5.094267
> 1.835696
rg1y1 | -4.686561 4.171138 -1.12 0.26
> 2
> -12.89046
> 3.517334
rg1y2 | -1.830185 2.256024 -0.81 0.41
> 8
> -6.267386
> 2.607017
rg2y1 | -6.394566 4.409905 -1.45 0.14
> 8
> -15.06807
> 2.278941
rg2y2 | -2.120166 2.367159 -0.90 0.37
> 1
> -6.775952
> 2.535619
rg3y1 | -5.235596 4.356818 -1.20 0.23
> 0
> -13.80469
> 3.333497
rg3y2 | -1.300985 2.264226 -0.57 0.56
> 6
> -5.754319
> 3.15235
rg4y1 | -5.29749 4.275555 -1.24 0.21
> 6
> -13.70675
> 3.111774
rg4y2 | -1.079437 2.22431 -0.49 0.62
> 8
> -5.454262
> 3.295388
rg5y1 | -4.417615 4.055474 -1.09 0.27
> 7
> -12.39402
> 3.558789
rg5y2 | -.8296759 2.290471 -0.36 0.71
> 7
> -5.334629
> 3.675277
rg6y1 | -3.992 4.25313 -0.94 0.34
> 9
> -12.35716
> 4.373158
rg6y2 | -1.153311 2.332728 -0.49 0.62
> 1
> -5.741376
> 3.434755
rg7y1 | -4.374973 4.05468 -1.08 0.28
> 1
> -12.34981
> 3.599868
rg7y2 | -1.044287 2.149018 -0.49 0.62
> 7
> -5.271029
> 3.182454
rg8y1 | -3.819712 3.722104 -1.03 0.30
> 6
> -11.14043
> 3.50101
rg8y2 | -.1398518 1.92746 -0.07 0.94
> 2
> -3.930826
> 3.651122
rg9y1 | -4.209476 3.982391 -1.06 0.29
> 1
> -12.04214
> 3.623186
rg9y2 | -.9894222 2.169809 -0.46 0.64
> 9
> -5.257054
> 3.278209
age | 1.373304 .0320736 42.82 0.00
> 0
> 1.310221
> 1.436387
agesq | -.0186048 .0003805 -48.90 0.00
> 0
> -.0193531
> -.0178565
married | -2.41309 .072059 -33.49 0.00
> 0
> -2.554818
> -2.271363
black | -.7977099 .1385339 -5.76 0.00
> 0
> -1.070182
> -.525238
children | -3.607947 .095005 -37.98 0.00
> 0
> -3.794805
> -3.421089
child5 | -4.420422 .1468479 -30.10 0.00
> 0
> -4.709247
> -4.131598
_cons | 5.696363 6.667271 0.85 0.39
> 3
> -7.416986
> 18.80971
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg uhrswork (indep =ins) city1-city116 rg1y1-
> rg9y2 age agesq married black children child5 if r
> share50<48 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.1528e+07)
Instrumental variables (2SLS) regression
> Number of obs = 534567
> F(140, 347) = 1527.54
> Prob > F = 0.0000
> R-squared = 0.0759
> Root MSE = 14.66
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
uhrswork | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 1.076133 .6755311 1.59 0.11
> 2
> -.2525179
> 2.404784
city1 | -1.021706 1.216858 -0.84 0.40
> 2
> -3.415051
> 1.371639
city2 | -.632071 1.255784 -0.50 0.61
> 5
> -3.101978
> 1.837835
city3 | -1.017999 1.360202 -0.75 0.45
> 5
> -3.693277
> 1.65728
city4 | -.5067312 1.171582 -0.43 0.66
> 6
> -2.811027
> 1.797565
city5 | 2.070755 1.053911 1.96 0.05
> 0
> -.0021018
> 4.143613
city6 | -1.093424 2.372862 -0.46 0.64
> 5
> -5.760427
> 3.573579
city7 | .2738367 1.230202 0.22 0.82
> 4
> -2.145754
> 2.693428
city8 | -.7290795 1.648306 -0.44 0.65
> 9
> -3.971008
> 2.512849
city9 | -3.016108 1.72505 -1.75 0.08
> 1
> -6.408979
> .3767624
city10 | -1.289352 2.305208 -0.56 0.57
> 6
> -5.823291
> 3.244586
city11 | -.7953553 1.223867 -0.65 0.51
> 6
> -3.202487
> 1.611776
city12 | -1.828313 1.106604 -1.65 0.09
> 9
> -4.004809
> .3481826
city13 | -.3076043 .6697935 -0.46 0.64
> 6
> -1.62497
> 1.009762
city14 | .1961172 1.461414 0.13 0.89
> 3
> -2.678226
> 3.070461
city15 | -1.608814 2.075587 -0.78 0.43
> 9
> -5.691128
> 2.4735
city16 | -1.402472 1.383735 -1.01 0.31
> 2
> -4.124034
> 1.319091
city17 | -.1029643 .9398672 -0.11 0.91
> 3
> -1.951518
> 1.745589
city18 | .1823313 1.231581 0.15 0.88
> 2
> -2.239971
> 2.604634
city19 | -.4995082 1.989414 -0.25 0.80
> 2
> -4.412335
> 3.413318
city20 | -.5162503 1.266744 -0.41 0.68
> 4
> -3.007713
> 1.975213
city21 | -2.54991 2.870509 -0.89 0.37
> 5
> -8.195696
> 3.095875
city22 | -1.381434 1.168076 -1.18 0.23
> 8
> -3.678834
> .9159664
city23 | -1.333646 1.748524 -0.76 0.44
> 6
> -4.772685
> 2.105393
city24 | -2.138363 1.932104 -1.11 0.26
> 9
> -5.938472
> 1.661746
city25 | -.2832958 1.20474 -0.24 0.81
> 4
> -2.652808
> 2.086216
city26 | -.18457 1.695136 -0.11 0.91
> 3
> -3.518605
> 3.149465
city27 | -.1813488 1.313908 -0.14 0.89
> 0
> -2.765575
> 2.402877
city28 | -1.199127 2.659739 -0.45 0.65
> 2
> -6.430367
> 4.032112
city29 | 1.366303 .7981339 1.71 0.08
> 8
> -.2034862
> 2.936091
city30 | -.6061726 1.402229 -0.43 0.66
> 6
> -3.36411
> 2.151765
city31 | -.9991016 2.09128 -0.48 0.63
> 3
> -5.112281
> 3.114077
city32 | 3.567799 .642256 5.56 0.00
> 0
> 2.304594
> 4.831003
city33 | -2.597749 2.365596 -1.10 0.27
> 3
> -7.25046
> 2.054963
city34 | 0 (omitted)
city35 | -.4202924 1.695708 -0.25 0.80
> 4
> -3.755453
> 2.914868
city36 | -.7827471 .8672385 -0.90 0.36
> 7
> -2.488453
> .9229584
city37 | -.036179 .865688 -0.04 0.96
> 7
> -1.738835
> 1.666477
city38 | -.9987905 1.876131 -0.53 0.59
> 5
> -4.68881
> 2.691229
city39 | 1.409243 1.225536 1.15 0.25
> 1
> -1.00117
> 3.819656
city40 | -3.333299 1.854367 -1.80 0.07
> 3
> -6.980513
> .3139149
city41 | -1.800121 1.275798 -1.41 0.15
> 9
> -4.309392
> .7091495
city42 | -.5653253 1.943055 -0.29 0.77
> 1
> -4.386973
> 3.256323
city43 | -.19627 1.690864 -0.12 0.90
> 8
> -3.521902
> 3.129362
city44 | .2254373 1.344444 0.17 0.86
> 7
> -2.418847
> 2.869722
city45 | -.4956208 1.383062 -0.36 0.72
> 0
> -3.215861
> 2.224619
city46 | 1.142305 1.34811 0.85 0.39
> 7
> -1.50919
> 3.7938
city47 | -1.905671 2.760359 -0.69 0.49
> 0
> -7.33481
> 3.523468
city48 | -.0428716 1.775512 -0.02 0.98
> 1
> -3.534991
> 3.449248
city49 | -.2802389 .9422047 -0.30 0.76
> 6
> -2.13339
> 1.572912
city50 | .0250296 1.604046 0.02 0.98
> 8
> -3.129847
> 3.179907
city51 | -1.377799 .7459491 -1.85 0.06
> 6
> -2.84495
> .0893512
city52 | .105026 1.679771 0.06 0.95
> 0
> -3.198789
> 3.408841
city53 | -.5828591 1.361398 -0.43 0.66
> 9
> -3.26049
> 2.094772
city54 | -1.10551 1.382193 -0.80 0.42
> 4
> -3.824041
> 1.613021
city55 | -1.226303 1.969026 -0.62 0.53
> 4
> -5.09903
> 2.646424
city56 | 1.022823 1.051777 0.97 0.33
> 1
> -1.045837
> 3.091483
city57 | -4.149223 3.483749 -1.19 0.23
> 4
> -11.00114
> 2.702699
city58 | -.8901522 1.498153 -0.59 0.55
> 3
> -3.836756
> 2.056451
city59 | 1.627959 .5744782 2.83 0.00
> 5
> .4980612
> 2.757856
city60 | -.6365443 1.440285 -0.44 0.65
> 9
> -3.469331
> 2.196243
city61 | -1.641715 2.477818 -0.66 0.50
> 8
> -6.515147
> 3.231717
city62 | -.5040789 1.504761 -0.33 0.73
> 8
> -3.463679
> 2.455521
city63 | .0094704 1.60547 0.01 0.99
> 5
> -3.148207
> 3.167148
city64 | -1.337647 1.126598 -1.19 0.23
> 6
> -3.553467
> .8781728
city65 | .1177876 1.766538 0.07 0.94
> 7
> -3.356682
> 3.592257
city66 | -1.710461 1.819222 -0.94 0.34
> 8
> -5.28855
> 1.867628
city67 | -2.929048 3.040586 -0.96 0.33
> 6
> -8.909346
> 3.051251
city68 | -2.900184 1.951236 -1.49 0.13
> 8
> -6.737922
> .9375541
city69 | -1.836368 1.703191 -1.08 0.28
> 2
> -5.186246
> 1.51351
city70 | -.3331894 1.588172 -0.21 0.83
> 4
> -3.456844
> 2.790465
city71 | -1.684895 1.95268 -0.86 0.38
> 9
> -5.525474
> 2.155683
city72 | -.1497494 1.586201 -0.09 0.92
> 5
> -3.269528
> 2.970029
city73 | 2.530936 .818432 3.09 0.00
> 2
> .9212239
> 4.140647
city74 | -1.264069 1.845282 -0.69 0.49
> 4
> -4.893415
> 2.365276
city75 | -.1744422 .8666215 -0.20 0.84
> 1
> -1.878934
> 1.53005
city76 | -1.917362 2.370553 -0.81 0.41
> 9
> -6.579822
> 2.745097
city77 | -2.362377 2.460959 -0.96 0.33
> 8
> -7.202651
> 2.477897
city78 | -.6831222 1.58102 -0.43 0.66
> 6
> -3.792709
> 2.426465
city79 | -1.370235 1.791116 -0.77 0.44
> 5
> -4.893044
> 2.152575
city80 | -1.855942 1.636951 -1.13 0.25
> 8
> -5.075536
> 1.363652
city81 | .8703967 1.1777 0.74 0.46
> 0
> -1.445931
> 3.186725
city82 | -.5513049 1.608909 -0.34 0.73
> 2
> -3.715746
> 2.613136
city83 | -3.671148 2.424696 -1.51 0.13
> 1
> -8.440099
> 1.097803
city84 | -.2674536 1.420126 -0.19 0.85
> 1
> -3.060592
> 2.525685
city85 | .5802513 .986633 0.59 0.55
> 7
> -1.360282
> 2.520785
city86 | -1.415681 1.676759 -0.84 0.39
> 9
> -4.713571
> 1.882208
city87 | -1.436125 2.052957 -0.70 0.48
> 5
> -5.47393
> 2.601679
city88 | -.3423617 1.345768 -0.25 0.79
> 9
> -2.989251
> 2.304528
city89 | -1.476951 1.608014 -0.92 0.35
> 9
> -4.63963
> 1.685729
city90 | -.5413622 2.002386 -0.27 0.78
> 7
> -4.479703
> 3.396978
city91 | -1.978128 2.214352 -0.89 0.37
> 2
> -6.33337
> 2.377113
city92 | -1.165581 2.249832 -0.52 0.60
> 5
> -5.590604
> 3.259443
city93 | -.8649891 1.962837 -0.44 0.66
> 0
> -4.725543
> 2.995565
city94 | -2.842204 1.366565 -2.08 0.03
> 8
> -5.529997
> -.1544115
city95 | -1.676044 1.761421 -0.95 0.34
> 2
> -5.140448
> 1.78836
city96 | -.1258458 1.117835 -0.11 0.91
> 0
> -2.324431
> 2.07274
city97 | .4406429 .8779139 0.50 0.61
> 6
> -1.286059
> 2.167345
city98 | -1.079057 .7855047 -1.37 0.17
> 0
> -2.624007
> .4658925
city99 | -.9730128 1.202682 -0.81 0.41
> 9
> -3.338476
> 1.39245
city100 | -2.464655 1.459016 -1.69 0.09
> 2
> -5.334282
> .4049728
city101 | -.9455817 1.4367 -0.66 0.51
> 1
> -3.771317
> 1.880154
city102 | -.7034974 1.254366 -0.56 0.57
> 5
> -3.170614
> 1.763619
city103 | -2.000841 2.18812 -0.91 0.36
> 1
> -6.304489
> 2.302807
city104 | -.6531465 1.167615 -0.56 0.57
> 6
> -2.94964
> 1.643347
city105 | .2608696 .8316117 0.31 0.75
> 4
> -1.374764
> 1.896503
city106 | -1.571316 1.557105 -1.01 0.31
> 4
> -4.633868
> 1.491236
city107 | -.4048835 1.332719 -0.30 0.76
> 1
> -3.026108
> 2.216341
city108 | .1739603 1.019519 0.17 0.86
> 5
> -1.831255
> 2.179175
city109 | -1.72218 1.613248 -1.07 0.28
> 6
> -4.895155
> 1.450795
city110 | -.8408304 2.466252 -0.34 0.73
> 3
> -5.691513
> 4.009853
city111 | -2.160005 1.645407 -1.31 0.19
> 0
> -5.396231
> 1.076221
city112 | 1.756829 1.048009 1.68 0.09
> 5
> -.3044202
> 3.818079
city113 | .6203683 1.119978 0.55 0.58
> 0
> -1.582431
> 2.823167
city114 | .6407605 .9546463 0.67 0.50
> 3
> -1.236861
> 2.518382
city115 | 1.107876 1.284244 0.86 0.38
> 9
> -1.418006
> 3.633758
city116 | -1.728332 1.1386 -1.52 0.13
> 0
> -3.967759
> .5110942
rg1y1 | -4.511648 .4661785 -9.68 0.00
> 0
> -5.42854
> -3.594757
rg1y2 | -2.458944 .1600234 -15.37 0.00
> 0
> -2.773682
> -2.144206
rg2y1 | -5.928722 .662762 -8.95 0.00
> 0
> -7.232258
> -4.625186
rg2y2 | -2.677094 .2009038 -13.33 0.00
> 0
> -3.072237
> -2.281952
rg3y1 | -4.868135 .6642344 -7.33 0.00
> 0
> -6.174567
> -3.561703
rg3y2 | -1.966319 .1215965 -16.17 0.00
> 0
> -2.205478
> -1.72716
rg4y1 | -4.9369 .6527003 -7.56 0.00
> 0
> -6.220646
> -3.653153
rg4y2 | -1.95224 .2147365 -9.09 0.00
> 0
> -2.374589
> -1.529891
rg5y1 | -4.524204 .3462444 -13.07 0.00
> 0
> -5.205206
> -3.843203
rg5y2 | -1.591184 .1690857 -9.41 0.00
> 0
> -1.923746
> -1.258622
rg6y1 | -3.942636 .5391229 -7.31 0.00
> 0
> -5.002996
> -2.882276
rg6y2 | -2.047437 .300004 -6.82 0.00
> 0
> -2.637492
> -1.457382
rg7y1 | -4.19787 .3805532 -11.03 0.00
> 0
> -4.946351
> -3.449389
rg7y2 | -1.853658 .1426139 -13.00 0.00
> 0
> -2.134154
> -1.573161
rg8y1 | -3.90091 .308857 -12.63 0.00
> 0
> -4.508377
> -3.293443
rg8y2 | -1.286262 .3029495 -4.25 0.00
> 0
> -1.88211
> -.6904137
rg9y1 | -4.171388 .4053882 -10.29 0.00
> 0
> -4.968715
> -3.37406
rg9y2 | -1.687881 .1603606 -10.53 0.00
> 0
> -2.003282
> -1.37248
age | 1.38267 .027818 49.70 0.00
> 0
> 1.327957
> 1.437383
agesq | -.0184709 .0003228 -57.22 0.00
> 0
> -.0191058
> -.017836
married | -2.500364 .062358 -40.10 0.00
> 0
> -2.623012
> -2.377717
black | -.7913371 .125739 -6.29 0.00
> 0
> -1.038644
> -.5440306
children | -3.738773 .0850547 -43.96 0.00
> 0
> -3.906061
> -3.571486
child5 | -4.422049 .1217724 -36.31 0.00
> 0
> -4.661554
> -4.182544
_cons | 12.12095 3.684932 3.29 0.00
> 1
> 4.873339
> 19.36857
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg uhrswork (indep =ins) lwagehourgradmorey70
> y1- lfwomencollegeplus70y2 city1-city116 rg1y1-rg9
> y2 age agesq married black children child5 if rsha
> re50<48 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.1528e+07)
Instrumental variables (2SLS) regression
> Number of obs = 534567
> F(152, 347) = 452.24
> Prob > F = 0.0000
> R-squared = 0.0761
> Root MSE = 14.658
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
uhrswork | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .4576748 .6863309 0.67 0.50
> 5
> -.8922173
> 1.807567
lwagehourg~1 | -.5015597 .6283491 -0.80 0.42
> 5
> -1.737412
> .7342923
lwagehourg~2 | -.6675704 .3936188 -1.70 0.09
> 1
> -1.441749
> .1066086
fcollegepl~1 | 6.280759 4.111565 1.53 0.12
> 8
> -1.805966
> 14.36748
fcollegepl~2 | 5.611297 3.097685 1.81 0.07
> 1
> -.4813039
> 11.7039
agmin70y1 | 11.81172 6.494201 1.82 0.07
> 0
> -.9612291
> 24.58467
agmin70y2 | 7.990261 3.0505 2.62 0.00
> 9
> 1.990464
> 13.99006
manufact70y1 | 1.529976 1.411631 1.08 0.27
> 9
> -1.246455
> 4.306406
manufact70y2 | .8584761 .7720705 1.11 0.26
> 7
> -.6600507
> 2.377003
hsservices~1 | -6.4599 4.563926 -1.42 0.15
> 8
> -15.43634
> 2.51654
hsservices~2 | -2.618181 2.527606 -1.04 0.30
> 1
> -7.589536
> 2.353175
lfwomencol~1 | -.4248001 1.563411 -0.27 0.78
> 6
> -3.499754
> 2.650154
lfwomencol~2 | -.720593 1.159633 -0.62 0.53
> 5
> -3.001387
> 1.560201
city1 | .3038401 1.146281 0.27 0.79
> 1
> -1.950693
> 2.558373
city2 | .775345 1.226953 0.63 0.52
> 8
> -1.637856
> 3.188546
city3 | .7520704 1.291967 0.58 0.56
> 1
> -1.789002
> 3.293143
city4 | .6152207 1.13592 0.54 0.58
> 8
> -1.618934
> 2.849376
city5 | 2.73254 .9779944 2.79 0.00
> 5
> .8089969
> 4.656082
city6 | 1.453138 2.354219 0.62 0.53
> 7
> -3.177197
> 6.083473
city7 | 1.638709 1.199752 1.37 0.17
> 3
> -.7209926
> 3.998411
city8 | 1.171573 1.625396 0.72 0.47
> 2
> -2.025295
> 4.36844
city9 | -1.891107 1.83279 -1.03 0.30
> 3
> -5.495882
> 1.713668
city10 | 1.149422 2.181927 0.53 0.59
> 9
> -3.142045
> 5.440889
city11 | .6753996 1.174759 0.57 0.56
> 6
> -1.635146
> 2.985945
city12 | -.5663267 1.027815 -0.55 0.58
> 2
> -2.587857
> 1.455204
city13 | .2934674 .6038264 0.49 0.62
> 7
> -.8941529
> 1.481088
city14 | 1.77894 1.405981 1.27 0.20
> 7
> -.9863781
> 4.544258
city15 | .66857 2.048029 0.33 0.74
> 4
> -3.359543
> 4.696683
city16 | .0838531 1.312112 0.06 0.94
> 9
> -2.49684
> 2.664546
city17 | .8680916 .8567529 1.01 0.31
> 2
> -.8169906
> 2.553174
city18 | 1.603862 1.171054 1.37 0.17
> 2
> -.6993953
> 3.907119
city19 | 1.64584 1.9365 0.85 0.39
> 6
> -2.162914
> 5.454594
city20 | .9428775 1.211971 0.78 0.43
> 7
> -1.440857
> 3.326612
city21 | .4956388 2.875198 0.17 0.86
> 3
> -5.15937
> 6.150647
city22 | -.0903016 1.130447 -0.08 0.93
> 6
> -2.313693
> 2.13309
city23 | .6665474 1.706333 0.39 0.69
> 6
> -2.689509
> 4.022603
city24 | -.0675373 1.881978 -0.04 0.97
> 1
> -3.769056
> 3.633982
city25 | 1.022853 1.12633 0.91 0.36
> 4
> -1.19244
> 3.238145
city26 | 1.73172 1.664429 1.04 0.29
> 9
> -1.541919
> 5.005359
city27 | .9115993 1.361812 0.67 0.50
> 4
> -1.766845
> 3.590044
city28 | 1.65746 2.619327 0.63 0.52
> 7
> -3.494295
> 6.809215
city29 | 2.22003 .7516554 2.95 0.00
> 3
> .7416564
> 3.698404
city30 | .8866528 1.373768 0.65 0.51
> 9
> -1.815308
> 3.588613
city31 | 1.333904 2.050055 0.65 0.51
> 6
> -2.698194
> 5.366002
city32 | 4.374727 .5810629 7.53 0.00
> 0
> 3.231878
> 5.517575
city33 | -.0361991 2.335559 -0.02 0.98
> 8
> -4.629833
> 4.557435
city34 | 0 (omitted)
city35 | 1.481265 1.675025 0.88 0.37
> 7
> -1.813215
> 4.775745
city36 | -.2613191 .8165785 -0.32 0.74
> 9
> -1.867385
> 1.344747
city37 | 1.159858 .8089592 1.43 0.15
> 3
> -.431222
> 2.750939
city38 | 1.21742 1.833171 0.66 0.50
> 7
> -2.388104
> 4.822945
city39 | 2.517476 1.087018 2.32 0.02
> 1
> .3795033
> 4.65545
city40 | -1.561724 1.981409 -0.79 0.43
> 1
> -5.458807
> 2.33536
city41 | -.4114268 1.23495 -0.33 0.73
> 9
> -2.840356
> 2.017502
city42 | 1.369775 1.87582 0.73 0.46
> 6
> -2.319632
> 5.059182
city43 | 1.563582 1.614717 0.97 0.33
> 4
> -1.612283
> 4.739447
city44 | 1.639585 1.271128 1.29 0.19
> 8
> -.8605001
> 4.139671
city45 | .946464 1.28139 0.74 0.46
> 1
> -1.573805
> 3.466733
city46 | 2.598796 1.369335 1.90 0.05
> 9
> -.0944447
> 5.292037
city47 | .8967131 2.757718 0.33 0.74
> 5
> -4.527232
> 6.320658
city48 | 1.857081 1.713735 1.08 0.27
> 9
> -1.513534
> 5.227695
city49 | .8204926 .9177464 0.89 0.37
> 2
> -.9845529
> 2.625538
city50 | 2.008091 1.582624 1.27 0.20
> 5
> -1.104652
> 5.120835
city51 | -.9427747 .8561918 -1.10 0.27
> 2
> -2.626753
> .7412038
city52 | 1.965056 1.670785 1.18 0.24
> 0
> -1.321084
> 5.251195
city53 | .8555139 1.296302 0.66 0.51
> 0
> -1.694083
> 3.405111
city54 | -.0323496 1.273307 -0.03 0.98
> 0
> -2.53672
> 2.47202
city55 | .9557825 1.927878 0.50 0.62
> 0
> -2.836014
> 4.747579
city56 | 2.345733 1.005285 2.33 0.02
> 0
> .3685148
> 4.322952
city57 | -.46145 3.483292 -0.13 0.89
> 5
> -7.312472
> 6.389571
city58 | .8363599 1.466856 0.57 0.56
> 9
> -2.048688
> 3.721408
city59 | 2.27027 .5882883 3.86 0.00
> 0
> 1.113211
> 3.42733
city60 | .9741031 1.408605 0.69 0.49
> 0
> -1.796375
> 3.744581
city61 | 1.056989 2.427972 0.44 0.66
> 4
> -3.718404
> 5.832383
city62 | 1.235598 1.465292 0.84 0.40
> 0
> -1.646374
> 4.117569
city63 | 1.814728 1.55092 1.17 0.24
> 3
> -1.235659
> 4.865115
city64 | .014047 1.121836 0.01 0.99
> 0
> -2.192406
> 2.2205
city65 | 2.096133 1.742253 1.20 0.23
> 0
> -1.330573
> 5.522838
city66 | .3242403 1.772927 0.18 0.85
> 5
> -3.162796
> 3.811277
city67 | .3991537 3.070821 0.13 0.89
> 7
> -5.64061
> 6.438917
city68 | -.7371962 1.902338 -0.39 0.69
> 9
> -4.47876
> 3.004367
city69 | -.0560593 1.648669 -0.03 0.97
> 3
> -3.298702
> 3.186583
city70 | 1.546484 1.599255 0.97 0.33
> 4
> -1.598969
> 4.691936
city71 | .4218128 1.896405 0.22 0.82
> 4
> -3.308081
> 4.151707
city72 | 1.585929 1.536604 1.03 0.30
> 3
> -1.436301
> 4.608159
city73 | 3.591451 .7576354 4.74 0.00
> 0
> 2.101316
> 5.081587
city74 | .8177874 1.797822 0.45 0.64
> 9
> -2.718211
> 4.353786
city75 | .7107346 .8357116 0.85 0.39
> 6
> -.932963
> 2.354432
city76 | .6342558 2.337032 0.27 0.78
> 6
> -3.962275
> 5.230787
city77 | .1602679 2.424515 0.07 0.94
> 7
> -4.608327
> 4.928863
city78 | 1.032727 1.521969 0.68 0.49
> 8
> -1.960718
> 4.026172
city79 | .5441346 1.738782 0.31 0.75
> 5
> -2.875743
> 3.964012
city80 | -.0489221 1.6055 -0.03 0.97
> 6
> -3.206658
> 3.108814
city81 | 1.957764 1.112564 1.76 0.07
> 9
> -.2304546
> 4.145982
city82 | 1.268392 1.53872 0.82 0.41
> 0
> -1.757999
> 4.294782
city83 | -1.078153 2.412049 -0.45 0.65
> 5
> -5.822229
> 3.665923
city84 | 1.178036 1.371768 0.86 0.39
> 1
> -1.519989
> 3.876061
city85 | 1.782526 .8888808 2.01 0.04
> 6
> .0342543
> 3.530798
city86 | .5203036 1.653701 0.31 0.75
> 3
> -2.732236
> 3.772843
city87 | .834635 2.023507 0.41 0.68
> 0
> -3.145247
> 4.814517
city88 | .73003 1.447525 0.50 0.61
> 4
> -2.116997
> 3.577057
city89 | .3414367 1.568684 0.22 0.82
> 8
> -2.743888
> 3.426761
city90 | 1.759617 1.9785 0.89 0.37
> 4
> -2.131744
> 5.650979
city91 | .4414883 2.179915 0.20 0.84
> 0
> -3.84602
> 4.728997
city92 | 1.175505 2.142915 0.55 0.58
> 4
> -3.039233
> 5.390242
city93 | 1.204548 1.918175 0.63 0.53
> 0
> -2.568165
> 4.977261
city94 | -1.398803 1.378345 -1.01 0.31
> 1
> -4.109765
> 1.312159
city95 | .2992484 1.734061 0.17 0.86
> 3
> -3.111344
> 3.709841
city96 | 1.020444 1.099763 0.93 0.35
> 4
> -1.142596
> 3.183483
city97 | 1.304224 .8204683 1.59 0.11
> 3
> -.3094932
> 2.91794
city98 | .1131565 .836509 0.14 0.89
> 2
> -1.532109
> 1.758423
city99 | .358689 1.166496 0.31 0.75
> 9
> -1.935602
> 2.65298
city100 | -1.072839 1.410915 -0.76 0.44
> 8
> -3.847861
> 1.702183
city101 | .4488123 1.328194 0.34 0.73
> 6
> -2.163512
> 3.061137
city102 | .7741203 1.235994 0.63 0.53
> 2
> -1.656862
> 3.205103
city103 | .3406413 2.142697 0.16 0.87
> 4
> -3.873667
> 4.55495
city104 | .6818063 1.1066 0.62 0.53
> 8
> -1.494682
> 2.858294
city105 | 1.238413 .7856931 1.58 0.11
> 6
> -.306907
> 2.783733
city106 | .0179174 1.533771 0.01 0.99
> 1
> -2.99874
> 3.034575
city107 | .9765423 1.291192 0.76 0.45
> 0
> -1.563005
> 3.516089
city108 | 1.012283 .9204239 1.10 0.27
> 2
> -.798029
> 2.822595
city109 | -.0016947 1.603529 -0.00 0.99
> 9
> -3.155555
> 3.152165
city110 | 1.79762 2.474027 0.73 0.46
> 8
> -3.068355
> 6.663595
city111 | -.576897 1.626827 -0.35 0.72
> 3
> -3.77658
> 2.622786
city112 | 2.725325 1.031413 2.64 0.00
> 9
> .6967168
> 4.753934
city113 | 1.835118 1.009158 1.82 0.07
> 0
> -.149718
> 3.819954
city114 | 1.565771 .8974283 1.74 0.08
> 2
> -.1993131
> 3.330854
city115 | 2.119285 1.220173 1.74 0.08
> 3
> -.2805811
> 4.519151
city116 | -.5420834 1.130591 -0.48 0.63
> 2
> -2.765757
> 1.68159
rg1y1 | -2.408185 2.313678 -1.04 0.29
> 9
> -6.958781
> 2.142412
rg1y2 | -.7537694 1.295729 -0.58 0.56
> 1
> -3.30224
> 1.794701
rg2y1 | -3.569028 2.467061 -1.45 0.14
> 9
> -8.421303
> 1.283248
rg2y2 | -.7073398 1.356443 -0.52 0.60
> 2
> -3.375225
> 1.960545
rg3y1 | -2.782037 2.416629 -1.15 0.25
> 0
> -7.535121
> 1.971046
rg3y2 | -.2138986 1.285771 -0.17 0.86
> 8
> -2.742783
> 2.314986
rg4y1 | -2.728956 2.386485 -1.14 0.25
> 4
> -7.422752
> 1.96484
rg4y2 | -.2189855 1.279245 -0.17 0.86
> 4
> -2.735036
> 2.297065
rg5y1 | -2.6297 2.223665 -1.18 0.23
> 8
> -7.003257
> 1.743857
rg5y2 | .1218783 1.287533 0.09 0.92
> 5
> -2.410472
> 2.654229
rg6y1 | -1.860623 2.366906 -0.79 0.43
> 2
> -6.515911
> 2.794665
rg6y2 | -.1387529 1.33279 -0.10 0.91
> 7
> -2.760117
> 2.482611
rg7y1 | -2.405796 2.245027 -1.07 0.28
> 5
> -6.82137
> 2.009777
rg7y2 | -.2914348 1.241063 -0.23 0.81
> 4
> -2.732387
> 2.149517
rg8y1 | -2.369915 2.075694 -1.14 0.25
> 4
> -6.45244
> 1.71261
rg8y2 | -.02677 1.131398 -0.02 0.98
> 1
> -2.252031
> 2.198491
rg9y1 | -2.480172 2.192961 -1.13 0.25
> 9
> -6.793341
> 1.832997
rg9y2 | -.0970224 1.257078 -0.08 0.93
> 9
> -2.569473
> 2.375429
age | 1.382433 .0278453 49.65 0.00
> 0
> 1.327666
> 1.437199
agesq | -.0184682 .0003231 -57.16 0.00
> 0
> -.0191037
> -.0178327
married | -2.499907 .062454 -40.03 0.00
> 0
> -2.622743
> -2.377071
black | -.7919182 .1256566 -6.30 0.00
> 0
> -1.039063
> -.5447738
children | -3.73746 .0850493 -43.94 0.00
> 0
> -3.904737
> -3.570183
child5 | -4.424504 .1218865 -36.30 0.00
> 0
> -4.664233
> -4.184775
_cons | 15.01225 3.797146 3.95 0.00
> 0
> 7.543931
> 22.48057
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg lflw (indep =ins) city1-city116 rg1y1-rg9y
> 2 age agesq married black children child5 if rshar
> e50<19 [aweight=perwt], cluster(metaready1)
(sum of wgt is 7.1555e+06)
Instrumental variables (2SLS) regression
> Number of obs = 332328
> F(140, 347) = 90.73
> Prob > F = 0.0000
> R-squared = 0.0590
> Root MSE = .31467
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
lflw | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | -.0258871 .0179667 -1.44 0.15
> 1
> -.0612244
> .0094502
city1 | .0415344 .0357415 1.16 0.24
> 6
> -.0287629
> .1118317
city2 | .0516903 .0411779 1.26 0.21
> 0
> -.0292993
> .1326799
city3 | .0571841 .0402386 1.42 0.15
> 6
> -.0219582
> .1363264
city4 | .0108936 .0351695 0.31 0.75
> 7
> -.0582786
> .0800657
city5 | .0418108 .0310702 1.35 0.17
> 9
> -.0192989
> .1029205
city6 | .0890008 .0668983 1.33 0.18
> 4
> -.0425764
> .220578
city7 | .0519786 .0404727 1.28 0.20
> 0
> -.027624
> .1315812
city8 | .0412957 .0475234 0.87 0.38
> 5
> -.0521745
> .134766
city9 | .0069314 .0471358 0.15 0.88
> 3
> -.0857764
> .0996392
city10 | .0954513 .0637631 1.50 0.13
> 5
> -.0299594
> .2208621
city11 | .0341726 .0392009 0.87 0.38
> 4
> -.0429287
> .1112738
city12 | .0141023 .0364004 0.39 0.69
> 9
> -.0574909
> .0856954
city13 | .018186 .0236255 0.77 0.44
> 2
> -.0282811
> .0646532
city14 | .0329033 .0409234 0.80 0.42
> 2
> -.0475858
> .1133924
city15 | .083985 .0585924 1.43 0.15
> 3
> -.0312559
> .1992259
city16 | .0517591 .0409216 1.26 0.20
> 7
> -.0287265
> .1322447
city17 | .0218525 .0307103 0.71 0.47
> 7
> -.0385493
> .0822543
city18 | .030933 .0399885 0.77 0.44
> 0
> -.0477174
> .1095834
city19 | .0821572 .0567982 1.45 0.14
> 9
> -.029555
> .1938693
city20 | .0244094 .0385111 0.63 0.52
> 7
> -.0513352
> .1001539
city21 | .1162711 .080152 1.45 0.14
> 8
> -.0413739
> .273916
city22 | .0221985 .0367273 0.60 0.54
> 6
> -.0500376
> .0944345
city23 | .0623971 .050408 1.24 0.21
> 7
> -.0367466
> .1615408
city24 | .0772367 .054366 1.42 0.15
> 6
> -.0296915
> .184165
city25 | .0559007 .0373187 1.50 0.13
> 5
> -.0174987
> .1293
city26 | .0708039 .048441 1.46 0.14
> 5
> -.024471
> .1660788
city27 | .0212942 .0373958 0.57 0.56
> 9
> -.0522567
> .0948451
city28 | .098615 .0737537 1.34 0.18
> 2
> -.0464456
> .2436757
city29 | .0417422 .0285793 1.46 0.14
> 5
> -.0144683
> .0979526
city30 | .0550368 .0410329 1.34 0.18
> 1
> -.0256677
> .1357414
city31 | .0986986 .0588011 1.68 0.09
> 4
> -.0169528
> .21435
city32 | .0529975 .0228186 2.32 0.02
> 1
> .0081174
> .0978776
city33 | .073037 .0658103 1.11 0.26
> 8
> -.0564002
> .2024742
city34 | 0 (omitted)
city35 | .0563941 .0502186 1.12 0.26
> 2
> -.0423771
> .1551652
city36 | .0067974 .0311076 0.22 0.82
> 7
> -.0543857
> .0679804
city37 | -.0057911 .028085 -0.21 0.83
> 7
> -.0610294
> .0494471
city38 | .0526535 .0538119 0.98 0.32
> 9
> -.0531851
> .1584921
city39 | .0545553 .03089 1.77 0.07
> 8
> -.0061998
> .1153104
city40 | .0276771 .0533671 0.52 0.60
> 4
> -.0772866
> .1326408
city41 | .0243685 .0383959 0.63 0.52
> 6
> -.0511495
> .0998866
city42 | .0734279 .0556593 1.32 0.18
> 8
> -.0360442
> .1828999
city43 | .0359365 .0524754 0.68 0.49
> 4
> -.0672734
> .1391464
city44 | .0646188 .0379191 1.70 0.08
> 9
> -.0099614
> .139199
city45 | .0644922 .0387424 1.66 0.09
> 7
> -.0117074
> .1406917
city46 | .0762733 .0411249 1.85 0.06
> 4
> -.0046122
> .1571587
city47 | .0860939 .0761692 1.13 0.25
> 9
> -.0637175
> .2359053
city48 | .0763358 .0514041 1.49 0.13
> 8
> -.024767
> .1774386
city49 | .0294493 .0302408 0.97 0.33
> 1
> -.0300291
> .0889277
city50 | .0456384 .046556 0.98 0.32
> 8
> -.045929
> .1372058
city51 | -.0333566 .0403889 -0.83 0.40
> 9
> -.1127944
> .0460812
city52 | .0717152 .0484032 1.48 0.13
> 9
> -.0234853
> .1669158
city53 | .0408265 .0401758 1.02 0.31
> 0
> -.0381922
> .1198452
city54 | .042788 .0420117 1.02 0.30
> 9
> -.0398417
> .1254178
city55 | .0530048 .0555687 0.95 0.34
> 1
> -.056289
> .1622987
city56 | .0255188 .0325428 0.78 0.43
> 3
> -.0384872
> .0895247
city57 | .127548 .0957314 1.33 0.18
> 4
> -.0607387
> .3158348
city58 | .0549235 .0439627 1.25 0.21
> 2
> -.0315435
> .1413904
city59 | .0259016 .0225003 1.15 0.25
> 0
> -.0183526
> .0701558
city60 | .0354809 .0424463 0.84 0.40
> 4
> -.0480035
> .1189654
city61 | .0760873 .0688468 1.11 0.27
> 0
> -.0593223
> .2114969
city62 | .0746602 .0440254 1.70 0.09
> 1
> -.0119301
> .1612505
city63 | .0973604 .0463747 2.10 0.03
> 7
> .0061495
> .1885713
city64 | -.0102356 .0370205 -0.28 0.78
> 2
> -.0830485
> .0625772
city65 | .0642943 .0497724 1.29 0.19
> 7
> -.0335992
> .1621878
city66 | .0468041 .0518993 0.90 0.36
> 8
> -.0552727
> .1488808
city67 | .1187487 .0842065 1.41 0.15
> 9
> -.0468708
> .2843681
city68 | .0604912 .0549878 1.10 0.27
> 2
> -.0476601
> .1686425
city69 | .0687677 .048803 1.41 0.16
> 0
> -.0272192
> .1647546
city70 | .0504258 .0462611 1.09 0.27
> 6
> -.0405616
> .1414131
city71 | .0721825 .0556505 1.30 0.19
> 5
> -.0372723
> .1816373
city72 | .0470955 .0457191 1.03 0.30
> 4
> -.0428259
> .137017
city73 | .0622778 .0270483 2.30 0.02
> 2
> .0090785
> .115477
city74 | .0512212 .052969 0.97 0.33
> 4
> -.0529595
> .1554018
city75 | .016859 .027779 0.61 0.54
> 4
> -.0377775
> .0714954
city76 | .0954194 .0663546 1.44 0.15
> 1
> -.0350885
> .2259273
city77 | .0722009 .0688831 1.05 0.29
> 5
> -.0632801
> .2076819
city78 | .0598969 .0462234 1.30 0.19
> 6
> -.0310165
> .1508102
city79 | .0474465 .0500442 0.95 0.34
> 4
> -.0509816
> .1458745
city80 | .070493 .0475268 1.48 0.13
> 9
> -.0229839
> .1639698
city81 | .0620292 .035187 1.76 0.07
> 9
> -.0071774
> .1312359
city82 | .0513325 .0470637 1.09 0.27
> 6
> -.0412335
> .1438986
city83 | .0507484 .0674796 0.75 0.45
> 3
> -.0819721
> .1834689
city84 | .0682627 .0439884 1.55 0.12
> 2
> -.0182547
> .1547801
city85 | .042252 .0311331 1.36 0.17
> 6
> -.0189813
> .1034853
city86 | .0437086 .0486687 0.90 0.37
> 0
> -.0520141
> .1394314
city87 | .0872416 .0576359 1.51 0.13
> 1
> -.0261182
> .2006013
city88 | .0538657 .0407439 1.32 0.18
> 7
> -.0262704
> .1340018
city89 | .0713838 .0466397 1.53 0.12
> 7
> -.0203482
> .1631159
city90 | .0792018 .0566182 1.40 0.16
> 3
> -.0321562
> .1905599
city91 | .0803457 .0623577 1.29 0.19
> 8
> -.042301
> .2029924
city92 | .078945 .059842 1.32 0.18
> 8
> -.0387538
> .1966438
city93 | .0741646 .0558364 1.33 0.18
> 5
> -.0356557
> .1839849
city94 | .0071091 .0372809 0.19 0.84
> 9
> -.0662159
> .080434
city95 | .0530269 .0507472 1.04 0.29
> 7
> -.0467838
> .1528377
city96 | .01658 .0346731 0.48 0.63
> 3
> -.0516159
> .0847759
city97 | .0127097 .0286905 0.44 0.65
> 8
> -.0437195
> .069139
city98 | .0069324 .0259292 0.27 0.78
> 9
> -.0440657
> .0579305
city99 | .0399154 .0366169 1.09 0.27
> 6
> -.0321037
> .1119344
city100 | .0072424 .0448606 0.16 0.87
> 2
> -.0809905
> .0954754
city101 | .0365837 .0380084 0.96 0.33
> 6
> -.0381722
> .1113396
city102 | .0286931 .0369348 0.78 0.43
> 8
> -.0439513
> .1013374
city103 | .0604591 .0619846 0.98 0.33
> 0
> -.0614536
> .1823718
city104 | .0499459 .0376872 1.33 0.18
> 6
> -.0241782
> .12407
city105 | .0396164 .0277399 1.43 0.15
> 4
> -.0149431
> .0941759
city106 | .0434476 .0464049 0.94 0.35
> 0
> -.0478227
> .1347178
city107 | .0233189 .0417907 0.56 0.57
> 7
> -.058876
> .1055138
city108 | .0343914 .0271999 1.26 0.20
> 7
> -.0191061
> .0878889
city109 | .035 .0479981 0.73 0.46
> 6
> -.0594038
> .1294038
city110 | .1142944 .0692866 1.65 0.10
> 0
> -.0219801
> .250569
city111 | -.0004527 .0480808 -0.01 0.99
> 2
> -.0950192
> .0941139
city112 | .0542758 .0331428 1.64 0.10
> 2
> -.0109103
> .1194618
city113 | .0230539 .0354628 0.65 0.51
> 6
> -.0466953
> .092803
city114 | .0360188 .0301782 1.19 0.23
> 3
> -.0233364
> .0953739
city115 | .0540684 .0345553 1.56 0.11
> 9
> -.0138957
> .1220325
city116 | .0176439 .0335164 0.53 0.59
> 9
> -.048277
> .0835647
rg1y1 | -.0000536 .0116694 -0.00 0.99
> 6
> -.0230053
> .0228981
rg1y2 | .0049991 .0025114 1.99 0.04
> 7
> .0000597
> .0099385
rg2y1 | .0074841 .0179291 0.42 0.67
> 7
> -.0277792
> .0427474
rg2y2 | .0149408 .0050086 2.98 0.00
> 3
> .0050898
> .0247918
rg3y1 | .0076886 .0175794 0.44 0.66
> 2
> -.026887
> .0422643
rg3y2 | .0167018 .0037316 4.48 0.00
> 0
> .0093624
> .0240412
rg4y1 | -.0067439 .0172111 -0.39 0.69
> 5
> -.0405951
> .0271074
rg4y2 | .0079234 .00491 1.61 0.10
> 7
> -.0017337
> .0175805
rg5y1 | -.0065997 .0073988 -0.89 0.37
> 3
> -.0211518
> .0079524
rg5y2 | .0173985 .0025762 6.75 0.00
> 0
> .0123317
> .0224654
rg6y1 | .0101472 .0156472 0.65 0.51
> 7
> -.0206282
> .0409226
rg6y2 | .0202886 .0055795 3.64 0.00
> 0
> .0093147
> .0312625
rg7y1 | .0047472 .0097168 0.49 0.62
> 5
> -.0143639
> .0238584
rg7y2 | .010274 .0042877 2.40 0.01
> 7
> .0018409
> .0187071
rg8y1 | -.0392904 .0104832 -3.75 0.00
> 0
> -.059909
> -.0186719
rg8y2 | -.0096096 .008489 -1.13 0.25
> 8
> -.0263059
> .0070867
rg9y1 | -.0008778 .008817 -0.10 0.92
> 1
> -.0182193
> .0164637
rg9y2 | .0159819 .0035114 4.55 0.00
> 0
> .0090757
> .0228882
age | .0249206 .0005698 43.73 0.00
> 0
> .0237999
> .0260414
agesq | -.0003416 7.33e-06 -46.58 0.00
> 0
> -.0003561
> -.0003272
married | -.0388964 .0016688 -23.31 0.00
> 0
> -.0421785
> -.0356142
black | .0009787 .0024088 0.41 0.68
> 5
> -.003759
> .0057164
children | -.0253683 .0016061 -15.80 0.00
> 0
> -.0285271
> -.0222094
child5 | -.1483461 .0042411 -34.98 0.00
> 0
> -.1566876
> -.1400047
_cons | .6589946 .0975881 6.75 0.00
> 0
> .467056
> .8509332
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg lflw (indep =ins) lwagehourgradmorey70y1-
> lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2 a
> ge agesq married black children child5 if rshare50
> <19 [aweight=perwt], cluster(metaready1)
(sum of wgt is 7.1555e+06)
Instrumental variables (2SLS) regression
> Number of obs = 332328
> F(152, 347) = 119.79
> Prob > F = 0.0000
> R-squared = 0.0592
> Root MSE = .31464
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
lflw | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0020777 .0184124 0.11 0.91
> 0
> -.0341362
> .0382917
lwagehourg~1 | .0401981 .015991 2.51 0.01
> 2
> .0087466
> .0716497
lwagehourg~2 | .0076361 .0104426 0.73 0.46
> 5
> -.0129026
> .0281748
fcollegepl~1 | .1865126 .1218871 1.53 0.12
> 7
> -.053218
> .4262431
fcollegepl~2 | .1154534 .0810023 1.43 0.15
> 5
> -.0438638
> .2747706
agmin70y1 | -.2928001 .1765011 -1.66 0.09
> 8
> -.6399467
> .0543466
agmin70y2 | .2057335 .0829041 2.48 0.01
> 4
> .0426757
> .3687913
manufact70y1 | .0324168 .0377333 0.86 0.39
> 1
> -.041798
> .1066316
manufact70y2 | .038928 .0255271 1.52 0.12
> 8
> -.0112793
> .0891353
hsservices~1 | -.1332955 .1200414 -1.11 0.26
> 8
> -.3693958
> .1028048
hsservices~2 | -.0576796 .0678574 -0.85 0.39
> 6
> -.1911431
> .0757839
lfwomencol~1 | .1426083 .0407079 3.50 0.00
> 1
> .0625431
> .2226735
lfwomencol~2 | .0657986 .0338253 1.95 0.05
> 3
> -.0007297
> .1323269
city1 | -.0071607 .0279353 -0.26 0.79
> 8
> -.0621044
> .047783
city2 | -.001514 .0364475 -0.04 0.96
> 7
> -.0731997
> .0701717
city3 | .0041688 .0316105 0.13 0.89
> 5
> -.0580035
> .0663411
city4 | -.0410255 .0275649 -1.49 0.13
> 8
> -.0952408
> .0131898
city5 | .0114656 .0202787 0.57 0.57
> 2
> -.0284191
> .0513503
city6 | -.0161101 .0616703 -0.26 0.79
> 4
> -.1374048
> .1051846
city7 | -.0057925 .0334494 -0.17 0.86
> 3
> -.0715815
> .0599965
city8 | -.0294085 .0417534 -0.70 0.48
> 2
> -.1115301
> .0527131
city9 | -.0665548 .0476218 -1.40 0.16
> 3
> -.1602185
> .027109
city10 | .0006905 .057315 0.01 0.99
> 0
> -.1120381
> .1134191
city11 | -.0180697 .0315066 -0.57 0.56
> 7
> -.0800377
> .0438984
city12 | -.0318066 .0287039 -1.11 0.26
> 9
> -.0882621
> .0246488
city13 | -.0019752 .0126078 -0.16 0.87
> 6
> -.0267726
> .0228221
city14 | -.0258926 .0332692 -0.78 0.43
> 7
> -.0913272
> .039542
city15 | -.0066908 .0531732 -0.13 0.90
> 0
> -.1112731
> .0978915
city16 | -.0053892 .0332476 -0.16 0.87
> 1
> -.0707814
> .0600029
city17 | -.0094498 .0218891 -0.43 0.66
> 6
> -.0525017
> .0336021
city18 | -.020244 .0307283 -0.66 0.51
> 0
> -.0806811
> .0401931
city19 | -.0036306 .0504672 -0.07 0.94
> 3
> -.1028907
> .0956295
city20 | -.0319109 .031034 -1.03 0.30
> 5
> -.0929492
> .0291275
city21 | -.011425 .0758375 -0.15 0.88
> 0
> -.1605839
> .137734
city22 | -.0285287 .0299518 -0.95 0.34
> 2
> -.0874386
> .0303811
city23 | -.0137801 .0438825 -0.31 0.75
> 4
> -.1000892
> .0725291
city24 | -.0049685 .047921 -0.10 0.91
> 7
> -.0992206
> .0892836
city25 | .0096411 .0288885 0.33 0.73
> 9
> -.0471775
> .0664597
city26 | -.0001153 .0422192 -0.00 0.99
> 8
> -.083153
> .0829225
city27 | -.0230491 .0285978 -0.81 0.42
> 1
> -.079296
> .0331977
city28 | -.0182489 .0682866 -0.27 0.78
> 9
> -.1525567
> .1160589
city29 | .0161642 .0177056 0.91 0.36
> 2
> -.0186596
> .0509881
city30 | -.0050167 .033598 -0.15 0.88
> 1
> -.0710981
> .0610647
city31 | .0040545 .0537694 0.08 0.94
> 0
> -.1017005
> .1098095
city32 | .0374151 .0117737 3.18 0.00
> 2
> .0142583
> .060572
city33 | -.0300336 .0605117 -0.50 0.62
> 0
> -.1490494
> .0889823
city34 | 0 (omitted)
city35 | -.0174359 .0439353 -0.40 0.69
> 2
> -.1038489
> .0689772
city36 | -.0184664 .0244461 -0.76 0.45
> 1
> -.0665476
> .0296147
city37 | -.0490483 .0189186 -2.59 0.01
> 0
> -.0862578
> -.0118388
city38 | -.0289487 .0473115 -0.61 0.54
> 1
> -.1220021
> .0641047
city39 | .0170271 .0211801 0.80 0.42
> 2
> -.0246306
> .0586847
city40 | -.0554593 .0500195 -1.11 0.26
> 8
> -.1538389
> .0429203
city41 | -.0320113 .0315021 -1.02 0.31
> 0
> -.0939703
> .0299477
city42 | -.013522 .0489764 -0.28 0.78
> 3
> -.10985
> .082806
city43 | -.0402421 .0450068 -0.89 0.37
> 2
> -.1287626
> .0482783
city44 | .0150556 .0302339 0.50 0.61
> 9
> -.0444092
> .0745203
city45 | .0125374 .0309235 0.41 0.68
> 5
> -.0482837
> .0733585
city46 | .0136585 .0330297 0.41 0.67
> 9
> -.0513051
> .0786221
city47 | -.0345441 .0721351 -0.48 0.63
> 2
> -.1764212
> .107333
city48 | .0046238 .0444723 0.10 0.91
> 7
> -.0828455
> .092093
city49 | -.006221 .0203685 -0.31 0.76
> 0
> -.0462823
> .0338403
city50 | -.0245094 .0400906 -0.61 0.54
> 1
> -.1033607
> .0543418
city51 | -.0639099 .0354481 -1.80 0.07
> 2
> -.13363
> .0058103
city52 | -.0040509 .0427779 -0.09 0.92
> 5
> -.0881875
> .0800857
city53 | -.0134703 .0321798 -0.42 0.67
> 6
> -.0767622
> .0498216
city54 | -.0114222 .0336129 -0.34 0.73
> 4
> -.0775329
> .0546884
city55 | -.0303246 .0503576 -0.60 0.54
> 7
> -.1293692
> .06872
city56 | -.02348 .0243184 -0.97 0.33
> 5
> -.07131
> .02435
city57 | -.0266742 .0923447 -0.29 0.77
> 3
> -.2082999
> .1549515
city58 | -.0142399 .0373131 -0.38 0.70
> 3
> -.0876283
> .0591484
city59 | .0082326 .0120528 0.68 0.49
> 5
> -.015473
> .0319383
city60 | -.0251973 .0353839 -0.71 0.47
> 7
> -.0947912
> .0443966
city61 | -.0261433 .0638274 -0.41 0.68
> 2
> -.1516806
> .099394
city62 | .0087722 .0370986 0.24 0.81
> 3
> -.0641941
> .0817386
city63 | .0283949 .0392043 0.72 0.46
> 9
> -.0487131
> .1055028
city64 | -.0608105 .0305228 -1.99 0.04
> 7
> -.1208436
> -.0007774
city65 | -.012284 .0434478 -0.28 0.77
> 8
> -.0977382
> .0731703
city66 | -.0290205 .0454249 -0.64 0.52
> 3
> -.1183633
> .0603223
city67 | -.0163502 .0810713 -0.20 0.84
> 0
> -.1758033
> .1431029
city68 | -.0192938 .0485081 -0.40 0.69
> 1
> -.1147007
> .0761132
city69 | -.005303 .0423955 -0.13 0.90
> 1
> -.0886875
> .0780815
city70 | -.0264484 .0412744 -0.64 0.52
> 2
> -.1076279
> .054731
city71 | -.0123561 .0494226 -0.25 0.80
> 3
> -.1095616
> .0848494
city72 | -.0185288 .0394284 -0.47 0.63
> 9
> -.0960776
> .0590199
city73 | .0337913 .016782 2.01 0.04
> 5
> .0007839
> .0667986
city74 | -.0269719 .0462652 -0.58 0.56
> 0
> -.1179675
> .0640237
city75 | -.0136347 .0183208 -0.74 0.45
> 7
> -.0496684
> .022399
city76 | -.0076456 .061228 -0.12 0.90
> 1
> -.1280703
> .1127791
city77 | -.0335979 .0637037 -0.53 0.59
> 8
> -.1588918
> .091696
city78 | -.0058164 .0387775 -0.15 0.88
> 1
> -.082085
> .0704522
city79 | -.0274529 .0440108 -0.62 0.53
> 3
> -.1140144
> .0591087
city80 | -.0023135 .0406635 -0.06 0.95
> 5
> -.0822914
> .0776645
city81 | .0098982 .0296198 0.33 0.73
> 8
> -.0483587
> .068155
city82 | -.016868 .0398443 -0.42 0.67
> 2
> -.0952347
> .0614987
city83 | -.0536551 .0624092 -0.86 0.39
> 1
> -.176403
> .0690929
city84 | .0051237 .0360253 0.14 0.88
> 7
> -.0657318
> .0759792
city85 | .0024082 .0208508 0.12 0.90
> 8
> -.0386017
> .0434181
city86 | -.0255392 .0422807 -0.60 0.54
> 6
> -.1086979
> .0576195
city87 | -.0039555 .0519072 -0.08 0.93
> 9
> -.1060478
> .0981368
city88 | -.0080687 .0364534 -0.22 0.82
> 5
> -.0797662
> .0636288
city89 | .0004299 .040259 0.01 0.99
> 1
> -.0787525
> .0796123
city90 | -.0070322 .0507949 -0.14 0.89
> 0
> -.1069369
> .0928724
city91 | -.011925 .056638 -0.21 0.83
> 3
> -.123322
> .099472
city92 | -.0124394 .0534474 -0.23 0.81
> 6
> -.1175611
> .0926822
city93 | -.0126093 .049781 -0.25 0.80
> 0
> -.1105197
> .0853011
city94 | -.0490575 .0311006 -1.58 0.11
> 6
> -.1102269
> .0121119
city95 | -.0249887 .0444854 -0.56 0.57
> 5
> -.1124836
> .0625062
city96 | -.0300044 .0269607 -1.11 0.26
> 7
> -.0830313
> .0230226
city97 | -.0113446 .0207218 -0.55 0.58
> 4
> -.0521007
> .0294115
city98 | -.0232247 .0168195 -1.38 0.16
> 8
> -.0563057
> .0098563
city99 | -.0133393 .0289451 -0.46 0.64
> 5
> -.0702692
> .0435906
city100 | -.047441 .0362585 -1.31 0.19
> 2
> -.1187552
> .0238731
city101 | -.0160633 .0308144 -0.52 0.60
> 2
> -.0766698
> .0445431
city102 | -.0230563 .0291873 -0.79 0.43
> 0
> -.0804625
> .0343499
city103 | -.0323872 .0566 -0.57 0.56
> 8
> -.1437094
> .0789351
city104 | .0017365 .0304239 0.06 0.95
> 5
> -.0581019
> .061575
city105 | .0048334 .0183871 0.26 0.79
> 3
> -.0313307
> .0409976
city106 | -.0234644 .0400156 -0.59 0.55
> 8
> -.102168
> .0552392
city107 | -.0310262 .0335877 -0.92 0.35
> 6
> -.0970872
> .0350349
city108 | .0011489 .0178414 0.06 0.94
> 9
> -.033942
> .0362398
city109 | -.0326422 .0406327 -0.80 0.42
> 2
> -.1125595
> .0472751
city110 | .0039597 .0653284 0.06 0.95
> 2
> -.1245297
> .1324491
city111 | -.0686945 .0408732 -1.68 0.09
> 4
> -.1490849
> .0116958
city112 | .017038 .025088 0.68 0.49
> 8
> -.0323057
> .0663818
city113 | -.0193335 .0273517 -0.71 0.48
> 0
> -.0731294
> .0344625
city114 | .0037401 .0199558 0.19 0.85
> 1
> -.0355095
> .0429897
city115 | .0060239 .0277389 0.22 0.82
> 8
> -.0485337
> .0605815
city116 | -.0292249 .025434 -1.15 0.25
> 1
> -.0792491
> .0207993
rg1y1 | -.1996642 .0606933 -3.29 0.00
> 1
> -.3190373
> -.0802911
rg1y2 | -.0663611 .0399063 -1.66 0.09
> 7
> -.1448498
> .0121275
rg2y1 | -.2016779 .0639098 -3.16 0.00
> 2
> -.3273773
> -.0759786
rg2y2 | -.0613008 .0409994 -1.50 0.13
> 6
> -.1419394
> .0193379
rg3y1 | -.1995052 .0628663 -3.17 0.00
> 2
> -.3231522
> -.0758581
rg3y2 | -.0578206 .0398002 -1.45 0.14
> 7
> -.1361006
> .0204593
rg4y1 | -.2076272 .0626878 -3.31 0.00
> 1
> -.3309231
> -.0843312
rg4y2 | -.0642979 .0390277 -1.65 0.10
> 0
> -.1410585
> .0124626
rg5y1 | -.1953738 .0570018 -3.43 0.00
> 1
> -.3074863
> -.0832614
rg5y2 | -.0528719 .0381209 -1.39 0.16
> 6
> -.1278491
> .0221053
rg6y1 | -.1909039 .0621262 -3.07 0.00
> 2
> -.3130953
> -.0687125
rg6y2 | -.0570816 .0403443 -1.41 0.15
> 8
> -.1364318
> .0222686
rg7y1 | -.1793667 .0589068 -3.04 0.00
> 3
> -.295226
> -.0635073
rg7y2 | -.0578723 .0377298 -1.53 0.12
> 6
> -.1320802
> .0163356
rg8y1 | -.2005702 .0543309 -3.69 0.00
> 0
> -.3074294
> -.0937109
rg8y2 | -.0641612 .0339302 -1.89 0.05
> 9
> -.130896
> .0025736
rg9y1 | -.1818592 .0553522 -3.29 0.00
> 1
> -.2907272
> -.0729911
rg9y2 | -.0535583 .0375093 -1.43 0.15
> 4
> -.1273326
> .0202159
age | .0249161 .0005693 43.76 0.00
> 0
> .0237964
> .0260359
agesq | -.0003416 7.33e-06 -46.63 0.00
> 0
> -.000356
> -.0003271
married | -.0388958 .001665 -23.36 0.00
> 0
> -.0421705
> -.0356211
black | .0010446 .0024171 0.43 0.66
> 6
> -.0037094
> .0057987
children | -.0254504 .0016027 -15.88 0.00
> 0
> -.0286026
> -.0222982
child5 | -.1482739 .0042355 -35.01 0.00
> 0
> -.1566045
> -.1399434
_cons | .517009 .1024689 5.05 0.00
> 0
> .3154707
> .7185473
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg lflw (indep =ins) city1-city116 rg1y1-rg9y
> 2 age agesq married black children child5 if rshar
> e50<48 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.1554e+07)
Instrumental variables (2SLS) regression
> Number of obs = 535752
> F(140, 347) = 125.81
> Prob > F = 0.0000
> R-squared = 0.0572
> Root MSE = .32086
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
lflw | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | -.0428408 .0170856 -2.51 0.01
> 3
> -.0764451
> -.0092364
city1 | .0509339 .031966 1.59 0.11
> 2
> -.0119375
> .1138054
city2 | .0785203 .0367759 2.14 0.03
> 3
> .0061886
> .1508521
city3 | .0703111 .0364928 1.93 0.05
> 5
> -.0014637
> .142086
city4 | .0471718 .0320215 1.47 0.14
> 2
> -.0158088
> .1101524
city5 | .0480655 .0234969 2.05 0.04
> 2
> .0018512
> .0942799
city6 | .1413223 .0625646 2.26 0.02
> 5
> .0182687
> .2643759
city7 | .0676988 .035872 1.89 0.06
> 0
> -.0028552
> .1382528
city8 | .0814554 .0441417 1.85 0.06
> 6
> -.0053635
> .1682743
city9 | .0153913 .0441436 0.35 0.72
> 8
> -.0714313
> .102214
city10 | .1509234 .0591236 2.55 0.01
> 1
> .0346377
> .2672091
city11 | .0479509 .0382241 1.25 0.21
> 1
> -.0272292
> .123131
city12 | .0326243 .0321588 1.01 0.31
> 1
> -.0306264
> .0958751
city13 | .0207373 .0227181 0.91 0.36
> 2
> -.0239453
> .0654198
city14 | .0652603 .0371129 1.76 0.08
> 0
> -.0077344
> .1382549
city15 | .1290309 .0542922 2.38 0.01
> 8
> .0222477
> .2358142
city16 | .0799754 .0372233 2.15 0.03
> 2
> .0067637
> .153187
city17 | .0348752 .0262789 1.33 0.18
> 5
> -.0168107
> .0865612
city18 | .0412648 .0353491 1.17 0.24
> 4
> -.0282606
> .1107902
city19 | .1298292 .0522674 2.48 0.01
> 3
> .0270283
> .23263
city20 | .0483047 .0341222 1.42 0.15
> 8
> -.0188077
> .115417
city21 | .184652 .0748547 2.47 0.01
> 4
> .0374259
> .331878
city22 | .0320339 .032415 0.99 0.32
> 4
> -.0317206
> .0957885
city23 | .1003348 .04646 2.16 0.03
> 1
> .008956
> .1917135
city24 | .1172829 .0499817 2.35 0.02
> 0
> .0189777
> .2155882
city25 | .0666397 .035156 1.90 0.05
> 9
> -.002506
> .1357854
city26 | .1051867 .0445816 2.36 0.01
> 9
> .0175026
> .1928707
city27 | .0399323 .034103 1.17 0.24
> 2
> -.0271422
> .1070068
city28 | .1602174 .0691034 2.32 0.02
> 1
> .0243032
> .2961317
city29 | .0483238 .026391 1.83 0.06
> 8
> -.0035826
> .1002302
city30 | .0796539 .0377534 2.11 0.03
> 6
> .0053995
> .1539082
city31 | .1378449 .0544007 2.53 0.01
> 2
> .0308484
> .2448415
city32 | .0599013 .0207729 2.88 0.00
> 4
> .0190448
> .1007579
city33 | .1297354 .0615067 2.11 0.03
> 6
> .0087626
> .2507083
city34 | 0 (omitted)
city35 | .085863 .0464298 1.85 0.06
> 5
> -.0054562
> .1771821
city36 | .0132317 .0293263 0.45 0.65
> 2
> -.0444479
> .0709113
city37 | .0026016 .0255274 0.10 0.91
> 9
> -.0476062
> .0528095
city38 | .0934984 .049391 1.89 0.05
> 9
> -.003645
> .1906418
city39 | .0706954 .0294514 2.40 0.01
> 7
> .0127697
> .1286211
city40 | .0359238 .0535723 0.67 0.50
> 3
> -.0694434
> .1412911
city41 | .0606188 .0347397 1.74 0.08
> 2
> -.007708
> .1289456
city42 | .1177741 .0514583 2.29 0.02
> 3
> .0165647
> .2189835
city43 | .0829126 .0462822 1.79 0.07
> 4
> -.0081164
> .1739417
city44 | .0808368 .0347477 2.33 0.02
> 1
> .0124942
> .1491794
city45 | .0893547 .0356912 2.50 0.01
> 3
> .0191563
> .1595531
city46 | .0962809 .0384601 2.50 0.01
> 3
> .0206366
> .1719252
city47 | .1514723 .0713465 2.12 0.03
> 4
> .0111463
> .2917984
city48 | .1160297 .0473885 2.45 0.01
> 5
> .0228248
> .2092346
city49 | .0453947 .0294543 1.54 0.12
> 4
> -.0125367
> .1033261
city50 | .0834963 .0426913 1.96 0.05
> 1
> -.0004699
> .1674626
city51 | -.0159497 .0297233 -0.54 0.59
> 2
> -.0744102
> .0425108
city52 | .1157912 .044569 2.60 0.01
> 0
> .0281318
> .2034506
city53 | .0649442 .0365061 1.78 0.07
> 6
> -.0068568
> .1367453
city54 | .0650427 .0374953 1.73 0.08
> 4
> -.008704
> .1387893
city55 | .0985206 .0514252 1.92 0.05
> 6
> -.0026237
> .1996648
city56 | .0467183 .0298623 1.56 0.11
> 9
> -.0120155
> .1054522
city57 | .2102525 .0890029 2.36 0.01
> 9
> .0351995
> .3853054
city58 | .0873521 .0402243 2.17 0.03
> 1
> .0082379
> .1664663
city59 | .0350124 .0209525 1.67 0.09
> 6
> -.0061976
> .0762223
city60 | .0680089 .0390073 1.74 0.08
> 2
> -.0087116
> .1447293
city61 | .129326 .0638313 2.03 0.04
> 4
> .003781
> .2548709
city62 | .0978057 .040535 2.41 0.01
> 6
> .0180804
> .177531
city63 | .1235698 .0427789 2.89 0.00
> 4
> .0394312
> .2077084
city64 | .0097369 .0313316 0.31 0.75
> 6
> -.0518869
> .0713606
city65 | .096976 .0459363 2.11 0.03
> 5
> .0066274
> .1873245
city66 | .0848836 .047633 1.78 0.07
> 6
> -.0088021
> .1785694
city67 | .1871135 .0788281 2.37 0.01
> 8
> .0320725
> .3421545
city68 | .103932 .0508845 2.04 0.04
> 2
> .0038511
> .2040129
city69 | .104756 .0449299 2.33 0.02
> 0
> .0163868
> .1931253
city70 | .0937353 .0424578 2.21 0.02
> 8
> .0102282
> .1772424
city71 | .1191454 .0517843 2.30 0.02
> 2
> .0172947
> .220996
city72 | .0745921 .0413811 1.80 0.07
> 2
> -.0067973
> .1559814
city73 | .0753167 .0243239 3.10 0.00
> 2
> .0274759
> .1231574
city74 | .0848907 .0490555 1.73 0.08
> 4
> -.0115928
> .1813743
city75 | .028828 .0263255 1.10 0.27
> 4
> -.0229496
> .0806057
city76 | .1462027 .0615955 2.37 0.01
> 8
> .0250551
> .2673503
city77 | .1262581 .0641532 1.97 0.05
> 0
> .0000802
> .2524361
city78 | .0931095 .0424321 2.19 0.02
> 9
> .009653
> .176566
city79 | .0809582 .0463034 1.75 0.08
> 1
> -.0101123
> .1720288
city80 | .1009641 .0452163 2.23 0.02
> 6
> .0120317
> .1898965
city81 | .0696109 .0317213 2.19 0.02
> 9
> .0072207
> .1320011
city82 | .0888842 .0431286 2.06 0.04
> 0
> .0040579
> .1737105
city83 | .1022189 .0632725 1.62 0.10
> 7
> -.0222271
> .2266648
city84 | .0870644 .0392349 2.22 0.02
> 7
> .0098962
> .1642325
city85 | .056297 .0288576 1.95 0.05
> 2
> -.0004608
> .1130548
city86 | .0873713 .0447317 1.95 0.05
> 2
> -.0006081
> .1753506
city87 | .1290477 .0532729 2.42 0.01
> 6
> .0242692
> .2338262
city88 | .063185 .0370193 1.71 0.08
> 9
> -.0096255
> .1359955
city89 | .0942483 .0425296 2.22 0.02
> 7
> .0106
> .1778965
city90 | .1146079 .0527008 2.17 0.03
> 0
> .0109547
> .2182611
city91 | .1290617 .0576032 2.24 0.02
> 6
> .0157663
> .2423571
city92 | .126143 .0575491 2.19 0.02
> 9
> .0129541
> .2393319
city93 | .1203884 .0513655 2.34 0.02
> 0
> .0193614
> .2214154
city94 | .044943 .034859 1.29 0.19
> 8
> -.0236186
> .1135046
city95 | .0983909 .0467386 2.11 0.03
> 6
> .0064642
> .1903175
city96 | .037335 .0353869 1.06 0.29
> 2
> -.0322648
> .1069349
city97 | .0275949 .0243572 1.13 0.25
> 8
> -.0203114
> .0755012
city98 | .0200168 .0231322 0.87 0.38
> 7
> -.0254802
> .0655138
city99 | .0686675 .0328024 2.09 0.03
> 7
> .0041511
> .133184
city100 | .0349249 .0391774 0.89 0.37
> 3
> -.0421303
> .11198
city101 | .0576355 .0353143 1.63 0.10
> 4
> -.0118215
> .1270925
city102 | .0454363 .0333738 1.36 0.17
> 4
> -.0202041
> .1110768
city103 | .1059908 .0567089 1.87 0.06
> 2
> -.0055455
> .2175272
city104 | .0673438 .0328107 2.05 0.04
> 1
> .0028109
> .1318767
city105 | .0480689 .0249203 1.93 0.05
> 5
> -.0009449
> .0970827
city106 | .0614946 .0419329 1.47 0.14
> 3
> -.02098
> .1439692
city107 | .053691 .039179 1.37 0.17
> 1
> -.0233672
> .1307491
city108 | .0359252 .0250275 1.44 0.15
> 2
> -.0132995
> .0851498
city109 | .0755214 .0452489 1.67 0.09
> 6
> -.0134752
> .1645181
city110 | .1676477 .0645054 2.60 0.01
> 0
> .040777
> .2945185
city111 | .0310609 .0442374 0.70 0.48
> 3
> -.0559463
> .1180681
city112 | .0568831 .0289094 1.97 0.05
> 0
> .0000233
> .1137428
city113 | .0494883 .0304574 1.62 0.10
> 5
> -.0104161
> .1093927
city114 | .0438783 .0264927 1.66 0.09
> 9
> -.0082282
> .0959847
city115 | .0732261 .0326663 2.24 0.02
> 6
> .0089771
> .137475
city116 | .0412765 .0320966 1.29 0.19
> 9
> -.0218519
> .1044049
rg1y1 | .0111359 .0113526 0.98 0.32
> 7
> -.0111927
> .0334645
rg1y2 | .0060621 .0031102 1.95 0.05
> 2
> -.000055
> .0121792
rg2y1 | .0248858 .0173967 1.43 0.15
> 3
> -.0093305
> .0591021
rg2y2 | .0165253 .0047539 3.48 0.00
> 1
> .0071753
> .0258753
rg3y1 | .0212567 .0165117 1.29 0.19
> 9
> -.0112188
> .0537323
rg3y2 | .0155698 .0033173 4.69 0.00
> 0
> .0090452
> .0220943
rg4y1 | .0082368 .0165386 0.50 0.61
> 9
> -.0242917
> .0407654
rg4y2 | .0034298 .0052023 0.66 0.51
> 0
> -.0068023
> .0136619
rg5y1 | -.0018906 .0076336 -0.25 0.80
> 5
> -.0169046
> .0131233
rg5y2 | .0162343 .0026056 6.23 0.00
> 0
> .0111094
> .0213591
rg6y1 | .0163642 .0140737 1.16 0.24
> 6
> -.0113162
> .0440446
rg6y2 | .0213154 .0047387 4.50 0.00
> 0
> .0119951
> .0306356
rg7y1 | .0082303 .0083095 0.99 0.32
> 3
> -.0081131
> .0245736
rg7y2 | .0050874 .0040547 1.25 0.21
> 0
> -.0028875
> .0130624
rg8y1 | -.0344854 .0098953 -3.49 0.00
> 1
> -.0539477
> -.0150231
rg8y2 | -.0171723 .0078273 -2.19 0.02
> 9
> -.0325672
> -.0017773
rg9y1 | -.0044438 .0101563 -0.44 0.66
> 2
> -.0244194
> .0155318
rg9y2 | .0104378 .0039557 2.64 0.00
> 9
> .0026576
> .0182179
age | .0259128 .0005248 49.38 0.00
> 0
> .0248807
> .0269449
agesq | -.0003512 6.86e-06 -51.21 0.00
> 0
> -.0003646
> -.0003377
married | -.0401642 .0015646 -25.67 0.00
> 0
> -.0432416
> -.0370869
black | -.0003222 .0023976 -0.13 0.89
> 3
> -.0050379
> .0043934
children | -.0282631 .001373 -20.59 0.00
> 0
> -.0309635
> -.0255627
child5 | -.1474774 .0038337 -38.47 0.00
> 0
> -.1550176
> -.1399373
_cons | .7316896 .0934108 7.83 0.00
> 0
> .547967
> .9154123
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg lflw (indep =ins) lwagehourgradmorey70y1-
> lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2 a
> ge agesq married black children child5 if rshare50
> <48 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.1554e+07)
Instrumental variables (2SLS) regression
> Number of obs = 535752
> F(152, 347) = 126.57
> Prob > F = 0.0000
> R-squared = 0.0577
> Root MSE = .32079
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
lflw | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | -.0162005 .0152907 -1.06 0.29
> 0
> -.0462745
> .0138736
lwagehourg~1 | .0316801 .0129312 2.45 0.01
> 5
> .0062467
> .0571134
lwagehourg~2 | .0154757 .0082509 1.88 0.06
> 2
> -.0007523
> .0317038
fcollegepl~1 | .0794566 .1283444 0.62 0.53
> 6
> -.1729743
> .3318875
fcollegepl~2 | -.011334 .0714544 -0.16 0.87
> 4
> -.1518723
> .1292043
agmin70y1 | -.5606731 .157512 -3.56 0.00
> 0
> -.8704716
> -.2508746
agmin70y2 | .0518584 .0907973 0.57 0.56
> 8
> -.1267239
> .2304407
manufact70y1 | .0053394 .0284162 0.19 0.85
> 1
> -.0505501
> .061229
manufact70y2 | .0125427 .0195888 0.64 0.52
> 2
> -.0259851
> .0510705
hsservices~1 | -.0645409 .0958871 -0.67 0.50
> 1
> -.253134
> .1240521
hsservices~2 | .0374491 .0583839 0.64 0.52
> 2
> -.0773817
> .1522799
lfwomencol~1 | .0937612 .0346603 2.71 0.00
> 7
> .0255904
> .161932
lfwomencol~2 | .0341441 .0290323 1.18 0.24
> 0
> -.0229575
> .0912456
city1 | -.0020686 .0248313 -0.08 0.93
> 4
> -.0509074
> .0467703
city2 | .0220201 .031716 0.69 0.48
> 8
> -.0403597
> .0843999
city3 | .0078146 .0279034 0.28 0.78
> 0
> -.0470665
> .0626958
city4 | -.0043884 .0250317 -0.18 0.86
> 1
> -.0536212
> .0448445
city5 | .0178093 .0175202 1.02 0.31
> 0
> -.0166499
> .0522685
city6 | .0352537 .0519536 0.68 0.49
> 8
> -.0669299
> .1374372
city7 | .0096871 .0285446 0.34 0.73
> 5
> -.0464552
> .0658293
city8 | .0062486 .0359558 0.17 0.86
> 2
> -.0644702
> .0769674
city9 | -.0431488 .0407833 -1.06 0.29
> 1
> -.1233624
> .0370648
city10 | .053156 .0478369 1.11 0.26
> 7
> -.0409309
> .1472428
city11 | -.0093445 .0319609 -0.29 0.77
> 0
> -.072206
> .0535171
city12 | -.0178074 .0252669 -0.70 0.48
> 1
> -.067503
> .0318882
city13 | -.0035487 .0164685 -0.22 0.83
> 0
> -.0359394
> .028842
city14 | .0028897 .0289695 0.10 0.92
> 1
> -.0540882
> .0598676
city15 | .0361581 .0446887 0.81 0.41
> 9
> -.0517367
> .124053
city16 | .0194399 .0291258 0.67 0.50
> 5
> -.0378453
> .0767252
city17 | -.0015833 .019633 -0.08 0.93
> 6
> -.0401979
> .0370313
city18 | -.0140452 .0265573 -0.53 0.59
> 7
> -.0662788
> .0381884
city19 | .041776 .0424005 0.99 0.32
> 5
> -.0416182
> .1251703
city20 | -.0112979 .0261557 -0.43 0.66
> 6
> -.0627416
> .0401457
city21 | .0572382 .063172 0.91 0.36
> 6
> -.0670099
> .1814863
city22 | -.0207017 .0256804 -0.81 0.42
> 1
> -.0712105
> .0298071
city23 | .0205055 .037358 0.55 0.58
> 3
> -.052971
> .0939821
city24 | .0324677 .0401739 0.81 0.42
> 0
> -.0465472
> .1114826
city25 | .0155052 .0277844 0.56 0.57
> 7
> -.0391418
> .0701523
city26 | .0297263 .0363121 0.82 0.41
> 4
> -.0416931
> .1011458
city27 | -.0038456 .0261793 -0.15 0.88
> 3
> -.0553357
> .0476444
city28 | .0416924 .0573589 0.73 0.46
> 8
> -.0711224
> .1545073
city29 | .0181926 .0190909 0.95 0.34
> 1
> -.0193557
> .055741
city30 | .017296 .0298026 0.58 0.56
> 2
> -.0413205
> .0759125
city31 | .0414366 .0451457 0.92 0.35
> 9
> -.0473571
> .1302303
city32 | .0356461 .0155515 2.29 0.02
> 2
> .005059
> .0662332
city33 | .0246211 .0508149 0.48 0.62
> 8
> -.0753229
> .1245651
city34 | 0 (omitted)
city35 | .0092689 .0382542 0.24 0.80
> 9
> -.0659704
> .0845082
city36 | -.0126815 .0243175 -0.52 0.60
> 2
> -.0605097
> .0351467
city37 | -.0438423 .0190391 -2.30 0.02
> 2
> -.0812888
> -.0063958
city38 | .007888 .0402313 0.20 0.84
> 5
> -.0712399
> .0870159
city39 | .0279885 .0212278 1.32 0.18
> 8
> -.0137628
> .0697398
city40 | -.0396938 .0433134 -0.92 0.36
> 0
> -.1248837
> .0454961
city41 | .0026712 .0275936 0.10 0.92
> 3
> -.0516006
> .0569429
city42 | .0320997 .0415839 0.77 0.44
> 1
> -.0496886
> .113888
city43 | .0064796 .0372859 0.17 0.86
> 2
> -.0668552
> .0798145
city44 | .0262745 .0270867 0.97 0.33
> 3
> -.0270002
> .0795493
city45 | .0323998 .0281722 1.15 0.25
> 1
> -.0230099
> .0878096
city46 | .0333764 .0312993 1.07 0.28
> 7
> -.0281839
> .0949366
city47 | .0323127 .0603763 0.54 0.59
> 3
> -.0864369
> .1510622
city48 | .0401392 .0379968 1.06 0.29
> 2
> -.0345939
> .1148722
city49 | .0049369 .0214074 0.23 0.81
> 8
> -.0371677
> .0470414
city50 | .0082026 .034315 0.24 0.81
> 1
> -.059289
> .0756943
city51 | -.040547 .0225828 -1.80 0.07
> 3
> -.0849634
> .0038693
city52 | .0389068 .036587 1.06 0.28
> 8
> -.0330533
> .1108669
city53 | .0066663 .0281191 0.24 0.81
> 3
> -.048639
> .0619716
city54 | .0129684 .0284458 0.46 0.64
> 9
> -.0429795
> .0689163
city55 | .011864 .0422382 0.28 0.77
> 9
> -.071211
> .0949391
city56 | -.0052445 .0243605 -0.22 0.83
> 0
> -.0531573
> .0426684
city57 | .0564089 .076335 0.74 0.46
> 0
> -.0937286
> .2065463
city58 | .0162301 .0322593 0.50 0.61
> 5
> -.0472183
> .0796785
city59 | .0128179 .0153577 0.83 0.40
> 5
> -.0173879
> .0430238
city60 | .0037817 .030987 0.12 0.90
> 3
> -.0571642
> .0647276
city61 | .0237387 .053208 0.45 0.65
> 6
> -.080912
> .1283895
city62 | .028417 .0322491 0.88 0.37
> 9
> -.0350112
> .0918453
city63 | .0506417 .0339063 1.49 0.13
> 6
> -.016046
> .1173294
city64 | -.04333 .0247026 -1.75 0.08
> 0
> -.0919157
> .0052558
city65 | .0171059 .0370039 0.46 0.64
> 4
> -.0556742
> .089886
city66 | .004977 .0384502 0.13 0.89
> 7
> -.0706477
> .0806018
city67 | .0514721 .0674197 0.76 0.44
> 6
> -.0811307
> .1840749
city68 | .0185205 .0410967 0.45 0.65
> 3
> -.0623096
> .0993505
city69 | .0289882 .0364046 0.80 0.42
> 6
> -.0426133
> .1005896
city70 | .0171072 .0354564 0.48 0.63
> 0
> -.0526293
> .0868438
city71 | .0317063 .0422005 0.75 0.45
> 3
> -.0512947
> .1147073
city72 | .005403 .0334516 0.16 0.87
> 2
> -.0603904
> .0711965
city73 | .0391908 .0177437 2.21 0.02
> 8
> .0042921
> .0740895
city74 | .0030695 .0391589 0.08 0.93
> 8
> -.0739491
> .0800881
city75 | -.0046439 .0203781 -0.23 0.82
> 0
> -.044724
> .0354361
city76 | .0416258 .0511414 0.81 0.41
> 6
> -.0589603
> .1422118
city77 | .0203639 .053291 0.38 0.70
> 3
> -.0844501
> .1251779
city78 | .0236504 .0333299 0.71 0.47
> 8
> -.0419036
> .0892043
city79 | .003135 .0375723 0.08 0.93
> 4
> -.0707631
> .0770331
city80 | .0260076 .0357997 0.73 0.46
> 8
> -.044404
> .0964192
city81 | .0197924 .0252874 0.78 0.43
> 4
> -.0299435
> .0695283
city82 | .0167111 .0342056 0.49 0.62
> 5
> -.0505653
> .0839874
city83 | -.0036947 .0525268 -0.07 0.94
> 4
> -.1070056
> .0996162
city84 | .0230736 .0309433 0.75 0.45
> 6
> -.0377864
> .0839336
city85 | .0099187 .0206005 0.48 0.63
> 0
> -.0305988
> .0504362
city86 | .0128687 .0361598 0.36 0.72
> 2
> -.0582512
> .0839886
city87 | .0362773 .0439091 0.83 0.40
> 9
> -.0500843
> .1226388
city88 | .0076854 .0314492 0.24 0.80
> 7
> -.0541697
> .0695404
city89 | .020964 .0342205 0.61 0.54
> 1
> -.0463418
> .0882698
city90 | .0242337 .0430989 0.56 0.57
> 4
> -.0605342
> .1090017
city91 | .0323183 .0472604 0.68 0.49
> 5
> -.0606346
> .1252712
city92 | .0310594 .045597 0.68 0.49
> 6
> -.0586219
> .1207406
city93 | .031444 .0419525 0.75 0.45
> 4
> -.0510692
> .1139572
city94 | -.0141672 .0284684 -0.50 0.61
> 9
> -.0701595
> .0418251
city95 | .0173496 .0378875 0.46 0.64
> 7
> -.0571685
> .0918677
city96 | -.0102698 .0299795 -0.34 0.73
> 2
> -.0692343
> .0486947
city97 | -.0029128 .0184261 -0.16 0.87
> 4
> -.0391538
> .0333282
city98 | -.0178263 .0178589 -1.00 0.31
> 9
> -.0529516
> .0172991
city99 | .0140596 .0258037 0.54 0.58
> 6
> -.0366918
> .064811
city100 | -.0218101 .0306812 -0.71 0.47
> 8
> -.0821545
> .0385344
city101 | .0015932 .0273733 0.06 0.95
> 4
> -.0522454
> .0554317
city102 | -.0113376 .0262915 -0.43 0.66
> 7
> -.0630483
> .0403731
city103 | .011308 .046877 0.24 0.81
> 0
> -.0808908
> .1035068
city104 | .0149245 .0257281 0.58 0.56
> 2
> -.0356782
> .0655272
city105 | .0085754 .0192228 0.45 0.65
> 6
> -.0292324
> .0463832
city106 | -.0061502 .0334058 -0.18 0.85
> 4
> -.0718534
> .0595531
city107 | -.0025896 .0312857 -0.08 0.93
> 4
> -.0641231
> .058944
city108 | .0005248 .0189866 0.03 0.97
> 8
> -.0368186
> .0378681
city109 | .0059498 .0357429 0.17 0.86
> 8
> -.0643502
> .0762499
city110 | .0564743 .0545995 1.03 0.30
> 2
> -.0509133
> .1638619
city111 | -.0370075 .035145 -1.05 0.29
> 3
> -.1061316
> .0321165
city112 | .0168268 .0218501 0.77 0.44
> 2
> -.0261486
> .0598022
city113 | .0017941 .0238749 0.08 0.94
> 0
> -.0451636
> .0487518
city114 | .0079332 .0199324 0.40 0.69
> 1
> -.0312703
> .0471366
city115 | .0258889 .0259088 1.00 0.31
> 8
> -.0250692
> .076847
city116 | -.0077423 .0250886 -0.31 0.75
> 8
> -.0570871
> .0416026
rg1y1 | -.131121 .0500793 -2.62 0.00
> 9
> -.2296182
> -.0326238
rg1y2 | -.063006 .0321208 -1.96 0.05
> 1
> -.126182
> .00017
rg2y1 | -.1271494 .0529291 -2.40 0.01
> 7
> -.2312516
> -.0230473
rg2y2 | -.0586008 .0329525 -1.78 0.07
> 6
> -.1234126
> .006211
rg3y1 | -.1273459 .0523662 -2.43 0.01
> 6
> -.230341
> -.0243509
rg3y2 | -.054527 .032078 -1.70 0.09
> 0
> -.1176188
> .0085647
rg4y1 | -.1354423 .052008 -2.60 0.01
> 0
> -.2377329
> -.0331518
rg4y2 | -.0657725 .0315191 -2.09 0.03
> 8
> -.1277649
> -.00378
rg5y1 | -.132866 .0478197 -2.78 0.00
> 6
> -.2269189
> -.0388131
rg5y2 | -.0515071 .0309328 -1.67 0.09
> 7
> -.1123466
> .0093323
rg6y1 | -.1262449 .0518931 -2.43 0.01
> 5
> -.2283095
> -.0241803
rg6y2 | -.0525084 .0327364 -1.60 0.11
> 0
> -.1168952
> .0118784
rg7y1 | -.1168346 .048083 -2.43 0.01
> 6
> -.2114053
> -.0222639
rg7y2 | -.05898 .0304386 -1.94 0.05
> 3
> -.1188473
> .0008872
rg8y1 | -.1404802 .0443343 -3.17 0.00
> 2
> -.2276779
> -.0532825
rg8y2 | -.0699039 .0274081 -2.55 0.01
> 1
> -.1238109
> -.0159969
rg9y1 | -.1268868 .0466412 -2.72 0.00
> 7
> -.2186218
> -.0351517
rg9y2 | -.0553871 .030725 -1.80 0.07
> 2
> -.1158179
> .0050436
age | .0259123 .0005245 49.40 0.00
> 0
> .0248807
> .026944
agesq | -.0003511 6.85e-06 -51.24 0.00
> 0
> -.0003646
> -.0003377
married | -.0401534 .0015611 -25.72 0.00
> 0
> -.0432237
> -.0370831
black | -.0002177 .0024004 -0.09 0.92
> 8
> -.0049389
> .0045036
children | -.0283068 .0013705 -20.65 0.00
> 0
> -.0310023
> -.0256112
child5 | -.1473817 .0038306 -38.47 0.00
> 0
> -.1549159
> -.1398476
_cons | .6026036 .0870132 6.93 0.00
> 0
> .4314639
> .7737433
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg chrsworkly (indep =ins) city1-city116 rg1y
> 1-rg9y2 age agesq married black children child5 if
> rshare50<19 [aweight=perwt], cluster(metaready1)
(sum of wgt is 6.6326e+06)
Instrumental variables (2SLS) regression
> Number of obs = 307414
> F(140, 347) = 93.06
> Prob > F = 0.0000
> R-squared = 0.0494
> Root MSE = 10.926
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
chrsworkly | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 4.114429 1.249412 3.29 0.00
> 1
> 1.657055
> 6.571803
city1 | 1.625549 1.344577 1.21 0.22
> 7
> -1.018997
> 4.270094
city2 | .5506608 1.067837 0.52 0.60
> 6
> -1.549587
> 2.650908
city3 | .7326611 .9199572 0.80 0.42
> 6
> -1.076733
> 2.542055
city4 | 1.633961 1.216194 1.34 0.18
> 0
> -.7580773
> 4.026
city5 | 7.106222 2.431043 2.92 0.00
> 4
> 2.324788
> 11.88766
city6 | -4.824565 1.607234 -3.00 0.00
> 3
> -7.985711
> -1.663419
city7 | 2.057945 1.088245 1.89 0.05
> 9
> -.082442
> 4.198331
city8 | -.9846878 .6242207 -1.58 0.11
> 6
> -2.21242
> .2430445
city9 | -.7353772 .9541072 -0.77 0.44
> 1
> -2.611938
> 1.141184
city10 | -4.813268 1.645105 -2.93 0.00
> 4
> -8.0489
> -1.577637
city11 | 1.116263 1.085313 1.03 0.30
> 4
> -1.018357
> 3.250883
city12 | 1.764586 1.29343 1.36 0.17
> 3
> -.7793639
> 4.308536
city13 | 4.80954 2.454968 1.96 0.05
> 1
> -.0189503
> 9.638031
city14 | 1.027664 1.095491 0.94 0.34
> 9
> -1.126974
> 3.182302
city15 | -4.168052 1.06433 -3.92 0.00
> 0
> -6.261401
> -2.074703
city16 | -.1646056 .8267697 -0.20 0.84
> 2
> -1.790716
> 1.461505
city17 | 3.752166 1.686767 2.22 0.02
> 7
> .4345924
> 7.06974
city18 | 2.268144 1.056245 2.15 0.03
> 2
> .1906953
> 4.345593
city19 | -3.217232 .9149578 -3.52 0.00
> 0
> -5.016793
> -1.417671
city20 | 1.810581 1.106122 1.64 0.10
> 3
> -.3649661
> 3.986128
city21 | -8.726192 2.444305 -3.57 0.00
> 0
> -13.53371
> -3.918674
city22 | .8089051 1.196343 0.68 0.49
> 9
> -1.544091
> 3.161901
city23 | -2.311467 .6606531 -3.50 0.00
> 1
> -3.610856
> -1.012079
city24 | -3.370029 .8291924 -4.06 0.00
> 0
> -5.000904
> -1.739153
city25 | 2.004017 1.163121 1.72 0.08
> 6
> -.2836376
> 4.291671
city26 | -1.009428 .7204216 -1.40 0.16
> 2
> -2.426371
> .4075142
city27 | 2.455733 1.350171 1.82 0.07
> 0
> -.1998146
> 5.111281
city28 | -6.527733 2.02707 -3.22 0.00
> 1
> -10.51462
> -2.540843
city29 | 5.025248 1.976113 2.54 0.01
> 1
> 1.138582
> 8.911914
city30 | .1094173 .8203109 0.13 0.89
> 4
> -1.50399
> 1.722824
city31 | -3.568086 1.137583 -3.14 0.00
> 2
> -5.805511
> -1.330661
city32 | 7.687225 2.361615 3.26 0.00
> 1
> 3.042344
> 12.33211
city33 | -5.980835 1.507886 -3.97 0.00
> 0
> -8.94658
> -3.015089
city34 | 5.449221 2.899646 1.88 0.06
> 1
> -.2538723
> 11.15231
city35 | 0 (omitted)
city36 | 4.744865 2.230534 2.13 0.03
> 4
> .3577965
> 9.131934
city37 | 4.485494 1.872216 2.40 0.01
> 7
> .8031743
> 8.167813
city38 | -1.508556 .7714999 -1.96 0.05
> 1
> -3.025961
> .008848
city39 | 3.584849 2.135273 1.68 0.09
> 4
> -.6148574
> 7.784555
city40 | -2.910949 1.040827 -2.80 0.00
> 5
> -4.958073
> -.8638258
city41 | .2440085 .9929445 0.25 0.80
> 6
> -1.708939
> 2.196956
city42 | -2.559507 .8520041 -3.00 0.00
> 3
> -4.235249
> -.8837649
city43 | -1.228906 .6666946 -1.84 0.06
> 6
> -2.540177
> .082365
city44 | 1.090704 1.268175 0.86 0.39
> 0
> -1.403574
> 3.584981
city45 | .5350166 1.060801 0.50 0.61
> 4
> -1.551393
> 2.621426
city46 | 2.349111 1.162632 2.02 0.04
> 4
> .0624191
> 4.635802
city47 | -7.174218 2.2156 -3.24 0.00
> 1
> -11.53191
> -2.816524
city48 | -1.56285 .7241382 -2.16 0.03
> 2
> -2.987102
> -.1385973
city49 | 2.903849 1.763683 1.65 0.10
> 1
> -.5650041
> 6.372703
city50 | .4696953 .7063602 0.66 0.50
> 7
> -.9195909
> 1.858981
city51 | 3.45504 2.205943 1.57 0.11
> 8
> -.8836617
> 7.793742
city52 | -1.147647 .6319488 -1.82 0.07
> 0
> -2.390579
> .0952855
city53 | -.001283 .9440737 -0.00 0.99
> 9
> -1.85811
> 1.855544
city54 | .3875165 1.333709 0.29 0.77
> 2
> -2.235654
> 3.010687
city55 | -2.949736 1.050298 -2.81 0.00
> 5
> -5.015488
> -.8839842
city56 | 3.073344 1.395999 2.20 0.02
> 8
> .3276589
> 5.819029
city57 | -12.63342 3.490248 -3.62 0.00
> 0
> -19.49813
> -5.76872
city58 | -.6315187 .708382 -0.89 0.37
> 3
> -2.024781
> .761744
city59 | 6.376226 2.607213 2.45 0.01
> 5
> 1.248298
> 11.50415
city60 | -.0780575 .7728128 -0.10 0.92
> 0
> -1.598044
> 1.441929
city61 | -5.355367 1.686199 -3.18 0.00
> 2
> -8.671825
> -2.03891
city62 | -.6986969 .7072173 -0.99 0.32
> 4
> -2.089669
> .6922752
city63 | -1.112129 .6746344 -1.65 0.10
> 0
> -2.439016
> .2147581
city64 | 2.051154 1.279725 1.60 0.11
> 0
> -.4658403
> 4.568147
city65 | -1.219012 .7879134 -1.55 0.12
> 3
> -2.768699
> .3306753
city66 | -1.737349 .7587532 -2.29 0.02
> 3
> -3.229683
> -.2450148
city67 | -9.408536 2.759979 -3.41 0.00
> 1
> -14.83693
> -3.980143
city68 | -4.290172 .8522362 -5.03 0.00
> 0
> -5.96637
> -2.613973
city69 | -2.207081 .7049919 -3.13 0.00
> 2
> -3.593676
> -.820486
city70 | -.0469536 .6434694 -0.07 0.94
> 2
> -1.312545
> 1.218637
city71 | -3.587546 .902803 -3.97 0.00
> 0
> -5.3632
> -1.811891
city72 | -.2101962 .7871207 -0.27 0.79
> 0
> -1.758324
> 1.337932
city73 | 4.636074 1.85983 2.49 0.01
> 3
> .9781165
> 8.294031
city74 | -1.526775 .9845992 -1.55 0.12
> 2
> -3.463309
> .4097581
city75 | 4.188082 1.98601 2.11 0.03
> 6
> .2819495
> 8.094215
city76 | -5.428761 1.53156 -3.54 0.00
> 0
> -8.441071
> -2.416452
city77 | -5.891497 1.704215 -3.46 0.00
> 1
> -9.243387
> -2.539607
city78 | -.7404531 .6643135 -1.11 0.26
> 6
> -2.047041
> .5661347
city79 | -2.034137 .9528051 -2.13 0.03
> 3
> -3.908137
> -.1601374
city80 | -2.523058 1.299456 -1.94 0.05
> 3
> -5.07886
> .032744
city81 | 3.303284 1.423326 2.32 0.02
> 1
> .5038517
> 6.102716
city82 | -1.029946 .7241573 -1.42 0.15
> 6
> -2.454236
> .394344
city83 | -5.632695 1.793572 -3.14 0.00
> 2
> -9.160335
> -2.105055
city84 | -.0927498 .8719241 -0.11 0.91
> 5
> -1.807671
> 1.622172
city85 | 3.299742 1.525267 2.16 0.03
> 1
> .2998106
> 6.299673
city86 | -1.733962 .6725358 -2.58 0.01
> 0
> -3.056721
> -.4112021
city87 | -3.983963 1.007299 -3.96 0.00
> 0
> -5.965143
> -2.002783
city88 | 1.782697 1.030176 1.73 0.08
> 4
> -.2434774
> 3.808871
city89 | -2.1404 .7483257 -2.86 0.00
> 4
> -3.612225
> -.6685749
city90 | -2.663881 .906575 -2.94 0.00
> 4
> -4.446954
> -.8808073
city91 | -4.433502 1.274349 -3.48 0.00
> 1
> -6.939923
> -1.927081
city92 | -3.5659 1.88968 -1.89 0.06
> 0
> -7.282567
> .1507682
city93 | -2.856613 .905446 -3.15 0.00
> 2
> -4.637466
> -1.07576
city94 | -.6205939 1.429488 -0.43 0.66
> 4
> -3.432146
> 2.190958
city95 | -2.749764 .698948 -3.93 0.00
> 0
> -4.124472
> -1.375057
city96 | 2.661917 1.42165 1.87 0.06
> 2
> -.1342183
> 5.458053
city97 | 4.32799 2.02135 2.14 0.03
> 3
> .3523495
> 8.30363
city98 | 3.469654 2.064576 1.68 0.09
> 4
> -.5910027
> 7.530311
city99 | .9805521 1.155264 0.85 0.39
> 7
> -1.291648
> 3.252752
city100 | -.5664289 .9468733 -0.60 0.55
> 0
> -2.428762
> 1.295904
city101 | .6230214 1.436966 0.43 0.66
> 5
> -2.203237
> 3.44928
city102 | 2.163345 1.252312 1.73 0.08
> 5
> -.2997318
> 4.626423
city103 | -3.615005 1.247481 -2.90 0.00
> 4
> -6.068581
> -1.161429
city104 | 1.198545 1.178203 1.02 0.31
> 0
> -1.118773
> 3.515863
city105 | 3.543299 1.943305 1.82 0.06
> 9
> -.2788389
> 7.365437
city106 | -.6123244 .7670864 -0.80 0.42
> 5
> -2.121048
> .8963995
city107 | .5337115 .9280243 0.58 0.56
> 6
> -1.291549
> 2.358972
city108 | 4.444949 2.14588 2.07 0.03
> 9
> .2243809
> 8.665517
city109 | -1.412925 .830244 -1.70 0.09
> 0
> -3.045869
> .2200185
city110 | -5.621487 1.708205 -3.29 0.00
> 1
> -8.981226
> -2.261748
city111 | -.8636118 .6767165 -1.28 0.20
> 3
> -2.194594
> .4673705
city112 | 4.23441 1.562299 2.71 0.00
> 7
> 1.161642
> 7.307178
city113 | 2.555839 1.470198 1.74 0.08
> 3
> -.3357809
> 5.44746
city114 | 4.650728 2.007752 2.32 0.02
> 1
> .7018335
> 8.599622
city115 | 3.57856 1.454574 2.46 0.01
> 4
> .7176694
> 6.43945
city116 | 2.418031 1.336587 1.81 0.07
> 1
> -.2108
> 5.046861
rg1y1 | -6.342034 .842493 -7.53 0.00
> 0
> -7.99907
> -4.684999
rg1y2 | -2.500412 .419166 -5.97 0.00
> 0
> -3.324838
> -1.675986
rg2y1 | -8.106287 1.275926 -6.35 0.00
> 0
> -10.61581
> -5.596765
rg2y2 | -3.311238 .3516313 -9.42 0.00
> 0
> -4.002835
> -2.619641
rg3y1 | -6.780738 1.219367 -5.56 0.00
> 0
> -9.179018
> -4.382458
rg3y2 | -2.236381 .2103161 -10.63 0.00
> 0
> -2.650036
> -1.822726
rg4y1 | -6.503887 1.197634 -5.43 0.00
> 0
> -8.859423
> -4.148351
rg4y2 | -1.635612 .315283 -5.19 0.00
> 0
> -2.255718
> -1.015506
rg5y1 | -4.650504 .5515122 -8.43 0.00
> 0
> -5.735232
> -3.565777
rg5y2 | -1.722431 .3239003 -5.32 0.00
> 0
> -2.359486
> -1.085376
rg6y1 | -4.998512 1.008982 -4.95 0.00
> 0
> -6.983002
> -3.014022
rg6y2 | -2.171135 .427661 -5.08 0.00
> 0
> -3.012269
> -1.330001
rg7y1 | -4.478809 .6661596 -6.72 0.00
> 0
> -5.789028
> -3.16859
rg7y2 | -1.259778 .196328 -6.42 0.00
> 0
> -1.645921
> -.8736355
rg8y1 | -2.817077 .6588666 -4.28 0.00
> 0
> -4.112952
> -1.521202
rg8y2 | .0393979 .588252 0.07 0.94
> 7
> -1.11759
> 1.196386
rg9y1 | -4.627194 .9104171 -5.08 0.00
> 0
> -6.417824
> -2.836564
rg9y2 | -1.781766 .3374642 -5.28 0.00
> 0
> -2.445499
> -1.118033
age | .9848417 .0283958 34.68 0.00
> 0
> .9289921
> 1.040691
agesq | -.0125328 .0003395 -36.92 0.00
> 0
> -.0132005
> -.0118651
married | -1.442689 .0511341 -28.21 0.00
> 0
> -1.543261
> -1.342118
black | -.6883136 .1005366 -6.85 0.00
> 0
> -.8860514
> -.4905757
children | -3.148201 .0877992 -35.86 0.00
> 0
> -3.320886
> -2.975515
child5 | -.5021362 .092588 -5.42 0.00
> 0
> -.6842405
> -.3200318
_cons | -3.193636 9.570121 -0.33 0.73
> 9
> -22.01638
> 15.62911
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg chrsworkly (indep =ins) lwagehourgradmorey
> 70y1- lfwomencollegeplus70y2 city1-city116 rg1y1-r
> g9y2 age agesq married black children child5 if rs
> hare50<19 [aweight=perwt], cluster(metaready1)
(sum of wgt is 6.6326e+06)
Instrumental variables (2SLS) regression
> Number of obs = 307414
> F(152, 347) = 100.96
> Prob > F = 0.0000
> R-squared = 0.0518
> Root MSE = 10.912
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
chrsworkly | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 2.575417 .9807227 2.63 0.00
> 9
> .6465078
> 4.504326
lwagehourg~1 | -.6899158 1.029342 -0.67 0.50
> 3
> -2.714451
> 1.33462
lwagehourg~2 | -.6932643 .5773675 -1.20 0.23
> 1
> -1.828845
> .4423159
fcollegepl~1 | -2.167587 8.960323 -0.24 0.80
> 9
> -19.79096
> 15.45579
fcollegepl~2 | 3.111766 5.588334 0.56 0.57
> 8
> -7.879504
> 14.10304
agmin70y1 | 30.79711 10.58571 2.91 0.00
> 4
> 9.976884
> 51.61733
agmin70y2 | 7.571994 4.347681 1.74 0.08
> 2
> -.9791302
> 16.12312
manufact70y1 | -1.700794 1.925859 -0.88 0.37
> 8
> -5.488619
> 2.087031
manufact70y2 | .0586453 1.039531 0.06 0.95
> 5
> -1.985929
> 2.103219
hsservices~1 | -12.90513 8.109477 -1.59 0.11
> 2
> -28.85505
> 3.044781
hsservices~2 | -4.591166 4.401737 -1.04 0.29
> 8
> -13.24861
> 4.066276
lfwomencol~1 | -2.232787 2.514756 -0.89 0.37
> 5
> -7.178869
> 2.713296
lfwomencol~2 | 1.812275 1.808996 1.00 0.31
> 7
> -1.745701
> 5.370252
city1 | -.5606231 1.406973 -0.40 0.69
> 1
> -3.327891
> 2.206645
city2 | -1.450528 1.556874 -0.93 0.35
> 2
> -4.512625
> 1.611569
city3 | -.7030365 1.616495 -0.43 0.66
> 4
> -3.882398
> 2.476325
city4 | -.8919927 1.389512 -0.64 0.52
> 1
> -3.624919
> 1.840934
city5 | 3.331837 1.20018 2.78 0.00
> 6
> .9712943
> 5.69238
city6 | -4.08029 3.195255 -1.28 0.20
> 2
> -10.3648
> 2.204214
city7 | -.2047193 1.624878 -0.13 0.90
> 0
> -3.400568
> 2.99113
city8 | -1.736043 2.156505 -0.81 0.42
> 1
> -5.977509
> 2.505422
city9 | -3.511487 2.523947 -1.39 0.16
> 5
> -8.475647
> 1.452673
city10 | -4.328123 3.017332 -1.43 0.15
> 2
> -10.26268
> 1.606439
city11 | -.6936891 1.541671 -0.45 0.65
> 3
> -3.725885
> 2.338507
city12 | -.6844729 1.308268 -0.52 0.60
> 1
> -3.257605
> 1.88866
city13 | .9226713 .8290107 1.11 0.26
> 6
> -.7078468
> 2.553189
city14 | -.7174435 1.841136 -0.39 0.69
> 7
> -4.338634
> 2.903747
city15 | -4.066733 2.800479 -1.45 0.14
> 7
> -9.574781
> 1.441316
city16 | -1.892401 1.707881 -1.11 0.26
> 9
> -5.251503
> 1.4667
city17 | .6714589 .9757496 0.69 0.49
> 2
> -1.247669
> 2.590587
city18 | .0495285 1.507546 0.03 0.97
> 4
> -2.91555
> 3.014607
city19 | -3.393822 2.612284 -1.30 0.19
> 5
> -8.531724
> 1.74408
city20 | -.1313813 1.580703 -0.08 0.93
> 4
> -3.240345
> 2.977582
city21 | -6.766091 4.013955 -1.69 0.09
> 3
> -14.66083
> 1.128653
city22 | -1.605934 1.428796 -1.12 0.26
> 2
> -4.416124
> 1.204256
city23 | -2.981509 2.295482 -1.30 0.19
> 5
> -7.496318
> 1.5333
city24 | -3.716083 2.539981 -1.46 0.14
> 4
> -8.71178
> 1.279613
city25 | -.2111337 1.404813 -0.15 0.88
> 1
> -2.974153
> 2.551885
city26 | -1.784466 2.210983 -0.81 0.42
> 0
> -6.13308
> 2.564149
city27 | -.5353257 1.484243 -0.36 0.71
> 9
> -3.45457
> 2.383918
city28 | -4.925239 3.608513 -1.36 0.17
> 3
> -12.02255
> 2.17207
city29 | 1.543675 .8063473 1.91 0.05
> 6
> -.0422678
> 3.129618
city30 | -1.675776 1.750779 -0.96 0.33
> 9
> -5.11925
> 1.767697
city31 | -3.289543 2.829073 -1.16 0.24
> 6
> -8.853833
> 2.274746
city32 | 4.117231 .5504076 7.48 0.00
> 0
> 3.034676
> 5.199786
city33 | -5.196336 3.203786 -1.62 0.10
> 6
> -11.49762
> 1.104947
city34 | 0 (omitted)
city35 | -.9595264 2.245134 -0.43 0.66
> 9
> -5.37531
> 3.456258
city36 | .8097441 .7616867 1.06 0.28
> 8
> -.6883595
> 2.307848
city37 | 1.557802 .9885412 1.58 0.11
> 6
> -.3864849
> 3.502088
city38 | -1.998592 2.445096 -0.82 0.41
> 4
> -6.807666
> 2.810482
city39 | .7891151 1.496295 0.53 0.59
> 8
> -2.153834
> 3.732064
city40 | -4.274256 2.645388 -1.62 0.10
> 7
> -9.477268
> .9287562
city41 | -1.780548 1.59486 -1.12 0.26
> 5
> -4.917356
> 1.356261
city42 | -3.024682 2.549677 -1.19 0.23
> 6
> -8.039447
> 1.990084
city43 | -2.173763 2.167524 -1.00 0.31
> 7
> -6.436901
> 2.089374
city44 | -1.026614 1.587468 -0.65 0.51
> 8
> -4.148884
> 2.095655
city45 | -1.267727 1.607394 -0.79 0.43
> 1
> -4.429188
> 1.893734
city46 | .3353332 1.937238 0.17 0.86
> 3
> -3.474872
> 4.145539
city47 | -5.706445 3.823486 -1.49 0.13
> 6
> -13.22657
> 1.813679
city48 | -2.336796 2.300051 -1.02 0.31
> 0
> -6.860592
> 2.187001
city49 | .0556805 1.113985 0.05 0.96
> 0
> -2.135332
> 2.246693
city50 | -.6185242 2.056889 -0.30 0.76
> 4
> -4.664063
> 3.427014
city51 | -.92095 .9268541 -0.99 0.32
> 1
> -2.743909
> .9020089
city52 | -2.162138 2.248749 -0.96 0.33
> 7
> -6.585033
> 2.260756
city53 | -1.778675 1.679819 -1.06 0.29
> 0
> -5.082585
> 1.525234
city54 | -2.033419 1.723495 -1.18 0.23
> 9
> -5.423231
> 1.356393
city55 | -3.398363 2.636261 -1.29 0.19
> 8
> -8.583424
> 1.786699
city56 | .676733 1.253744 0.54 0.59
> 0
> -1.78916
> 3.142627
city57 | -9.131057 4.846377 -1.88 0.06
> 0
> -18.66303
> .4009133
city58 | -1.930206 1.950396 -0.99 0.32
> 3
> -5.766292
> 1.90588
city59 | 2.6428 .7031896 3.76 0.00
> 0
> 1.25975
> 4.02585
city60 | -1.66184 1.859567 -0.89 0.37
> 2
> -5.319281
> 1.995601
city61 | -4.543878 3.275493 -1.39 0.16
> 6
> -10.9862
> 1.89844
city62 | -1.899364 1.911327 -0.99 0.32
> 1
> -5.658609
> 1.859881
city63 | -2.077076 2.065055 -1.01 0.31
> 5
> -6.138675
> 1.984523
city64 | -.4411571 1.513687 -0.29 0.77
> 1
> -3.418312
> 2.535998
city65 | -1.861437 2.360278 -0.79 0.43
> 1
> -6.503688
> 2.780814
city66 | -2.408464 2.383446 -1.01 0.31
> 3
> -7.096283
> 2.279355
city67 | -6.924214 4.259174 -1.63 0.10
> 5
> -15.30126
> 1.452832
city68 | -4.420375 2.546944 -1.74 0.08
> 4
> -9.429765
> .589015
city69 | -3.080577 2.215403 -1.39 0.16
> 5
> -7.437884
> 1.27673
city70 | -1.362583 2.141736 -0.64 0.52
> 5
> -5.575
> 2.849835
city71 | -3.714547 2.594267 -1.43 0.15
> 3
> -8.817013
> 1.38792
city72 | -1.487269 1.988795 -0.75 0.45
> 5
> -5.398878
> 2.424339
city73 | 1.594054 .847132 1.88 0.06
> 1
> -.0721058
> 3.260213
city74 | -2.134432 2.451043 -0.87 0.38
> 4
> -6.955202
> 2.686337
city75 | .8092044 1.261623 0.64 0.52
> 2
> -1.672186
> 3.290595
city76 | -4.721962 3.213121 -1.47 0.14
> 3
> -11.04161
> 1.597681
city77 | -5.070749 3.339161 -1.52 0.13
> 0
> -11.63829
> 1.496793
city78 | -2.000838 2.032116 -0.98 0.32
> 6
> -5.997653
> 1.995977
city79 | -2.798322 2.327701 -1.20 0.23
> 0
> -7.376499
> 1.779856
city80 | -3.694653 2.230674 -1.66 0.09
> 9
> -8.081996
> .6926895
city81 | .5612913 1.411573 0.40 0.69
> 1
> -2.215025
> 3.337608
city82 | -2.043175 2.039314 -1.00 0.31
> 7
> -6.054146
> 1.967796
city83 | -4.987724 3.333068 -1.50 0.13
> 5
> -11.54328
> 1.567834
city84 | -1.644064 1.826337 -0.90 0.36
> 9
> -5.236148
> 1.948021
city85 | .7703068 1.052996 0.73 0.46
> 5
> -1.300752
> 2.841365
city86 | -2.703063 2.187727 -1.24 0.21
> 7
> -7.005936
> 1.59981
city87 | -4.057298 2.758117 -1.47 0.14
> 2
> -9.482029
> 1.367433
city88 | -.7562169 1.932184 -0.39 0.69
> 6
> -4.556483
> 3.044049
city89 | -3.239955 2.110665 -1.54 0.12
> 6
> -7.391262
> .911352
city90 | -2.842156 2.670886 -1.06 0.28
> 8
> -8.095318
> 2.411006
city91 | -4.070316 2.969922 -1.37 0.17
> 1
> -9.91163
> 1.770998
city92 | -3.213035 3.041025 -1.06 0.29
> 1
> -9.194196
> 2.768127
city93 | -2.842717 2.593507 -1.10 0.27
> 4
> -7.943688
> 2.258254
city94 | -2.49687 1.725339 -1.45 0.14
> 9
> -5.890307
> .8965677
city95 | -3.279652 2.315289 -1.42 0.15
> 8
> -7.833418
> 1.274114
city96 | .0260674 1.554571 0.02 0.98
> 7
> -3.0315
> 3.083635
city97 | 1.035297 .8783574 1.18 0.23
> 9
> -.6922774
> 2.762871
city98 | .3143294 .8210047 0.38 0.70
> 2
> -1.300442
> 1.929101
city99 | -1.397228 1.533223 -0.91 0.36
> 3
> -4.412808
> 1.618351
city100 | -2.58022 1.817036 -1.42 0.15
> 7
> -6.154011
> .9935705
city101 | -1.351114 1.797167 -0.75 0.45
> 3
> -4.885824
> 2.183597
city102 | .0357849 1.537292 0.02 0.98
> 1
> -2.987798
> 3.059368
city103 | -3.4684 2.925665 -1.19 0.23
> 7
> -9.222668
> 2.285869
city104 | -1.059769 1.401105 -0.76 0.45
> 0
> -3.815496
> 1.695959
city105 | .5738814 1.095576 0.52 0.60
> 1
> -1.580923
> 2.728686
city106 | -1.999018 2.078549 -0.96 0.33
> 7
> -6.087159
> 2.089123
city107 | -1.479256 1.648328 -0.90 0.37
> 0
> -4.721227
> 1.762714
city108 | 1.007352 1.138271 0.88 0.37
> 7
> -1.231427
> 3.246131
city109 | -2.69841 2.111106 -1.28 0.20
> 2
> -6.850584
> 1.453764
city110 | -4.461175 3.427345 -1.30 0.19
> 4
> -11.20216
> 2.279809
city111 | -2.254999 2.157751 -1.05 0.29
> 7
> -6.498916
> 1.988918
city112 | 1.171761 1.102976 1.06 0.28
> 9
> -.9975987
> 3.341121
city113 | .1825461 1.17476 0.16 0.87
> 7
> -2.127999
> 2.493091
city114 | 1.45349 1.137437 1.28 0.20
> 2
> -.7836493
> 3.690629
city115 | .7458101 1.397064 0.53 0.59
> 4
> -2.001969
> 3.493589
city116 | -.2504691 1.279082 -0.20 0.84
> 5
> -2.766198
> 2.26526
rg1y1 | 1.025087 3.48622 0.29 0.76
> 9
> -5.831694
> 7.881868
rg1y2 | -1.408472 1.866947 -0.75 0.45
> 1
> -5.080429
> 2.263484
rg2y1 | -.6240033 3.723666 -0.17 0.86
> 7
> -7.947799
> 6.699792
rg2y2 | -1.84175 1.948462 -0.95 0.34
> 5
> -5.674032
> 1.990531
rg3y1 | .3234389 3.703491 0.09 0.93
> 0
> -6.960676
> 7.607553
rg3y2 | -1.108103 1.874366 -0.59 0.55
> 5
> -4.794651
> 2.578446
rg4y1 | .6786613 3.61837 0.19 0.85
> 1
> -6.438035
> 7.795358
rg4y2 | -.5517589 1.833585 -0.30 0.76
> 4
> -4.158098
> 3.05458
rg5y1 | 1.570833 3.48904 0.45 0.65
> 3
> -5.291495
> 8.433162
rg5y2 | -.7503943 1.892157 -0.40 0.69
> 2
> -4.471934
> 2.971145
rg6y1 | 1.574735 3.641986 0.43 0.66
> 6
> -5.588412
> 8.737881
rg6y2 | -.9350235 1.924398 -0.49 0.62
> 7
> -4.719976
> 2.849929
rg7y1 | 1.342578 3.460605 0.39 0.69
> 8
> -5.463822
> 8.148978
rg7y2 | -.5886183 1.794038 -0.33 0.74
> 3
> -4.117176
> 2.939939
rg8y1 | 2.373973 3.107679 0.76 0.44
> 5
> -3.738285
> 8.486232
rg8y2 | .2892732 1.599133 0.18 0.85
> 7
> -2.85594
> 3.434487
rg9y1 | 1.244738 3.457895 0.36 0.71
> 9
> -5.556332
> 8.045809
rg9y2 | -.8791333 1.829813 -0.48 0.63
> 1
> -4.478053
> 2.719786
age | .9841987 .0283778 34.68 0.00
> 0
> .9283846
> 1.040013
agesq | -.0125274 .0003392 -36.93 0.00
> 0
> -.0131946
> -.0118602
married | -1.442783 .0512258 -28.17 0.00
> 0
> -1.543536
> -1.342031
black | -.68862 .1004932 -6.85 0.00
> 0
> -.8862723
> -.4909676
children | -3.142758 .0878141 -35.79 0.00
> 0
> -3.315473
> -2.970043
child5 | -.5121372 .0926995 -5.52 0.00
> 0
> -.6944609
> -.3298136
_cons | 9.578947 5.442372 1.76 0.07
> 9
> -1.125241
> 20.28313
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg chrsworkly (indep =ins) city1-city116 rg1y
> 1-rg9y2 age agesq married black children child5 if
> rshare50<48 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.0691e+07)
Instrumental variables (2SLS) regression
> Number of obs = 494675
> F(140, 347) = 117.41
> Prob > F = 0.0000
> R-squared = 0.0524
> Root MSE = 11.014
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
chrsworkly | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 2.317548 .8131571 2.85 0.00
> 5
> .7182112
> 3.916885
city1 | -1.912243 1.321437 -1.45 0.14
> 9
> -4.511278
> .686792
city2 | -2.333645 1.348922 -1.73 0.08
> 5
> -4.986737
> .3194473
city3 | -1.982557 1.503648 -1.32 0.18
> 8
> -4.939968
> .974855
city4 | -1.432911 1.220748 -1.17 0.24
> 1
> -3.833907
> .9680843
city5 | 1.950174 .9757628 2.00 0.04
> 6
> .0310206
> 3.869328
city6 | -4.461937 2.772903 -1.61 0.10
> 8
> -9.915749
> .991876
city7 | -.4668364 1.352208 -0.35 0.73
> 0
> -3.126392
> 2.192719
city8 | -2.593341 1.885575 -1.38 0.17
> 0
> -6.301936
> 1.115254
city9 | -2.443977 1.886235 -1.30 0.19
> 6
> -6.153869
> 1.265915
city10 | -4.792514 2.708338 -1.77 0.07
> 8
> -10.11934
> .5343099
city11 | -2.057637 1.334928 -1.54 0.12
> 4
> -4.683205
> .5679309
city12 | -1.41881 1.213288 -1.17 0.24
> 3
> -3.805134
> .9675137
city13 | -.0574753 .6650557 -0.09 0.93
> 1
> -1.365523
> 1.250572
city14 | -1.409132 1.567913 -0.90 0.36
> 9
> -4.492941
> 1.674678
city15 | -4.772783 2.410837 -1.98 0.04
> 9
> -9.514476
> -.0310905
city16 | -3.015063 1.515063 -1.99 0.04
> 7
> -5.994926
> -.0352
city17 | -.3794446 .9100482 -0.42 0.67
> 7
> -2.169349
> 1.41046
city18 | -.6202017 1.372214 -0.45 0.65
> 2
> -3.319105
> 2.078701
city19 | -3.721567 2.299949 -1.62 0.10
> 7
> -8.245163
> .8020288
city20 | -1.300419 1.393339 -0.93 0.35
> 1
> -4.040872
> 1.440033
city21 | -7.120829 3.408849 -2.09 0.03
> 7
> -13.82543
> -.4162237
city22 | -2.062746 1.252523 -1.65 0.10
> 0
> -4.526237
> .4007457
city23 | -3.578607 2.01161 -1.78 0.07
> 6
> -7.535089
> .3778755
city24 | -4.473717 2.201382 -2.03 0.04
> 3
> -8.803447
> -.1439873
city25 | -.9848731 1.28463 -0.77 0.44
> 4
> -3.511515
> 1.541769
city26 | -2.592649 1.92147 -1.35 0.17
> 8
> -6.371841
> 1.186543
city27 | -.5569762 1.214887 -0.46 0.64
> 7
> -2.946446
> 1.832493
city28 | -5.172455 3.131089 -1.65 0.09
> 9
> -11.33076
> .9858458
city29 | 1.122906 .7058428 1.59 0.11
> 3
> -.2653623
> 2.511175
city30 | -2.402446 1.53376 -1.57 0.11
> 8
> -5.419082
> .6141908
city31 | -4.198946 2.431728 -1.73 0.08
> 5
> -8.981727
> .5838359
city32 | 2.72187 .5405383 5.04 0.00
> 0
> 1.658727
> 3.785014
city33 | -5.739345 2.764606 -2.08 0.03
> 9
> -11.17684
> -.3018524
city34 | 0 (omitted)
city35 | -1.879908 1.937012 -0.97 0.33
> 2
> -5.68967
> 1.929853
city36 | -.3559575 .7561105 -0.47 0.63
> 8
> -1.843094
> 1.131179
city37 | .2285041 .8223911 0.28 0.78
> 1
> -1.388994
> 1.846003
city38 | -2.887575 2.145301 -1.35 0.17
> 9
> -7.107004
> 1.331855
city39 | .3505356 1.402469 0.25 0.80
> 3
> -2.407875
> 3.108946
city40 | -4.179198 2.097812 -1.99 0.04
> 7
> -8.305225
> -.0531705
city41 | -3.001853 1.408049 -2.13 0.03
> 4
> -5.771238
> -.232469
city42 | -3.448337 2.253128 -1.53 0.12
> 7
> -7.879843
> .9831698
city43 | -2.744811 1.939017 -1.42 0.15
> 8
> -6.558516
> 1.068894
city44 | -1.48417 1.432169 -1.04 0.30
> 1
> -4.300994
> 1.332655
city45 | -2.455472 1.461318 -1.68 0.09
> 4
> -5.329627
> .418684
city46 | -.4806155 1.525575 -0.32 0.75
> 3
> -3.481153
> 2.519922
city47 | -5.587477 3.249692 -1.72 0.08
> 6
> -11.97905
> .8040954
city48 | -2.746759 2.04416 -1.34 0.18
> 0
> -6.767261
> 1.273743
city49 | -.6383226 1.005393 -0.63 0.52
> 6
> -2.615754
> 1.339109
city50 | -1.380615 1.823028 -0.76 0.44
> 9
> -4.966192
> 2.204961
city51 | -.5152117 .8748124 -0.59 0.55
> 6
> -2.235814
> 1.20539
city52 | -2.36304 1.912778 -1.24 0.21
> 8
> -6.125138
> 1.399057
city53 | -1.919886 1.495563 -1.28 0.20
> 0
> -4.861396
> 1.021624
city54 | -2.233648 1.591883 -1.40 0.16
> 1
> -5.3646
> .8973053
city55 | -3.561834 2.284694 -1.56 0.12
> 0
> -8.055425
> .9317577
city56 | -.0217108 1.106048 -0.02 0.98
> 4
> -2.197112
> 2.153691
city57 | -9.427347 4.101749 -2.30 0.02
> 2
> -17.49477
> -1.359928
city58 | -2.562822 1.686302 -1.52 0.12
> 9
> -5.879481
> .7538358
city59 | 1.34118 .4487148 2.99 0.00
> 3
> .4586367
> 2.223723
city60 | -2.029343 1.618855 -1.25 0.21
> 1
> -5.213345
> 1.154659
city61 | -4.940578 2.875843 -1.72 0.08
> 7
> -10.59686
> .7157002
city62 | -2.792437 1.692592 -1.65 0.10
> 0
> -6.121469
> .536594
city63 | -2.927976 1.826729 -1.60 0.11
> 0
> -6.52083
> .6648781
city64 | -1.237527 1.21653 -1.02 0.31
> 0
> -3.630228
> 1.155173
city65 | -2.24788 2.014438 -1.12 0.26
> 5
> -6.209925
> 1.714165
city66 | -3.290868 2.073956 -1.59 0.11
> 3
> -7.369975
> .788239
city67 | -7.463969 3.609818 -2.07 0.03
> 9
> -14.56385
> -.3640935
city68 | -5.225517 2.2457 -2.33 0.02
> 1
> -9.642414
> -.8086204
city69 | -3.877605 1.929474 -2.01 0.04
> 5
> -7.672541
> -.0826689
city70 | -1.618602 1.781974 -0.91 0.36
> 4
> -5.12343
> 1.886227
city71 | -4.302306 2.254175 -1.91 0.05
> 7
> -8.735871
> .1312601
city72 | -1.937168 1.724542 -1.12 0.26
> 2
> -5.329039
> 1.454702
city73 | 1.054843 .782829 1.35 0.17
> 9
> -.4848438
> 2.59453
city74 | -2.864028 2.159652 -1.33 0.18
> 6
> -7.111684
> 1.383627
city75 | -.1269203 .914905 -0.14 0.89
> 0
> -1.926377
> 1.672537
city76 | -5.323675 2.759134 -1.93 0.05
> 4
> -10.75041
> .103056
city77 | -5.328201 2.886784 -1.85 0.06
> 6
> -11.006
> .3495958
city78 | -2.60642 1.790466 -1.46 0.14
> 6
> -6.127952
> .9151113
city79 | -3.445166 2.035624 -1.69 0.09
> 1
> -7.448879
> .5585476
city80 | -4.302485 1.93522 -2.22 0.02
> 7
> -8.108722
> -.4962481
city81 | -.022517 1.298547 -0.02 0.98
> 6
> -2.57653
> 2.531496
city82 | -2.623206 1.837367 -1.43 0.15
> 4
> -6.236985
> .9905724
city83 | -5.499473 2.859448 -1.92 0.05
> 5
> -11.1235
> .1245587
city84 | -2.429975 1.5921 -1.53 0.12
> 8
> -5.561354
> .7014051
city85 | -.0143238 1.049238 -0.01 0.98
> 9
> -2.07799
> 2.049342
city86 | -3.188994 1.89742 -1.68 0.09
> 4
> -6.920886
> .5428977
city87 | -4.538177 2.365179 -1.92 0.05
> 6
> -9.190068
> .1137143
city88 | -1.106002 1.491757 -0.74 0.45
> 9
> -4.040025
> 1.828021
city89 | -3.528935 1.822626 -1.94 0.05
> 4
> -7.11372
> .0558496
city90 | -3.153631 2.3116 -1.36 0.17
> 3
> -7.700141
> 1.392878
city91 | -4.580568 2.562546 -1.79 0.07
> 5
> -9.620644
> .4595079
city92 | -4.055782 2.736977 -1.48 0.13
> 9
> -9.438934
> 1.32737
city93 | -3.59175 2.257331 -1.59 0.11
> 2
> -8.031524
> .8480235
city94 | -3.217712 1.566036 -2.05 0.04
> 1
> -6.29783
> -.1375939
city95 | -3.99608 2.008533 -1.99 0.04
> 7
> -7.946512
> -.0456481
city96 | -.6136181 1.23836 -0.50 0.62
> 1
> -3.049254
> 1.822018
city97 | -.2404749 .842459 -0.29 0.77
> 5
> -1.897443
> 1.416494
city98 | -.9404671 .6857066 -1.37 0.17
> 1
> -2.289131
> .4081971
city99 | -2.420636 1.295604 -1.87 0.06
> 3
> -4.968861
> .1275888
city100 | -2.532693 1.616767 -1.57 0.11
> 8
> -5.712588
> .6472026
city101 | -2.30144 1.588329 -1.45 0.14
> 8
> -5.425403
> .8225229
city102 | -1.211249 1.376843 -0.88 0.38
> 0
> -3.919256
> 1.496758
city103 | -4.011359 2.546184 -1.58 0.11
> 6
> -9.019254
> .9965359
city104 | -1.955977 1.255448 -1.56 0.12
> 0
> -4.425223
> .5132681
city105 | -.4804128 .8348739 -0.58 0.56
> 5
> -2.122463
> 1.161637
city106 | -2.57662 1.758093 -1.47 0.14
> 4
> -6.034479
> .8812401
city107 | -1.643506 1.454288 -1.13 0.25
> 9
> -4.503835
> 1.216823
city108 | -.0387999 1.070886 -0.04 0.97
> 1
> -2.145045
> 2.067445
city109 | -3.257766 1.854071 -1.76 0.08
> 0
> -6.904397
> .3888652
city110 | -4.944735 2.904377 -1.70 0.09
> 0
> -10.65713
> .7676624
city111 | -2.621899 1.886436 -1.39 0.16
> 5
> -6.332186
> 1.088389
city112 | .7721644 1.000507 0.77 0.44
> 1
> -1.195656
> 2.739985
city113 | -.5041582 1.161951 -0.43 0.66
> 5
> -2.789512
> 1.781196
city114 | .158117 .9115655 0.17 0.86
> 2
> -1.634772
> 1.951006
city115 | -.003651 1.259405 -0.00 0.99
> 8
> -2.48068
> 2.473378
city116 | -1.61263 1.13478 -1.42 0.15
> 6
> -3.844542
> .6192824
rg1y1 | -4.617776 .5614718 -8.22 0.00
> 0
> -5.722092
> -3.513459
rg1y2 | -2.211993 .228929 -9.66 0.00
> 0
> -2.662256
> -1.76173
rg2y1 | -6.258949 .876531 -7.14 0.00
> 0
> -7.982931
> -4.534967
rg2y2 | -2.676689 .2445804 -10.94 0.00
> 0
> -3.157736
> -2.195643
rg3y1 | -5.181382 .798553 -6.49 0.00
> 0
> -6.751995
> -3.610768
rg3y2 | -1.981277 .1305789 -15.17 0.00
> 0
> -2.238102
> -1.724451
rg4y1 | -5.054401 .7844368 -6.44 0.00
> 0
> -6.59725
> -3.511552
rg4y2 | -1.647286 .2415495 -6.82 0.00
> 0
> -2.122371
> -1.172201
rg5y1 | -4.04732 .3485031 -11.61 0.00
> 0
> -4.732764
> -3.361876
rg5y2 | -1.672308 .1980463 -8.44 0.00
> 0
> -2.06183
> -1.282785
rg6y1 | -4.098463 .6606055 -6.20 0.00
> 0
> -5.397758
> -2.799168
rg6y2 | -2.158306 .2843545 -7.59 0.00
> 0
> -2.717581
> -1.59903
rg7y1 | -3.789397 .4305327 -8.80 0.00
> 0
> -4.636179
> -2.942615
rg7y2 | -1.301809 .1247496 -10.44 0.00
> 0
> -1.54717
> -1.056449
rg8y1 | -2.603878 .387612 -6.72 0.00
> 0
> -3.366243
> -1.841513
rg8y2 | -.4053227 .3612029 -1.12 0.26
> 3
> -1.115745
> .3050997
rg9y1 | -3.81877 .5765766 -6.62 0.00
> 0
> -4.952794
> -2.684745
rg9y2 | -1.626104 .2113015 -7.70 0.00
> 0
> -2.041697
> -1.210511
age | .9910921 .0257514 38.49 0.00
> 0
> .9404436
> 1.041741
agesq | -.0124976 .0003018 -41.40 0.00
> 0
> -.0130912
> -.0119039
married | -1.585748 .0454478 -34.89 0.00
> 0
> -1.675135
> -1.49636
black | -.6517087 .0950595 -6.86 0.00
> 0
> -.8386739
> -.4647434
children | -3.229341 .0797435 -40.50 0.00
> 0
> -3.386183
> -3.0725
child5 | -.61715 .0763315 -8.09 0.00
> 0
> -.7672806
> -.4670195
_cons | 11.40688 4.365166 2.61 0.00
> 9
> 2.821366
> 19.99239
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg chrsworkly (indep =ins) lwagehourgradmorey
> 70y1- lfwomencollegeplus70y2 city1-city116 rg1y1-r
> g9y2 age agesq married black children child5 if rs
> hare50<48 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.0691e+07)
Instrumental variables (2SLS) regression
> Number of obs = 494675
> F(152, 347) = 242.98
> Prob > F = 0.0000
> R-squared = 0.0534
> Root MSE = 11.008
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
chrsworkly | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 1.070724 .6094599 1.76 0.08
> 0
> -.1279768
> 2.269424
lwagehourg~1 | -.6564704 .6541777 -1.00 0.31
> 6
> -1.943123
> .6301821
lwagehourg~2 | -.1176251 .3742624 -0.31 0.75
> 3
> -.8537334
> .6184833
fcollegepl~1 | -1.927602 4.904895 -0.39 0.69
> 5
> -11.57467
> 7.719462
fcollegepl~2 | 2.685746 3.266206 0.82 0.41
> 1
> -3.738307
> 9.1098
agmin70y1 | 18.38133 6.281295 2.93 0.00
> 4
> 6.027127
> 30.73553
agmin70y2 | 5.366451 2.772203 1.94 0.05
> 4
> -.085984
> 10.81889
manufact70y1 | .4197525 1.102147 0.38 0.70
> 4
> -1.747977
> 2.587482
manufact70y2 | .1369811 .6411128 0.21 0.83
> 1
> -1.123975
> 1.397937
hsservices~1 | -7.004909 4.522047 -1.55 0.12
> 2
> -15.89898
> 1.889161
hsservices~2 | -3.781726 2.565399 -1.47 0.14
> 1
> -8.827415
> 1.263963
lfwomencol~1 | -2.671914 1.612305 -1.66 0.09
> 8
> -5.843033
> .499206
lfwomencol~2 | .3074712 1.122436 0.27 0.78
> 4
> -1.900163
> 2.515105
city1 | .3979547 .9151129 0.43 0.66
> 4
> -1.401911
> 2.197821
city2 | .2144964 .9469931 0.23 0.82
> 1
> -1.648072
> 2.077065
city3 | .9274849 .9948214 0.93 0.35
> 2
> -1.029154
> 2.884124
city4 | .6702647 .8500271 0.79 0.43
> 1
> -1.001589
> 2.342118
city5 | 3.043426 .7662682 3.97 0.00
> 0
> 1.536311
> 4.550541
city6 | .3009789 1.999074 0.15 0.88
> 0
> -3.630849
> 4.232806
city7 | 1.904031 .9521712 2.00 0.04
> 6
> .0312779
> 3.776784
city8 | .9515652 1.343813 0.71 0.47
> 9
> -1.691479
> 3.594609
city9 | -.0929623 1.53 -0.06 0.95
> 2
> -3.102202
> 2.916277
city10 | -.3156303 1.861997 -0.17 0.86
> 5
> -3.977852
> 3.346591
city11 | .5668811 .9307605 0.61 0.54
> 3
> -1.263761
> 2.397523
city12 | .7062989 .8140107 0.87 0.38
> 6
> -.8947169
> 2.307315
city13 | .9361472 .3463368 2.70 0.00
> 7
> .2549637
> 1.617331
city14 | 1.315819 1.105918 1.19 0.23
> 5
> -.8593278
> 3.490966
city15 | -.5714844 1.72791 -0.33 0.74
> 1
> -3.96998
> 2.827011
city16 | -.2990534 1.038805 -0.29 0.77
> 4
> -2.342199
> 1.744092
city17 | 1.288812 .5789948 2.23 0.02
> 7
> .1500313
> 2.427593
city18 | 1.750608 .9056436 1.93 0.05
> 4
> -.0306338
> 3.531849
city19 | .2580196 1.624541 0.16 0.87
> 4
> -2.937167
> 3.453206
city20 | 1.190341 .9632151 1.24 0.21
> 7
> -.7041336
> 3.084816
city21 | -1.388174 2.48681 -0.56 0.57
> 7
> -6.279291
> 3.502943
city22 | .1951748 .8737503 0.22 0.82
> 3
> -1.523338
> 1.913688
city23 | -.0078063 1.424544 -0.01 0.99
> 6
> -2.809633
> 2.79402
city24 | -.6087979 1.540811 -0.40 0.69
> 3
> -3.639301
> 2.421705
city25 | 1.360205 .8449567 1.61 0.10
> 8
> -.3016765
> 3.022086
city26 | .9136883 1.358112 0.67 0.50
> 2
> -1.75748
> 3.584856
city27 | 1.373314 .8704168 1.58 0.11
> 6
> -.3386421
> 3.085271
city28 | .1769464 2.249787 0.08 0.93
> 7
> -4.247988
> 4.601881
city29 | 2.439594 .4707329 5.18 0.00
> 0
> 1.513745
> 3.365443
city30 | .2968145 1.082143 0.27 0.78
> 4
> -1.831571
> 2.4252
city31 | .1014307 1.748524 0.06 0.95
> 4
> -3.337609
> 3.54047
city32 | 3.918993 .3300347 11.87 0.00
> 0
> 3.269873
> 4.568114
city33 | -1.008376 1.986301 -0.51 0.61
> 2
> -4.915081
> 2.898328
city34 | 0 (omitted)
city35 | 1.53051 1.403571 1.09 0.27
> 6
> -1.230067
> 4.291087
city36 | .6503403 .4917709 1.32 0.18
> 7
> -.3168866
> 1.617567
city37 | 1.911318 .5490854 3.48 0.00
> 1
> .8313637
> 2.991272
city38 | .8803123 1.518624 0.58 0.56
> 3
> -2.106554
> 3.867179
city39 | 2.27115 .9747205 2.33 0.02
> 0
> .3540461
> 4.188253
city40 | -.8831703 1.676352 -0.53 0.59
> 9
> -4.18026
> 2.413919
city41 | -.4592521 .9795627 -0.47 0.63
> 9
> -2.38588
> 1.467375
city42 | .3068722 1.589229 0.19 0.84
> 7
> -2.818861
> 3.432606
city43 | .595038 1.352675 0.44 0.66
> 0
> -2.065435
> 3.255511
city44 | .9701357 .9885056 0.98 0.32
> 7
> -.9740809
> 2.914352
city45 | .1494642 .9742166 0.15 0.87
> 8
> -1.766648
> 2.065577
city46 | 2.153069 1.162425 1.85 0.06
> 5
> -.1332157
> 4.439354
city47 | -.228502 2.373006 -0.10 0.92
> 3
> -4.895786
> 4.438782
city48 | .7675889 1.42435 0.54 0.59
> 0
> -2.033857
> 3.569035
city49 | 1.262548 .706164 1.79 0.07
> 5
> -.126352
> 2.651449
city50 | 1.918035 1.290579 1.49 0.13
> 8
> -.6203069
> 4.456377
city51 | .3552936 .6617515 0.54 0.59
> 2
> -.9462551
> 1.656842
city52 | 1.025752 1.38222 0.74 0.45
> 9
> -1.692833
> 3.744336
city53 | .7472708 1.020361 0.73 0.46
> 4
> -1.259599
> 2.75414
city54 | .0136319 1.050398 0.01 0.99
> 0
> -2.052316
> 2.07958
city55 | .3050225 1.626031 0.19 0.85
> 1
> -2.893095
> 3.50314
city56 | 2.166349 .7526661 2.88 0.00
> 4
> .6859873
> 3.646711
city57 | -2.493327 3.015778 -0.83 0.40
> 9
> -8.424832
> 3.438177
city58 | .5171289 1.198062 0.43 0.66
> 6
> -1.839247
> 2.873505
city59 | 2.468695 .3605887 6.85 0.00
> 0
> 1.759481
> 3.17791
city60 | .8588627 1.143826 0.75 0.45
> 3
> -1.390842
> 3.108568
city61 | -.1068924 2.074001 -0.05 0.95
> 9
> -4.186087
> 3.972303
city62 | .3334669 1.183822 0.28 0.77
> 8
> -1.994902
> 2.661836
city63 | .3769979 1.283033 0.29 0.76
> 9
> -2.146503
> 2.900498
city64 | .9910441 .9112445 1.09 0.27
> 8
> -.8012133
> 2.783302
city65 | 1.330407 1.460489 0.91 0.36
> 3
> -1.542117
> 4.202931
city66 | .323901 1.46597 0.22 0.82
> 5
> -2.559403
> 3.207205
city67 | -1.284136 2.644852 -0.49 0.62
> 8
> -6.486094
> 3.917822
city68 | -1.259423 1.59047 -0.79 0.42
> 9
> -4.387598
> 1.868753
city69 | -.5026084 1.364452 -0.37 0.71
> 3
> -3.186245
> 2.181028
city70 | 1.589798 1.317702 1.21 0.22
> 8
> -1.001889
> 4.181486
city71 | -.3517418 1.602386 -0.22 0.82
> 6
> -3.503352
> 2.799869
city72 | 1.169857 1.210459 0.97 0.33
> 4
> -1.210903
> 3.550617
city73 | 2.697233 .4935363 5.47 0.00
> 0
> 1.726534
> 3.667932
city74 | .799861 1.512929 0.53 0.59
> 7
> -2.175805
> 3.775527
city75 | 1.366485 .7748239 1.76 0.07
> 9
> -.1574578
> 2.890427
city76 | -.6234486 1.986992 -0.31 0.75
> 4
> -4.531512
> 3.284615
city77 | -.5112877 2.073091 -0.25 0.80
> 5
> -4.588692
> 3.566117
city78 | .4811634 1.245073 0.39 0.69
> 9
> -1.967676
> 2.930003
city79 | .1029973 1.455673 0.07 0.94
> 4
> -2.760056
> 2.966051
city80 | -1.058442 1.335497 -0.79 0.42
> 9
> -3.685129
> 1.568245
city81 | 2.000309 .9523675 2.10 0.03
> 6
> .1271703
> 3.873449
city82 | .6858591 1.260927 0.54 0.58
> 7
> -1.794161
> 3.16588
city83 | -.7414383 2.064561 -0.36 0.72
> 0
> -4.802066
> 3.31919
city84 | .3955616 1.109607 0.36 0.72
> 2
> -1.786839
> 2.577962
city85 | 1.917577 .6404907 2.99 0.00
> 3
> .6578441
> 3.177309
city86 | .2277908 1.352941 0.17 0.86
> 6
> -2.433205
> 2.888787
city87 | -.4568342 1.70247 -0.27 0.78
> 9
> -3.805293
> 2.891624
city88 | 1.226858 1.20848 1.02 0.31
> 1
> -1.150009
> 3.603725
city89 | -.2759382 1.298224 -0.21 0.83
> 2
> -2.829316
> 2.277439
city90 | .8949068 1.657489 0.54 0.59
> 0
> -2.365082
> 4.154896
city91 | -.1510055 1.835024 -0.08 0.93
> 4
> -3.760175
> 3.458164
city92 | .3252478 1.884826 0.17 0.86
> 3
> -3.381874
> 4.032369
city93 | .4261977 1.61939 0.26 0.79
> 3
> -2.758857
> 3.611252
city94 | -.6280947 1.24449 -0.50 0.61
> 4
> -3.075787
> 1.819598
city95 | -.3074194 1.440172 -0.21 0.83
> 1
> -3.139985
> 2.525146
city96 | 1.463769 .8963682 1.63 0.10
> 3
> -.2992291
> 3.226768
city97 | 1.236693 .5325051 2.32 0.02
> 1
> .1893491
> 2.284037
city98 | .6937055 .5030752 1.38 0.16
> 9
> -.2957549
> 1.683166
city99 | -.1203152 .9090175 -0.13 0.89
> 5
> -1.908193
> 1.667562
city100 | .1043132 1.120276 0.09 0.92
> 6
> -2.099072
> 2.307699
city101 | .2745616 1.117614 0.25 0.80
> 6
> -1.923589
> 2.472712
city102 | 1.24937 1.013319 1.23 0.21
> 8
> -.7436495
> 3.24239
city103 | .2890897 1.810553 0.16 0.87
> 3
> -3.271948
> 3.850128
city104 | .3436565 .848168 0.41 0.68
> 6
> -1.324541
> 2.011854
city105 | 1.15689 .5970943 1.94 0.05
> 3
> -.0174898
> 2.331269
city106 | .436258 1.259669 0.35 0.72
> 9
> -2.041289
> 2.913805
city107 | .8804571 1.003878 0.88 0.38
> 1
> -1.093995
> 2.854909
city108 | 1.453968 .7466703 1.95 0.05
> 2
> -.0146016
> 2.922537
city109 | -.1226924 1.318648 -0.09 0.92
> 6
> -2.716241
> 2.470856
city110 | .1150916 2.124756 0.05 0.95
> 7
> -4.063929
> 4.294112
city111 | .4088396 1.324414 0.31 0.75
> 8
> -2.19605
> 3.01373
city112 | 2.509393 .6961552 3.60 0.00
> 0
> 1.140179
> 3.878608
city113 | 1.568062 .7435106 2.11 0.03
> 6
> .105707
> 3.030416
city114 | 1.687653 .6398259 2.64 0.00
> 9
> .4292284
> 2.946078
city115 | 1.890631 .8722609 2.17 0.03
> 1
> .1750468
> 3.606214
city116 | .4446877 .8166778 0.54 0.58
> 6
> -1.161574
> 2.050949
rg1y1 | .9564541 2.155667 0.44 0.65
> 8
> -3.283363
> 5.196272
rg1y2 | -1.642136 1.172449 -1.40 0.16
> 2
> -3.948138
> .6638656
rg2y1 | -.4537305 2.312525 -0.20 0.84
> 5
> -5.002061
> 4.0946
rg2y2 | -1.848916 1.2246 -1.51 0.13
> 2
> -4.257488
> .5596568
rg3y1 | .2955201 2.28431 0.13 0.89
> 7
> -4.197316
> 4.788356
rg3y2 | -1.390857 1.178447 -1.18 0.23
> 9
> -3.708656
> .9269416
rg4y1 | .5417749 2.24078 0.24 0.80
> 9
> -3.865446
> 4.948995
rg4y2 | -1.050213 1.164739 -0.90 0.36
> 8
> -3.34105
> 1.240623
rg5y1 | .9205326 2.133512 0.43 0.66
> 6
> -3.27571
> 5.116775
rg5y2 | -1.188027 1.177381 -1.01 0.31
> 4
> -3.503728
> 1.127673
rg6y1 | 1.149932 2.268531 0.51 0.61
> 3
> -3.31187
> 5.611734
rg6y2 | -1.431383 1.208824 -1.18 0.23
> 7
> -3.808928
> .9461607
rg7y1 | .9380031 2.130153 0.44 0.66
> 0
> -3.251633
> 5.12764
rg7y2 | -1.014828 1.132727 -0.90 0.37
> 1
> -3.242702
> 1.213047
rg8y1 | 1.560337 1.900051 0.82 0.41
> 2
> -2.176729
> 5.297404
rg8y2 | -.4958118 1.019559 -0.49 0.62
> 7
> -2.501104
> 1.50948
rg9y1 | .8205924 2.128925 0.39 0.70
> 0
> -3.366628
> 5.007813
rg9y2 | -1.219261 1.159225 -1.05 0.29
> 4
> -3.499252
> 1.06073
age | .9908556 .0257717 38.45 0.00
> 0
> .9401673
> 1.041544
agesq | -.0124958 .000302 -41.37 0.00
> 0
> -.0130899
> -.0119018
married | -1.58616 .0454574 -34.89 0.00
> 0
> -1.675567
> -1.496754
black | -.6534615 .0947554 -6.90 0.00
> 0
> -.8398288
> -.4670943
children | -3.22762 .0796882 -40.50 0.00
> 0
> -3.384353
> -3.070887
child5 | -.6209398 .076424 -8.12 0.00
> 0
> -.7712524
> -.4706272
_cons | 17.61347 3.381023 5.21 0.00
> 0
> 10.96359
> 24.26335
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg work50 (indep =ins) city1-city116 rg1y1-rg
> 9y2 age agesq married black children child5 if rsh
> are50<19 [aweight=perwt], cluster(metaready1)
(sum of wgt is 7.1555e+06)
Instrumental variables (2SLS) regression
> Number of obs = 332328
> F(140, 347) = 50.60
> Prob > F = 0.0000
> R-squared = 0.0425
> Root MSE = .4005
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work50 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .1796926 .0540793 3.32 0.00
> 1
> .0733282
> .286057
city1 | -.2101215 .0789084 -2.66 0.00
> 8
> -.3653203
> -.0549226
city2 | -.2331571 .0879405 -2.65 0.00
> 8
> -.4061205
> -.0601936
city3 | -.269945 .0975528 -2.77 0.00
> 6
> -.4618142
> -.0780759
city4 | -.1841019 .0807637 -2.28 0.02
> 3
> -.3429499
> -.025254
city5 | -.0051254 .054825 -0.09 0.92
> 6
> -.1129566
> .1027058
city6 | -.4940598 .1817026 -2.72 0.00
> 7
> -.8514368
> -.1366828
city7 | -.1985717 .0880571 -2.26 0.02
> 5
> -.3717646
> -.0253789
city8 | -.3247282 .1226726 -2.65 0.00
> 8
> -.5660036
> -.0834528
city9 | -.3387455 .1218758 -2.78 0.00
> 6
> -.5784537
> -.0990373
city10 | -.4886769 .1798707 -2.72 0.00
> 7
> -.8424509
> -.134903
city11 | -.2544264 .0880633 -2.89 0.00
> 4
> -.4276315
> -.0812213
city12 | -.2140358 .0770476 -2.78 0.00
> 6
> -.3655748
> -.0624967
city13 | -.0525968 .0430327 -1.22 0.22
> 2
> -.1372346
> .0320411
city14 | -.2466317 .1029322 -2.40 0.01
> 7
> -.4490813
> -.0441821
city15 | -.4500172 .159137 -2.83 0.00
> 5
> -.7630116
> -.1370228
city16 | -.2745576 .1002514 -2.74 0.00
> 6
> -.4717345
> -.0773807
city17 | -.1241164 .0578503 -2.15 0.03
> 3
> -.2378979
> -.010335
city18 | -.186495 .088851 -2.10 0.03
> 7
> -.3612493
> -.0117407
city19 | -.4279354 .1509437 -2.84 0.00
> 5
> -.7248151
> -.1310557
city20 | -.2359952 .0893092 -2.64 0.00
> 9
> -.4116506
> -.0603397
city21 | -.6603717 .2246881 -2.94 0.00
> 4
> -1.102294
> -.2184497
city22 | -.2170658 .0804229 -2.70 0.00
> 7
> -.3752435
> -.0588881
city23 | -.3882058 .1310093 -2.96 0.00
> 3
> -.645878
> -.1305336
city24 | -.4280177 .1453656 -2.94 0.00
> 3
> -.7139262
> -.1421091
city25 | -.2052824 .0838655 -2.45 0.01
> 5
> -.3702311
> -.0403337
city26 | -.3373075 .1260426 -2.68 0.00
> 8
> -.5852111
> -.0894038
city27 | -.1773048 .0798509 -2.22 0.02
> 7
> -.3343575
> -.0202521
city28 | -.5750168 .2061231 -2.79 0.00
> 6
> -.9804246
> -.169609
city29 | -.0927485 .0423467 -2.19 0.02
> 9
> -.176037
> -.0094601
city30 | -.2799051 .0991945 -2.82 0.00
> 5
> -.4750033
> -.0848069
city31 | -.4496958 .1600392 -2.81 0.00
> 5
> -.7644648
> -.1349269
city32 | -.003633 .0261877 -0.14 0.89
> 0
> -.0551396
> .0478737
city33 | -.5446753 .1818805 -2.99 0.00
> 3
> -.9024022
> -.1869484
city34 | 0 (omitted)
city35 | -.3067558 .1243746 -2.47 0.01
> 4
> -.5513787
> -.0621329
city36 | -.0716181 .0374467 -1.91 0.05
> 7
> -.1452691
> .0020329
city37 | -.1223728 .0538088 -2.27 0.02
> 4
> -.2282052
> -.0165404
city38 | -.365765 .1404524 -2.60 0.01
> 0
> -.6420102
> -.0895199
city39 | -.1254641 .0781932 -1.60 0.11
> 0
> -.2792564
> .0283283
city40 | -.4109022 .1405116 -2.92 0.00
> 4
> -.6872637
> -.1345407
city41 | -.267363 .091 -2.94 0.00
> 4
> -.4463439
> -.088382
city42 | -.4154241 .1477588 -2.81 0.00
> 5
> -.7060397
> -.1248084
city43 | -.3467127 .126508 -2.74 0.00
> 6
> -.5955317
> -.0978936
city44 | -.2326571 .0909008 -2.56 0.01
> 1
> -.4114429
> -.0538712
city45 | -.2363689 .0974372 -2.43 0.01
> 6
> -.4280108
> -.044727
city46 | -.1877611 .1003225 -1.87 0.06
> 2
> -.3850778
> .0095556
city47 | -.6057215 .2140121 -2.83 0.00
> 5
> -1.026646
> -.1847973
city48 | -.3548522 .1335879 -2.66 0.00
> 8
> -.6175961
> -.0921083
city49 | -.1484664 .0641327 -2.31 0.02
> 1
> -.2746041
> -.0223287
city50 | -.2989023 .1183739 -2.53 0.01
> 2
> -.5317229
> -.0660816
city51 | -.0577844 .0451899 -1.28 0.20
> 2
> -.1466649
> .0310961
city52 | -.3446423 .1249582 -2.76 0.00
> 6
> -.590413
> -.0988715
city53 | -.2735664 .0974317 -2.81 0.00
> 5
> -.4651974
> -.0819354
city54 | -.2515825 .1002937 -2.51 0.01
> 3
> -.4488426
> -.0543225
city55 | -.4511703 .1488316 -3.03 0.00
> 3
> -.743896
> -.1584447
city56 | -.172037 .0702498 -2.45 0.01
> 5
> -.3102061
> -.0338679
city57 | -.8249651 .2707739 -3.05 0.00
> 2
> -1.35753
> -.2924006
city58 | -.2993622 .1097208 -2.73 0.00
> 7
> -.5151637
> -.0835607
city59 | .0235015 .0220079 1.07 0.28
> 6
> -.0197841
> .0667871
city60 | -.3115475 .1051725 -2.96 0.00
> 3
> -.5184033
> -.1046918
city61 | -.516667 .1853974 -2.79 0.00
> 6
> -.881311
> -.152023
city62 | -.2906886 .1101346 -2.64 0.00
> 9
> -.5073039
> -.0740733
city63 | -.3263014 .1188197 -2.75 0.00
> 6
> -.5599988
> -.092604
city64 | -.1773472 .0777398 -2.28 0.02
> 3
> -.3302478
> -.0244466
city65 | -.3425773 .1301203 -2.63 0.00
> 9
> -.5985009
> -.0866536
city66 | -.3692756 .1364186 -2.71 0.00
> 7
> -.637587
> -.1009642
city67 | -.6759528 .2387222 -2.83 0.00
> 5
> -1.145477
> -.2064282
city68 | -.4377395 .1476493 -2.96 0.00
> 3
> -.7281397
> -.1473393
city69 | -.3685364 .1261023 -2.92 0.00
> 4
> -.6165575
> -.1205154
city70 | -.3074819 .1167557 -2.63 0.00
> 9
> -.5371199
> -.077844
city71 | -.4173439 .1487909 -2.80 0.00
> 5
> -.7099894
> -.1246985
city72 | -.2961661 .115111 -2.57 0.01
> 1
> -.5225692
> -.069763
city73 | -.0905555 .0480391 -1.89 0.06
> 0
> -.18504
> .003929
city74 | -.3734764 .1407421 -2.65 0.00
> 8
> -.6502914
> -.0966613
city75 | -.0956116 .0512148 -1.87 0.06
> 3
> -.196342
> .0051189
city76 | -.5184493 .1829557 -2.83 0.00
> 5
> -.878291
> -.1586075
city77 | -.5573879 .1895937 -2.94 0.00
> 4
> -.9302853
> -.1844904
city78 | -.3102637 .1176004 -2.64 0.00
> 9
> -.5415631
> -.0789644
city79 | -.3601237 .1353093 -2.66 0.00
> 8
> -.6262534
> -.0939941
city80 | -.3695635 .1330292 -2.78 0.00
> 6
> -.6312084
> -.1079185
city81 | -.1718162 .0772238 -2.22 0.02
> 7
> -.3237018
> -.0199306
city82 | -.3301886 .1201863 -2.75 0.00
> 6
> -.5665738
> -.0938033
city83 | -.5479383 .1873369 -2.92 0.00
> 4
> -.916397
> -.1794795
city84 | -.2763049 .1051446 -2.63 0.00
> 9
> -.4831058
> -.0695039
city85 | -.159219 .0694728 -2.29 0.02
> 3
> -.2958598
> -.0225782
city86 | -.3557145 .1232291 -2.89 0.00
> 4
> -.5980844
> -.1133446
city87 | -.464266 .1561043 -2.97 0.00
> 3
> -.7712957
> -.1572363
city88 | -.2062589 .0944375 -2.18 0.03
> 0
> -.3920008
> -.0205171
city89 | -.3642426 .1191285 -3.06 0.00
> 2
> -.5985473
> -.1299379
city90 | -.408389 .1514185 -2.70 0.00
> 7
> -.7062026
> -.1105755
city91 | -.4650091 .1681762 -2.77 0.00
> 6
> -.7957821
> -.134236
city92 | -.4060731 .1832249 -2.22 0.02
> 7
> -.7664442
> -.0457021
city93 | -.3991506 .1477658 -2.70 0.00
> 7
> -.6897799
> -.1085212
city94 | -.2495014 .0942763 -2.65 0.00
> 9
> -.4349264
> -.0640764
city95 | -.3770567 .1310699 -2.88 0.00
> 4
> -.6348481
> -.1192654
city96 | -.1831089 .0820827 -2.23 0.02
> 6
> -.3445512
> -.0216666
city97 | -.0951106 .0537447 -1.77 0.07
> 8
> -.200817
> .0105958
city98 | -.1123031 .0415157 -2.71 0.00
> 7
> -.1939571
> -.0306491
city99 | -.2557927 .0847584 -3.02 0.00
> 3
> -.4224976
> -.0890879
city100 | -.3018701 .105029 -2.87 0.00
> 4
> -.5084436
> -.0952966
city101 | -.2441972 .0991311 -2.46 0.01
> 4
> -.4391706
> -.0492239
city102 | -.1975442 .0841424 -2.35 0.01
> 9
> -.3630375
> -.0320509
city103 | -.4549782 .1672576 -2.72 0.00
> 7
> -.7839444
> -.126012
city104 | -.2164297 .0811693 -2.67 0.00
> 8
> -.3760754
> -.056784
city105 | -.0699464 .0489492 -1.43 0.15
> 4
> -.1662209
> .0263281
city106 | -.3256864 .115884 -2.81 0.00
> 5
> -.5536098
> -.0977629
city107 | -.2654936 .0944909 -2.81 0.00
> 5
> -.4513406
> -.0796467
city108 | -.0985612 .0679046 -1.45 0.14
> 8
> -.2321175
> .0349952
city109 | -.3358407 .118534 -2.83 0.00
> 5
> -.5689763
> -.1027051
city110 | -.5261489 .191007 -2.75 0.00
> 6
> -.9018261
> -.1504717
city111 | -.3167279 .1234187 -2.57 0.01
> 1
> -.5594708
> -.0739851
city112 | -.1357661 .063041 -2.15 0.03
> 2
> -.2597567
> -.0117755
city113 | -.1404062 .0724205 -1.94 0.05
> 3
> -.2828446
> .0020321
city114 | -.0887272 .0542174 -1.64 0.10
> 3
> -.1953634
> .0179089
city115 | -.1522079 .0799401 -1.90 0.05
> 8
> -.309436
> .0050201
city116 | -.1808732 .0722501 -2.50 0.01
> 3
> -.3229764
> -.03877
rg1y1 | -.2620115 .0378224 -6.93 0.00
> 0
> -.3364015
> -.1876215
rg1y2 | -.1016593 .0237729 -4.28 0.00
> 0
> -.1484164
> -.0549023
rg2y1 | -.3403651 .0541086 -6.29 0.00
> 0
> -.4467872
> -.2339429
rg2y2 | -.1497898 .0152013 -9.85 0.00
> 0
> -.179688
> -.1198915
rg3y1 | -.2973559 .0541065 -5.50 0.00
> 0
> -.4037739
> -.1909379
rg3y2 | -.100827 .0087074 -11.58 0.00
> 0
> -.117953
> -.083701
rg4y1 | -.2832047 .051626 -5.49 0.00
> 0
> -.384744
> -.1816654
rg4y2 | -.0715281 .014723 -4.86 0.00
> 0
> -.1004858
> -.0425705
rg5y1 | -.2160214 .0231123 -9.35 0.00
> 0
> -.2614792
> -.1705636
rg5y2 | -.0937586 .0129877 -7.22 0.00
> 0
> -.119303
> -.0682141
rg6y1 | -.251502 .0426282 -5.90 0.00
> 0
> -.3353442
> -.1676597
rg6y2 | -.1189718 .016438 -7.24 0.00
> 0
> -.1513025
> -.0866411
rg7y1 | -.220862 .0281756 -7.84 0.00
> 0
> -.2762784
> -.1654457
rg7y2 | -.0600977 .0087345 -6.88 0.00
> 0
> -.077277
> -.0429185
rg8y1 | -.1275026 .0215262 -5.92 0.00
> 0
> -.1698408
> -.0851645
rg8y2 | .0048516 .0250077 0.19 0.84
> 6
> -.0443342
> .0540374
rg9y1 | -.2115361 .0399814 -5.29 0.00
> 0
> -.2901725
> -.1328996
rg9y2 | -.0917854 .0160018 -5.74 0.00
> 0
> -.123258
> -.0603127
age | .0302451 .0011059 27.35 0.00
> 0
> .02807
> .0324202
agesq | -.0003796 .0000135 -28.11 0.00
> 0
> -.0004061
> -.000353
married | -.0338204 .0018854 -17.94 0.00
> 0
> -.0375286
> -.0301122
black | -.0673468 .004516 -14.91 0.00
> 0
> -.076229
> -.0584646
children | -.0854358 .0040049 -21.33 0.00
> 0
> -.0933127
> -.0775589
child5 | -.0103004 .0026507 -3.89 0.00
> 0
> -.0155139
> -.0050869
_cons | -1.270279 .2935519 -4.33 0.00
> 0
> -1.847644
> -.6929136
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg work50 (indep =ins) lwagehourgradmorey70y1
> - lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2
> age agesq married black children child5 if rshare
> 50<19 [aweight=perwt], cluster(metaready1)
(sum of wgt is 7.1555e+06)
Instrumental variables (2SLS) regression
> Number of obs = 332328
> F(152, 347) = 72.62
> Prob > F = 0.0000
> R-squared = 0.0461
> Root MSE = .39976
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work50 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .1042912 .0385488 2.71 0.00
> 7
> .0284725
> .1801098
lwagehourg~1 | -.0467957 .0408309 -1.15 0.25
> 3
> -.1271028
> .0335115
lwagehourg~2 | -.0663529 .0255385 -2.60 0.01
> 0
> -.1165826
> -.0161232
fcollegepl~1 | -.1998169 .3343202 -0.60 0.55
> 0
> -.8573659
> .4577321
fcollegepl~2 | -.0140444 .2273312 -0.06 0.95
> 1
> -.4611649
> .433076
agmin70y1 | 1.301198 .4191693 3.10 0.00
> 2
> .4767657
> 2.12563
agmin70y2 | .2628321 .1839351 1.43 0.15
> 4
> -.0989359
> .6246001
manufact70y1 | .0596948 .0745855 0.80 0.42
> 4
> -.0870017
> .2063913
manufact70y2 | .0633675 .0433105 1.46 0.14
> 4
> -.0218167
> .1485516
hsservices~1 | -.1624847 .3062956 -0.53 0.59
> 6
> -.7649142
> .4399448
hsservices~2 | .025443 .1752703 0.15 0.88
> 5
> -.3192828
> .3701688
lfwomencol~1 | -.0487784 .1087176 -0.45 0.65
> 4
> -.2626068
> .1650501
lfwomencol~2 | .0746124 .0778475 0.96 0.33
> 9
> -.0784998
> .2277247
city1 | -.0541229 .0552337 -0.98 0.32
> 8
> -.1627579
> .0545121
city2 | -.0704782 .0620849 -1.14 0.25
> 7
> -.1925883
> .0516318
city3 | -.0808598 .0650052 -1.24 0.21
> 4
> -.2087136
> .046994
city4 | -.0461609 .0576447 -0.80 0.42
> 4
> -.1595378
> .067216
city5 | .0732957 .0469414 1.56 0.11
> 9
> -.0190299
> .1656212
city6 | -.1972878 .1254883 -1.57 0.11
> 7
> -.4441012
> .0495256
city7 | -.042601 .0632958 -0.67 0.50
> 1
> -.1670928
> .0818907
city8 | -.1093659 .0851369 -1.28 0.20
> 0
> -.2768152
> .0580834
city9 | -.1913876 .0989478 -1.93 0.05
> 4
> -.3860005
> .0032252
city10 | -.2093303 .1187267 -1.76 0.07
> 9
> -.4428448
> .0241842
city11 | -.0865518 .0636431 -1.36 0.17
> 5
> -.2117266
> .038623
city12 | -.0707914 .0534003 -1.33 0.18
> 6
> -.1758205
> .0342376
city13 | .0156472 .0343793 0.46 0.64
> 9
> -.0519709
> .0832652
city14 | -.0670552 .0722885 -0.93 0.35
> 4
> -.209234
> .0751236
city15 | -.1828699 .1100296 -1.66 0.09
> 7
> -.3992788
> .033539
city16 | -.1001596 .0681008 -1.47 0.14
> 2
> -.2341019
> .0337827
city17 | -.0195357 .0421748 -0.46 0.64
> 4
> -.1024861
> .0634148
city18 | -.027598 .0609969 -0.45 0.65
> 1
> -.1475682
> .0923721
city19 | -.1775894 .1026561 -1.73 0.08
> 5
> -.3794959
> .0243171
city20 | -.0668654 .0620067 -1.08 0.28
> 2
> -.1888216
> .0550908
city21 | -.3001679 .1568387 -1.91 0.05
> 6
> -.6086421
> .0083062
city22 | -.0768989 .0577175 -1.33 0.18
> 4
> -.1904191
> .0366212
city23 | -.1588882 .0897998 -1.77 0.07
> 8
> -.3355087
> .0177322
city24 | -.1859517 .099195 -1.87 0.06
> 2
> -.3810508
> .0091474
city25 | -.0543735 .057471 -0.95 0.34
> 5
> -.1674088
> .0586619
city26 | -.116034 .0868045 -1.34 0.18
> 2
> -.2867632
> .0546952
city27 | -.0569721 .0613904 -0.93 0.35
> 4
> -.1777163
> .063772
city28 | -.2371911 .1413567 -1.68 0.09
> 4
> -.5152148
> .0408326
city29 | -.0032229 .0347443 -0.09 0.92
> 6
> -.0715588
> .0651129
city30 | -.1025115 .0691793 -1.48 0.13
> 9
> -.2385751
> .033552
city31 | -.1750666 .110866 -1.58 0.11
> 5
> -.3931205
> .0429873
city32 | .0759215 .0288814 2.63 0.00
> 9
> .0191168
> .1327261
city33 | -.2440044 .1262638 -1.93 0.05
> 4
> -.4923431
> .0043344
city34 | 0 (omitted)
city35 | -.0913321 .0875636 -1.04 0.29
> 8
> -.2635542
> .08089
city36 | -.0054285 .0326706 -0.17 0.86
> 8
> -.0696859
> .0588289
city37 | -.0007493 .0422601 -0.02 0.98
> 6
> -.0838675
> .082369
city38 | -.1241981 .0962447 -1.29 0.19
> 8
> -.3134944
> .0650982
city39 | -.004174 .0536243 -0.08 0.93
> 8
> -.1096435
> .1012956
city40 | -.2092433 .1034836 -2.02 0.04
> 4
> -.4127773
> -.0057093
city41 | -.1079363 .0637953 -1.69 0.09
> 2
> -.2334104
> .0175378
city42 | -.1827865 .1007103 -1.81 0.07
> 0
> -.380866
> .015293
city43 | -.1381196 .0861165 -1.60 0.11
> 0
> -.3074956
> .0312564
city44 | -.0736243 .0620981 -1.19 0.23
> 7
> -.1957603
> .0485118
city45 | -.0662006 .0668813 -0.99 0.32
> 3
> -.1977443
> .0653432
city46 | -.0095965 .0758836 -0.13 0.89
> 9
> -.1588462
> .1396532
city47 | -.2691039 .149558 -1.80 0.07
> 3
> -.5632582
> .0250504
city48 | -.1305142 .090353 -1.44 0.15
> 0
> -.3082225
> .0471942
city49 | -.0337448 .0446601 -0.76 0.45
> 0
> -.1215833
> .0540938
city50 | -.0882546 .0812373 -1.09 0.27
> 8
> -.248034
> .0715249
city51 | -.0143076 .0358288 -0.40 0.69
> 0
> -.0847765
> .0561614
city52 | -.1327246 .0883974 -1.50 0.13
> 4
> -.3065868
> .0411376
city53 | -.0988036 .0665193 -1.49 0.13
> 8
> -.2296352
> .0320281
city54 | -.1086188 .0666944 -1.63 0.10
> 4
> -.2397949
> .0225572
city55 | -.2027494 .1029522 -1.97 0.05
> 0
> -.4052382
> -.0002606
city56 | -.0302944 .0515383 -0.59 0.55
> 7
> -.1316611
> .0710723
city57 | -.3941891 .1892003 -2.08 0.03
> 8
> -.7663128
> -.0220655
city58 | -.1038353 .0769098 -1.35 0.17
> 8
> -.2551033
> .0474327
city59 | .0919964 .0283947 3.24 0.00
> 1
> .036149
> .1478439
city60 | -.1255985 .0731795 -1.72 0.08
> 7
> -.2695296
> .0183326
city61 | -.2158657 .1266413 -1.70 0.08
> 9
> -.464947
> .0332155
city62 | -.0937678 .0752946 -1.25 0.21
> 4
> -.241859
> .0543234
city63 | -.1140283 .0816459 -1.40 0.16
> 3
> -.2746114
> .0465549
city64 | -.0348715 .0571948 -0.61 0.54
> 2
> -.1473636
> .0776207
city65 | -.1130728 .0902188 -1.25 0.21
> 1
> -.2905174
> .0643718
city66 | -.1385698 .0935671 -1.48 0.14
> 0
> -.3225998
> .0454603
city67 | -.2943222 .1662262 -1.77 0.07
> 8
> -.6212599
> .0326155
city68 | -.1806318 .100006 -1.81 0.07
> 2
> -.3773259
> .0160623
city69 | -.1462036 .0873232 -1.67 0.09
> 5
> -.317953
> .0255457
city70 | -.1112228 .0847886 -1.31 0.19
> 0
> -.2779871
> .0555414
city71 | -.1626201 .1012483 -1.61 0.10
> 9
> -.3617577
> .0365174
city72 | -.0960062 .079966 -1.20 0.23
> 1
> -.2532853
> .0612729
city73 | .0225001 .0358522 0.63 0.53
> 1
> -.0480148
> .093015
city74 | -.1403061 .0954778 -1.47 0.14
> 3
> -.3280941
> .0474819
city75 | -.0037001 .0406509 -0.09 0.92
> 8
> -.0836532
> .076253
city76 | -.2213489 .1258461 -1.76 0.07
> 9
> -.468866
> .0261682
city77 | -.2600219 .1304765 -1.99 0.04
> 7
> -.5166462
> -.0033976
city78 | -.1042833 .0798695 -1.31 0.19
> 3
> -.2613724
> .0528059
city79 | -.1405185 .0933292 -1.51 0.13
> 3
> -.3240807
> .0430437
city80 | -.1652206 .0908449 -1.82 0.07
> 0
> -.3438965
> .0134553
city81 | -.0537236 .056236 -0.96 0.34
> 0
> -.1643299
> .0568826
city82 | -.1258742 .0810377 -1.55 0.12
> 1
> -.2852611
> .0335128
city83 | -.2531057 .12982 -1.95 0.05
> 2
> -.5084388
> .0022273
city84 | -.0942109 .0726577 -1.30 0.19
> 6
> -.2371158
> .0486941
city85 | -.0184457 .0529232 -0.35 0.72
> 8
> -.1225364
> .085645
city86 | -.1379346 .0856534 -1.61 0.10
> 8
> -.3063998
> .0305305
city87 | -.20344 .1088059 -1.87 0.06
> 2
> -.417442
> .0105621
city88 | -.0537303 .0764226 -0.70 0.48
> 2
> -.2040402
> .0965796
city89 | -.1579272 .0830436 -1.90 0.05
> 8
> -.3212594
> .0054049
city90 | -.150343 .1046812 -1.44 0.15
> 2
> -.3562325
> .0555464
city91 | -.1792517 .1159618 -1.55 0.12
> 3
> -.407328
> .0488247
city92 | -.1301708 .1226595 -1.06 0.28
> 9
> -.3714204
> .1110788
city93 | -.1396333 .1019776 -1.37 0.17
> 2
> -.3402052
> .0609386
city94 | -.0738068 .0705706 -1.05 0.29
> 6
> -.2126067
> .0649931
city95 | -.1473384 .0911761 -1.62 0.10
> 7
> -.3266658
> .031989
city96 | -.0467099 .0627084 -0.74 0.45
> 7
> -.1700462
> .0766264
city97 | -.0050428 .0454847 -0.11 0.91
> 2
> -.0945032
> .0844176
city98 | -.0084042 .0372933 -0.23 0.82
> 2
> -.0817535
> .0649451
city99 | -.1127641 .0620421 -1.82 0.07
> 0
> -.23479
> .0092618
city100 | -.1378921 .0719572 -1.92 0.05
> 6
> -.2794193
> .0036351
city101 | -.0859295 .0670788 -1.28 0.20
> 1
> -.2178616
> .0460027
city102 | -.0362627 .0618055 -0.59 0.55
> 8
> -.1578233
> .0852979
city103 | -.1872892 .11465 -1.63 0.10
> 3
> -.4127855
> .0382072
city104 | -.0645502 .0565483 -1.14 0.25
> 4
> -.1757708
> .0466704
city105 | .0507007 .0401874 1.26 0.20
> 8
> -.028341
> .1297423
city106 | -.1251014 .0815659 -1.53 0.12
> 6
> -.2855272
> .0353243
city107 | -.1029637 .0657983 -1.56 0.11
> 9
> -.2323774
> .0264499
city108 | -.0091042 .0500921 -0.18 0.85
> 6
> -.1076265
> .0894182
city109 | -.1370236 .0820461 -1.67 0.09
> 6
> -.2983939
> .0243466
city110 | -.2030893 .1336737 -1.52 0.13
> 0
> -.4660021
> .0598234
city111 | -.1180085 .0865705 -1.36 0.17
> 4
> -.2882774
> .0522604
city112 | -.0222785 .0453751 -0.49 0.62
> 4
> -.1115233
> .0669664
city113 | .0018478 .047829 0.04 0.96
> 9
> -.0922234
> .095919
city114 | .0135059 .0414657 0.33 0.74
> 5
> -.0680498
> .0950617
city115 | -.0285326 .0591695 -0.48 0.63
> 0
> -.1449086
> .0878434
city116 | -.0517087 .0521622 -0.99 0.32
> 2
> -.1543026
> .0508852
rg1y1 | -.0404023 .1396321 -0.29 0.77
> 2
> -.3150341
> .2342294
rg1y2 | -.0158294 .0789437 -0.20 0.84
> 1
> -.1710977
> .1394389
rg2y1 | -.0980767 .1499904 -0.65 0.51
> 4
> -.3930814
> .1969281
rg2y2 | -.0387709 .0823976 -0.47 0.63
> 8
> -.2008325
> .1232908
rg3y1 | -.0710573 .1483664 -0.48 0.63
> 2
> -.362868
> .2207534
rg3y2 | -.0083238 .0791224 -0.11 0.91
> 6
> -.1639436
> .1472961
rg4y1 | -.0558649 .1446763 -0.39 0.70
> 0
> -.3404177
> .2286879
rg4y2 | .0163444 .07727 0.21 0.83
> 3
> -.1356321
> .1683209
rg5y1 | -.0219356 .1384255 -0.16 0.87
> 4
> -.2941941
> .2503229
rg5y2 | -.0009054 .0805759 -0.01 0.99
> 1
> -.1593841
> .1575732
rg6y1 | -.0434706 .1467745 -0.30 0.76
> 7
> -.3321502
> .2452089
rg6y2 | -.017833 .0817066 -0.22 0.82
> 7
> -.1785354
> .1428694
rg7y1 | -.0435074 .138111 -0.32 0.75
> 3
> -.3151474
> .2281326
rg7y2 | .015335 .0760131 0.20 0.84
> 0
> -.1341694
> .1648394
rg8y1 | .0185101 .1228136 0.15 0.88
> 0
> -.2230425
> .2600627
rg8y2 | .0574532 .0678357 0.85 0.39
> 8
> -.0759678
> .1908741
rg9y1 | -.0361434 .1400156 -0.26 0.79
> 6
> -.3115295
> .2392426
rg9y2 | -.0051359 .0779478 -0.07 0.94
> 8
> -.1584455
> .1481737
age | .0302072 .0011048 27.34 0.00
> 0
> .0280342
> .0323802
agesq | -.0003793 .0000135 -28.12 0.00
> 0
> -.0004058
> -.0003527
married | -.0338216 .0018823 -17.97 0.00
> 0
> -.0375236
> -.0301195
black | -.0673355 .0044939 -14.98 0.00
> 0
> -.0761742
> -.0584968
children | -.0852233 .004005 -21.28 0.00
> 0
> -.0931005
> -.0773461
child5 | -.0107207 .0026392 -4.06 0.00
> 0
> -.0159116
> -.0055298
_cons | -.9058395 .2176959 -4.16 0.00
> 0
> -1.334009
> -.4776701
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg work50 (indep =ins) city1-city116 rg1y1-rg
> 9y2 age agesq married black children child5 if rsh
> are50<48 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.1554e+07)
Instrumental variables (2SLS) regression
> Number of obs = 535752
> F(140, 347) = 101.05
> Prob > F = 0.0000
> R-squared = 0.0395
> Root MSE = .39207
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work50 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .1440572 .0430236 3.35 0.00
> 1
> .0594374
> .2286771
city1 | -.1670199 .0665256 -2.51 0.01
> 3
> -.2978641
> -.0361757
city2 | -.1884435 .0728817 -2.59 0.01
> 0
> -.3317891
> -.045098
city3 | -.2205611 .0808412 -2.73 0.00
> 7
> -.3795615
> -.0615608
city4 | -.154104 .0682333 -2.26 0.02
> 5
> -.2883068
> -.0199012
city5 | -.0008195 .0469004 -0.02 0.98
> 6
> -.0930644
> .0914255
city6 | -.3893929 .1477705 -2.64 0.00
> 9
> -.6800314
> -.0987543
city7 | -.151978 .0732708 -2.07 0.03
> 9
> -.2960888
> -.0078671
city8 | -.2503066 .1009046 -2.48 0.01
> 4
> -.4487682
> -.051845
city9 | -.2746551 .101835 -2.70 0.00
> 7
> -.4749466
> -.0743635
city10 | -.3879464 .1444649 -2.69 0.00
> 8
> -.6720834
> -.1038095
city11 | -.2153134 .0730662 -2.95 0.00
> 3
> -.3590218
> -.071605
city12 | -.1656898 .0650598 -2.55 0.01
> 1
> -.293651
> -.0377287
city13 | -.0438423 .0366294 -1.20 0.23
> 2
> -.1158859
> .0282012
city14 | -.1914826 .0853849 -2.24 0.02
> 6
> -.3594196
> -.0235456
city15 | -.3599132 .1287435 -2.80 0.00
> 5
> -.6131291
> -.1066973
city16 | -.235573 .0823386 -2.86 0.00
> 4
> -.3975186
> -.0736274
city17 | -.1007657 .0501484 -2.01 0.04
> 5
> -.1993989
> -.0021326
city18 | -.1429231 .0738862 -1.93 0.05
> 4
> -.2882442
> .0023981
city19 | -.3339539 .1226201 -2.72 0.00
> 7
> -.5751261
> -.0927817
city20 | -.1965627 .0738164 -2.66 0.00
> 8
> -.3417466
> -.0513789
city21 | -.5258591 .1808462 -2.91 0.00
> 4
> -.8815517
> -.1701664
city22 | -.1644503 .0676201 -2.43 0.01
> 6
> -.2974472
> -.0314534
city23 | -.3064687 .1070936 -2.86 0.00
> 4
> -.517103
> -.0958345
city24 | -.3459608 .1183299 -2.92 0.00
> 4
> -.578695
> -.1132266
city25 | -.166986 .0696919 -2.40 0.01
> 7
> -.3040577
> -.0299144
city26 | -.2622384 .1029864 -2.55 0.01
> 1
> -.4647945
> -.0596823
city27 | -.1326182 .0671753 -1.97 0.04
> 9
> -.2647402
> -.0004961
city28 | -.4487869 .1664241 -2.70 0.00
> 7
> -.7761139
> -.12146
city29 | -.0643503 .038891 -1.65 0.09
> 9
> -.1408421
> .0121415
city30 | -.2255097 .0820851 -2.75 0.00
> 6
> -.3869568
> -.0640627
city31 | -.3524247 .1297658 -2.72 0.00
> 7
> -.6076513
> -.0971982
city32 | .0143943 .0324539 0.44 0.65
> 8
> -.0494369
> .0782254
city33 | -.4355068 .1467615 -2.97 0.00
> 3
> -.7241609
> -.1468527
city34 | 0 (omitted)
city35 | -.2443788 .1024333 -2.39 0.01
> 8
> -.445847
> -.0429106
city36 | -.0570751 .0375116 -1.52 0.12
> 9
> -.1308538
> .0167036
city37 | -.0845783 .0455602 -1.86 0.06
> 4
> -.1741871
> .0050306
city38 | -.2962254 .1145454 -2.59 0.01
> 0
> -.5215162
> -.0709347
city39 | -.0911915 .071707 -1.27 0.20
> 4
> -.2322265
> .0498435
city40 | -.3286485 .1148423 -2.86 0.00
> 4
> -.554523
> -.102774
city41 | -.215185 .0770732 -2.79 0.00
> 6
> -.3667744
> -.0635956
city42 | -.3424922 .1205106 -2.84 0.00
> 5
> -.5795153
> -.105469
city43 | -.281731 .1036389 -2.72 0.00
> 7
> -.4855704
> -.0778916
city44 | -.1779882 .0759347 -2.34 0.02
> 0
> -.3273384
> -.0286379
city45 | -.1943363 .0802759 -2.42 0.01
> 6
> -.3522248
> -.0364478
city46 | -.1400764 .0842104 -1.66 0.09
> 7
> -.3057035
> .0255506
city47 | -.4723987 .1726551 -2.74 0.00
> 7
> -.8119809
> -.1328165
city48 | -.2764955 .1088725 -2.54 0.01
> 2
> -.4906286
> -.0623625
city49 | -.1142645 .0563969 -2.03 0.04
> 4
> -.2251873
> -.0033417
city50 | -.2434295 .0977492 -2.49 0.01
> 3
> -.4356849
> -.051174
city51 | -.0639812 .0402462 -1.59 0.11
> 3
> -.1431384
> .0151761
city52 | -.2595906 .102319 -2.54 0.01
> 2
> -.4608342
> -.0583471
city53 | -.2080202 .0811642 -2.56 0.01
> 1
> -.3676558
> -.0483845
city54 | -.1921121 .0844407 -2.28 0.02
> 4
> -.3581921
> -.026032
city55 | -.3594469 .1214517 -2.96 0.00
> 3
> -.5983209
> -.1205728
city56 | -.1319029 .0595383 -2.22 0.02
> 7
> -.2490042
> -.0148015
city57 | -.6547759 .2176608 -3.01 0.00
> 3
> -1.082876
> -.2266754
city58 | -.2371948 .0904354 -2.62 0.00
> 9
> -.4150653
> -.0593244
city59 | .0224236 .0247122 0.91 0.36
> 5
> -.026181
> .0710282
city60 | -.2459958 .0868919 -2.83 0.00
> 5
> -.416897
> -.0750946
city61 | -.4098701 .1502358 -2.73 0.00
> 7
> -.7053574
> -.1143827
city62 | -.232589 .0905372 -2.57 0.01
> 1
> -.4106598
> -.0545183
city63 | -.2562898 .0979284 -2.62 0.00
> 9
> -.4488977
> -.0636819
city64 | -.1525597 .0661349 -2.31 0.02
> 2
> -.2826354
> -.0224839
city65 | -.2642931 .106384 -2.48 0.01
> 3
> -.4735316
> -.0550545
city66 | -.2977941 .1112501 -2.68 0.00
> 8
> -.5166036
> -.0789847
city67 | -.5415749 .1918857 -2.82 0.00
> 5
> -.9189802
> -.1641695
city68 | -.3628644 .1200092 -3.02 0.00
> 3
> -.5989015
> -.1268274
city69 | -.299816 .1032884 -2.90 0.00
> 4
> -.502966
> -.0966659
city70 | -.2255077 .0957558 -2.36 0.01
> 9
> -.4138425
> -.0371729
city71 | -.3322778 .1206484 -2.75 0.00
> 6
> -.569572
> -.0949837
city72 | -.2317562 .0939404 -2.47 0.01
> 4
> -.4165205
> -.0469919
city73 | -.0522238 .0434272 -1.20 0.23
> 0
> -.1376374
> .0331899
city74 | -.2986999 .1146945 -2.60 0.01
> 0
> -.5242839
> -.073116
city75 | -.0814243 .04568 -1.78 0.07
> 6
> -.1712688
> .0084202
city76 | -.4159099 .1476089 -2.82 0.00
> 5
> -.7062307
> -.1255891
city77 | -.4387456 .1532549 -2.86 0.00
> 4
> -.740171
> -.1373202
city78 | -.2431034 .0955573 -2.54 0.01
> 1
> -.4310477
> -.055159
city79 | -.2811276 .1099673 -2.56 0.01
> 1
> -.497414
> -.0648412
city80 | -.3033464 .1066934 -2.84 0.00
> 5
> -.5131935
> -.0934993
city81 | -.1318702 .0644518 -2.05 0.04
> 2
> -.2586356
> -.0051047
city82 | -.265931 .0982708 -2.71 0.00
> 7
> -.4592123
> -.0726497
city83 | -.4422897 .1518493 -2.91 0.00
> 4
> -.7409506
> -.1436289
city84 | -.2259519 .0866282 -2.61 0.00
> 9
> -.3963343
> -.0555694
city85 | -.1196065 .0585069 -2.04 0.04
> 2
> -.2346792
> -.0045338
city86 | -.280116 .1012611 -2.77 0.00
> 6
> -.4792787
> -.0809532
city87 | -.3617126 .1265372 -2.86 0.00
> 5
> -.6105889
> -.1128363
city88 | -.1703474 .0799654 -2.13 0.03
> 4
> -.3276252
> -.0130696
city89 | -.2825828 .0973463 -2.90 0.00
> 4
> -.4740458
> -.0911197
city90 | -.3206068 .1231992 -2.60 0.01
> 0
> -.5629179
> -.0782958
city91 | -.3687705 .1361998 -2.71 0.00
> 7
> -.6366514
> -.1008896
city92 | -.3170943 .1500956 -2.11 0.03
> 5
> -.612306
> -.0218826
city93 | -.3121557 .120621 -2.59 0.01
> 0
> -.5493959
> -.0749154
city94 | -.1887587 .0780164 -2.42 0.01
> 6
> -.3422032
> -.0353142
city95 | -.2997419 .1072462 -2.79 0.00
> 5
> -.5106763
> -.0888074
city96 | -.1508184 .067591 -2.23 0.02
> 6
> -.283758
> -.0178789
city97 | -.0815461 .0463135 -1.76 0.07
> 9
> -.1726365
> .0095444
city98 | -.0918008 .0391402 -2.35 0.02
> 0
> -.1687826
> -.014819
city99 | -.2120533 .0701017 -3.02 0.00
> 3
> -.3499311
> -.0741755
city100 | -.247726 .0882674 -2.81 0.00
> 5
> -.4213324
> -.0741196
city101 | -.2025288 .084628 -2.39 0.01
> 7
> -.3689771
> -.0360804
city102 | -.1629342 .0724456 -2.25 0.02
> 5
> -.3054219
> -.0204466
city103 | -.3687145 .1353931 -2.72 0.00
> 7
> -.635009
> -.1024201
city104 | -.1759027 .0679371 -2.59 0.01
> 0
> -.309523
> -.0422823
city105 | -.0524404 .0437565 -1.20 0.23
> 2
> -.1385018
> .033621
city106 | -.2524716 .094636 -2.67 0.00
> 8
> -.4386039
> -.0663394
city107 | -.1981106 .0787843 -2.51 0.01
> 2
> -.3530656
> -.0431557
city108 | -.0901355 .0619733 -1.45 0.14
> 7
> -.212026
> .0317551
city109 | -.2610452 .0981611 -2.66 0.00
> 8
> -.4541109
> -.0679796
city110 | -.4124894 .1544439 -2.67 0.00
> 8
> -.7162534
> -.1087254
city111 | -.253323 .1006224 -2.52 0.01
> 2
> -.4512297
> -.0554164
city112 | -.0810112 .0537889 -1.51 0.13
> 3
> -.1868045
> .024782
city113 | -.1062656 .0617473 -1.72 0.08
> 6
> -.2277117
> .0151805
city114 | -.0835663 .0473941 -1.76 0.07
> 9
> -.1767821
> .0096495
city115 | -.1357754 .0667902 -2.03 0.04
> 3
> -.26714
> -.0044108
city116 | -.1552985 .0613948 -2.53 0.01
> 2
> -.2760514
> -.0345456
rg1y1 | -.2186532 .0300615 -7.27 0.00
> 0
> -.2777788
> -.1595275
rg1y2 | -.0828461 .0170463 -4.86 0.00
> 0
> -.1163732
> -.049319
rg2y1 | -.2868115 .0437057 -6.56 0.00
> 0
> -.3727729
> -.2008502
rg2y2 | -.1228815 .0126986 -9.68 0.00
> 0
> -.1478574
> -.0979057
rg3y1 | -.253107 .0431257 -5.87 0.00
> 0
> -.3379277
> -.1682863
rg3y2 | -.0867223 .0068335 -12.69 0.00
> 0
> -.1001626
> -.0732819
rg4y1 | -.2481661 .0411535 -6.03 0.00
> 0
> -.3291078
> -.1672243
rg4y2 | -.0721477 .0131013 -5.51 0.00
> 0
> -.0979156
> -.0463799
rg5y1 | -.1833556 .018039 -10.16 0.00
> 0
> -.2188351
> -.1478761
rg5y2 | -.0801778 .01004 -7.99 0.00
> 0
> -.0999246
> -.060431
rg6y1 | -.2184495 .0339726 -6.43 0.00
> 0
> -.2852676
> -.1516313
rg6y2 | -.1047157 .0141414 -7.40 0.00
> 0
> -.1325293
> -.0769021
rg7y1 | -.188845 .0223956 -8.43 0.00
> 0
> -.2328933
> -.1447968
rg7y2 | -.0531757 .0068507 -7.76 0.00
> 0
> -.0666498
> -.0397017
rg8y1 | -.115401 .0178688 -6.46 0.00
> 0
> -.1505457
> -.0802563
rg8y2 | -.0041879 .0194821 -0.21 0.83
> 0
> -.0425057
> .0341299
rg9y1 | -.1804106 .0322049 -5.60 0.00
> 0
> -.2437519
> -.1170694
rg9y2 | -.0777841 .0128886 -6.04 0.00
> 0
> -.1031338
> -.0524344
age | .0284866 .0009395 30.32 0.00
> 0
> .0266388
> .0303343
agesq | -.0003511 .0000115 -30.54 0.00
> 0
> -.0003737
> -.0003285
married | -.0334567 .0015204 -22.00 0.00
> 0
> -.0364472
> -.0304662
black | -.0700724 .0042811 -16.37 0.00
> 0
> -.0784927
> -.0616522
children | -.081303 .0036437 -22.31 0.00
> 0
> -.0884694
> -.0741365
child5 | -.0144837 .0020277 -7.14 0.00
> 0
> -.0184719
> -.0104956
_cons | -1.067134 .2331279 -4.58 0.00
> 0
> -1.525656
> -.6086127
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg work50 (indep =ins) lwagehourgradmorey70y1
> - lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2
> age agesq married black children child5 if rshare
> 50<48 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.1554e+07)
Instrumental variables (2SLS) regression
> Number of obs = 535752
> F(152, 347) = 89.84
> Prob > F = 0.0000
> R-squared = 0.0420
> Root MSE = .39155
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work50 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0812631 .03113 2.61 0.00
> 9
> .0200359
> .1424904
lwagehourg~1 | -.0394621 .0330838 -1.19 0.23
> 4
> -.1045321
> .025608
lwagehourg~2 | -.0492274 .0202354 -2.43 0.01
> 5
> -.0890269
> -.009428
fcollegepl~1 | -.1409989 .273059 -0.52 0.60
> 6
> -.6780579
> .3960601
fcollegepl~2 | .0124026 .1850951 0.07 0.94
> 7
> -.3516469
> .3764521
agmin70y1 | 1.205119 .3230722 3.73 0.00
> 0
> .5696928
> 1.840545
agmin70y2 | .2878083 .1334954 2.16 0.03
> 2
> .0252463
> .5503703
manufact70y1 | .0450797 .0611037 0.74 0.46
> 1
> -.0751006
> .16526
manufact70y2 | .0279087 .0356997 0.78 0.43
> 5
> -.0423063
> .0981237
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> 5
> -.6577153
> .3126706
hsservices~2 | -.0281693 .1403134 -0.20 0.84
> 1
> -.3041411
> .2478025
lfwomencol~1 | -.0554981 .0886112 -0.63 0.53
> 2
> -.2297807
> .1187846
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> 1
> -.0907278
> .1564875
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> 6
> -.1255839
> .0520884
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> 0
> -.1514791
> .0481967
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> 6
> -.1692513
> .0451204
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> 0
> -.1311222
> .057185
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> 6
> -.0093435
> .1393709
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> 6
> -.3401849
> .0624774
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> 5
> -.1223591
> .0816639
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> -.204239
> .0698093
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> -.3143636
> .0015278
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> -.3419807
> .0340495
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> 5
> -.1751818
> .0280136
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> 2
> -.1330397
> .0426513
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> 2
> -.0382928
> .0680956
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> 5
> -.1590608
> .0756454
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> 6
> -.3119049
> .0384054
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> 9
> -.1982819
> .0199212
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> 9
> -.0799545
> .0575292
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> 6
> -.1074651
> .0869397
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> 9
> -.2876494
> .0404475
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> 6
> -.1543277
> .0441377
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> 8
> -.4735824
> .024874
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> 7
> -.1379872
> .0498547
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> 9
> -.2580779
> .0293695
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> -.3011127
> .0166503
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> 3
> -.1322165
> .052081
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> 7
> -.2155296
> .0620028
city27 | -.0331695 .0519179 -0.64 0.52
> 3
> -.1352829
> .0689439
city28 | -.1656725 .1145536 -1.45 0.14
> 9
> -.3909792
> .0596343
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> -.0468611
> .0671631
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> -.1882713
> .0346981
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> 4
> -.2991154
> .0543023
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> 3
> .02792
> .1361874
city33 | -.1840304 .1017533 -1.81 0.07
> 1
> -.3841612
> .0161004
city34 | 0 (omitted)
city35 | -.0627737 .0719592 -0.87 0.38
> 4
> -.2043048
> .0787573
city36 | .0000768 .02931 0.00 0.99
> 8
> -.0575708
> .0577244
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> 6
> -.0500964
> .0856986
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> -.2481614
> .0604144
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> 2
> -.0839181
> .1099583
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> 4
> -.3289423
> .002556
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> 3
> -.1845653
> .0245395
city42 | -.1446516 .082069 -1.76 0.07
> 9
> -.3060668
> .0167635
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> 8
> -.2425788
> .0335931
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> 6
> -.1454107
> .0563267
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> 7
> -.1580342
> .0542842
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> 7
> -.1172686
> .1337297
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> 6
> -.4294048
> .0472309
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> 5
> -.2339951
> .055291
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> -.0903757
> .0595283
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> 1
> -.1982836
> .0669641
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> 1
> -.0856422
> .035868
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> -.2221738
> .0609513
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> 1
> -.169722
> .0445171
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> -.1810905
> .0358938
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> 2
> -.3165512
> .0137075
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> 1
> -.0952068
> .0716358
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> 7
> -.5940813
> .0089982
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> 7
> -.1952508
> .0523163
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> 2
> .0303009
> .1311394
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> 3
> -.208139
> .0277391
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> 7
> -.360477
> .0449211
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> 9
> -.1872332
> .0542433
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> 4
> -.2099681
> .0536726
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> 7
> -.125006
> .0619329
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> 9
> -.2162857
> .0726068
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> 0
> -.2543033
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> -.4858626
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> -.3089515
> .0106365
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> 9
> -.2542144
> .0254915
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> 9
> -.1930842
> .0787758
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> 6
> -.2805571
> .041746
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> 1
> -.1911536
> .0628724
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> 3
> -.0184361
> .101914
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> 2
> -.2561885
> .0486709
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> 8
> -.0694668
> .063399
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> 1
> -.3674566
> .0325668
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> 6
> -.3968793
> .0195052
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> 2
> -.1994111
> .0543567
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> 2
> -.2438871
> .0542367
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> 4
> -.2719657
> .0126506
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> 3
> -.1187132
> .0625435
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> 9
> -.2223128
> .0366332
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> 7
> -.4009621
> .0140023
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> 9
> -.1894788
> .0436298
city85 | -.0026416 .0415903 -0.06 0.94
> 9
> -.0844423
> .0791592
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> 5
> -.2354923
> .0402948
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> 4
> -.3163167
> .0297887
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> 0
> -.1692279
> .0797319
city89 | -.1091033 .0674378 -1.62 0.10
> 7
> -.2417415
> .023535
city90 | -.1042118 .0851486 -1.22 0.22
> 2
> -.271684
> .0632605
city91 | -.1303341 .0940462 -1.39 0.16
> 7
> -.3153063
> .0546382
city92 | -.0846122 .1008307 -0.84 0.40
> 2
> -.2829284
> .1137041
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> 8
> -.2581168
> .0694219
city94 | -.0424954 .058734 -0.72 0.47
> 0
> -.1580148
> .073024
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> 9
> -.2511833
> .041171
city96 | -.03731 .049581 -0.75 0.45
> 2
> -.1348271
> .060207
city97 | -.0036936 .0354766 -0.10 0.91
> 7
> -.0734699
> .0660826
city98 | -.0021508 .0326887 -0.07 0.94
> 8
> -.0664437
> .0621421
city99 | -.0899374 .0498786 -1.80 0.07
> 2
> -.1880398
> .008165
city100 | -.1101739 .0597543 -1.84 0.06
> 6
> -.2277
> .0073522
city101 | -.0679353 .0570321 -1.19 0.23
> 4
> -.1801075
> .0442369
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> 0
> -.1308567
> .0781125
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> 1
> -.3271327
> .0383819
city104 | -.0486091 .046436 -1.05 0.29
> 6
> -.1399405
> .0427223
city105 | .0475407 .0328589 1.45 0.14
> 9
> -.017087
> .1121684
city106 | -.0873356 .0660609 -1.32 0.18
> 7
> -.2172657
> .0425945
city107 | -.0625015 .0543403 -1.15 0.25
> 1
> -.1693793
> .0443762
city108 | -.01076 .0447083 -0.24 0.81
> 0
> -.0986935
> .0771734
city109 | -.0951332 .0676645 -1.41 0.16
> 1
> -.2282174
> .037951
city110 | -.1429442 .1085977 -1.32 0.18
> 9
> -.3565367
> .0706483
city111 | -.0900576 .0697047 -1.29 0.19
> 7
> -.2271545
> .0470392
city112 | .0149929 .0394848 0.38 0.70
> 4
> -.0626668
> .0926525
city113 | .0123964 .0401152 0.31 0.75
> 7
> -.0665032
> .091296
city114 | .0025864 .0347749 0.07 0.94
> 1
> -.0658097
> .0709824
city115 | -.0307744 .0477827 -0.64 0.52
> 0
> -.1247545
> .0632058
city116 | -.0443358 .0434853 -1.02 0.30
> 9
> -.1298636
> .0411921
rg1y1 | -.0174052 .114136 -0.15 0.87
> 9
> -.2418907
> .2070803
rg1y2 | .0078285 .0611572 0.13 0.89
> 8
> -.1124569
> .1281139
rg2y1 | -.0692801 .1229772 -0.56 0.57
> 4
> -.3111546
> .1725943
rg2y2 | -.0137709 .0644727 -0.21 0.83
> 1
> -.1405774
> .1130356
rg3y1 | -.0497928 .1214352 -0.41 0.68
> 2
> -.2886344
> .1890488
rg3y2 | .0076336 .0615538 0.12 0.90
> 1
> -.1134319
> .1286991
rg4y1 | -.0437014 .1184686 -0.37 0.71
> 2
> -.2767083
> .1893055
rg4y2 | .0183595 .0606246 0.30 0.76
> 2
> -.1008783
> .1375973
rg5y1 | -.0086049 .1124549 -0.08 0.93
> 9
> -.2297839
> .2125741
rg5y2 | .0115703 .0622252 0.19 0.85
> 3
> -.1108157
> .1339563
rg6y1 | -.0300791 .1200251 -0.25 0.80
> 2
> -.2661473
> .2059892
rg6y2 | -.00399 .0638837 -0.06 0.95
> 0
> -.1296381
> .1216581
rg7y1 | -.0283563 .112386 -0.25 0.80
> 1
> -.2493998
> .1926873
rg7y2 | .0241308 .0588869 0.41 0.68
> 2
> -.0916893
> .1399508
rg8y1 | .0181643 .0998633 0.18 0.85
> 6
> -.1782492
> .2145779
rg8y2 | .0524895 .0524443 1.00 0.31
> 8
> -.0506592
> .1556383
rg9y1 | -.0230419 .1138732 -0.20 0.84
> 0
> -.2470104
> .2009266
rg9y2 | .0078378 .0609615 0.13 0.89
> 8
> -.1120627
> .1277384
age | .0284683 .0009391 30.32 0.00
> 0
> .0266213
> .0303153
agesq | -.000351 .0000115 -30.55 0.00
> 0
> -.0003736
> -.0003284
married | -.0334716 .0015138 -22.11 0.00
> 0
> -.0364491
> -.0304942
black | -.0701818 .0042543 -16.50 0.00
> 0
> -.0785492
> -.0618144
children | -.0812152 .0036421 -22.30 0.00
> 0
> -.0883786
> -.0740519
child5 | -.0147597 .0020258 -7.29 0.00
> 0
> -.0187441
> -.0107752
_cons | -.765262 .1763421 -4.34 0.00
> 0
> -1.112096
> -.418428
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg work60 (indep =ins) city1-city116 rg1y1-rg
> 9y2 age agesq married black children child5 if rsh
> are50<19 [aweight=perwt], cluster(metaready1)
(sum of wgt is 7.1555e+06)
Instrumental variables (2SLS) regression
> Number of obs = 332328
> F(140, 347) = 25.22
> Prob > F = 0.0000
> R-squared = 0.0129
> Root MSE = .26451
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work60 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0724035 .0265034 2.73 0.00
> 7
> .0202759
> .1245311
city1 | -.1039474 .0396225 -2.62 0.00
> 9
> -.1818778
> -.026017
city2 | -.1172619 .0435022 -2.70 0.00
> 7
> -.2028232
> -.0317007
city3 | -.1125043 .0485534 -2.32 0.02
> 1
> -.2080004
> -.0170083
city4 | -.1124991 .0441825 -2.55 0.01
> 1
> -.1993983
> -.0255999
city5 | .0210693 .0295793 0.71 0.47
> 7
> -.037108
> .0792466
city6 | -.2252725 .0895727 -2.51 0.01
> 2
> -.4014463
> -.0490986
city7 | -.0888516 .0438543 -2.03 0.04
> 4
> -.1751052
> -.002598
city8 | -.1495262 .0608245 -2.46 0.01
> 4
> -.2691572
> -.0298952
city9 | -.1490691 .0609859 -2.44 0.01
> 5
> -.2690176
> -.0291205
city10 | -.2083891 .0882194 -2.36 0.01
> 9
> -.3819011
> -.0348772
city11 | -.1153947 .0428706 -2.69 0.00
> 7
> -.1997136
> -.0310758
city12 | -.0974578 .0398717 -2.44 0.01
> 5
> -.1758785
> -.0190372
city13 | -.0584695 .0218617 -2.67 0.00
> 8
> -.1014676
> -.0154715
city14 | -.1172491 .0513491 -2.28 0.02
> 3
> -.2182437
> -.0162546
city15 | -.2041269 .0781714 -2.61 0.00
> 9
> -.3578763
> -.0503776
city16 | -.126824 .049519 -2.56 0.01
> 1
> -.2242192
> -.0294288
city17 | -.0631531 .0292078 -2.16 0.03
> 1
> -.1205996
> -.0057066
city18 | -.0874164 .0442265 -1.98 0.04
> 9
> -.1744023
> -.0004306
city19 | -.1965305 .0747536 -2.63 0.00
> 9
> -.3435576
> -.0495034
city20 | -.1183999 .0453012 -2.61 0.00
> 9
> -.2074994
> -.0293004
city21 | -.2912889 .1099441 -2.65 0.00
> 8
> -.5075296
> -.0750483
city22 | -.1146627 .0400981 -2.86 0.00
> 4
> -.1935285
> -.0357969
city23 | -.18506 .0647627 -2.86 0.00
> 5
> -.3124369
> -.0576831
city24 | -.1960946 .0716632 -2.74 0.00
> 7
> -.3370435
> -.0551457
city25 | -.0935014 .0415043 -2.25 0.02
> 5
> -.1751331
> -.0118696
city26 | -.1559356 .0624673 -2.50 0.01
> 3
> -.2787978
> -.0330733
city27 | -.0747168 .0410995 -1.82 0.07
> 0
> -.1555524
> .0061188
city28 | -.2519356 .1014264 -2.48 0.01
> 3
> -.4514234
> -.0524478
city29 | -.0620323 .0229398 -2.70 0.00
> 7
> -.1071508
> -.0169138
city30 | -.1408897 .0493864 -2.85 0.00
> 5
> -.2380241
> -.0437553
city31 | -.2009662 .0787928 -2.55 0.01
> 1
> -.3559378
> -.0459946
city32 | -.0221199 .019283 -1.15 0.25
> 2
> -.0600461
> .0158063
city33 | -.2443548 .0894638 -2.73 0.00
> 7
> -.4203143
> -.0683952
city34 | 0 (omitted)
city35 | -.1348826 .0610419 -2.21 0.02
> 8
> -.2549413
> -.0148239
city36 | -.0378427 .0202543 -1.87 0.06
> 3
> -.0776793
> .0019939
city37 | -.070122 .0264888 -2.65 0.00
> 8
> -.1222207
> -.0180233
city38 | -.1658368 .0695054 -2.39 0.01
> 8
> -.3025417
> -.0291319
city39 | -.0815665 .0347229 -2.35 0.01
> 9
> -.1498602
> -.0132728
city40 | -.1708305 .0694885 -2.46 0.01
> 4
> -.3075022
> -.0341588
city41 | -.1218042 .044853 -2.72 0.00
> 7
> -.2100222
> -.0335863
city42 | -.1883031 .0729428 -2.58 0.01
> 0
> -.3317687
> -.0448374
city43 | -.1764133 .0628523 -2.81 0.00
> 5
> -.3000328
> -.0527938
city44 | -.1075341 .0447293 -2.40 0.01
> 7
> -.1955088
> -.0195593
city45 | -.1140907 .0479823 -2.38 0.01
> 8
> -.2084634
> -.019718
city46 | -.0845783 .0550428 -1.54 0.12
> 5
> -.1928377
> .0236812
city47 | -.2656339 .1053174 -2.52 0.01
> 2
> -.4727746
> -.0584931
city48 | -.1648891 .065868 -2.50 0.01
> 3
> -.2944398
> -.0353383
city49 | -.0869074 .0327836 -2.65 0.00
> 8
> -.1513871
> -.0224278
city50 | -.1361915 .0583996 -2.33 0.02
> 0
> -.2510531
> -.0213298
city51 | -.0236319 .0217165 -1.09 0.27
> 7
> -.0663445
> .0190807
city52 | -.1711934 .061791 -2.77 0.00
> 6
> -.2927254
> -.0496614
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> 6
> -.2322458
> -.0402105
city54 | -.1112826 .0522009 -2.13 0.03
> 4
> -.2139525
> -.0086128
city55 | -.2024878 .0733439 -2.76 0.00
> 6
> -.3467424
> -.0582332
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> 4
> -.1573649
> -.0179871
city57 | -.3530611 .133951 -2.64 0.00
> 9
> -.6165191
> -.0896031
city58 | -.1492646 .0546442 -2.73 0.00
> 7
> -.2567401
> -.0417892
city59 | -.0187139 .0126198 -1.48 0.13
> 9
> -.0435347
> .006107
city60 | -.1556854 .0523018 -2.98 0.00
> 3
> -.2585537
> -.052817
city61 | -.2268791 .0922233 -2.46 0.01
> 4
> -.4082661
> -.0454921
city62 | -.1386234 .0545627 -2.54 0.01
> 2
> -.2459388
> -.0313081
city63 | -.1631368 .0587241 -2.78 0.00
> 6
> -.2786369
> -.0476368
city64 | -.0888359 .038727 -2.29 0.02
> 2
> -.165005
> -.0126667
city65 | -.1656224 .0648823 -2.55 0.01
> 1
> -.2932345
> -.0380103
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> 8
> -.2902739
> -.0271411
city67 | -.2944809 .1169642 -2.52 0.01
> 2
> -.5245289
> -.0644329
city68 | -.1926122 .0722939 -2.66 0.00
> 8
> -.3348016
> -.0504228
city69 | -.1777862 .0624034 -2.85 0.00
> 5
> -.3005228
> -.0550497
city70 | -.1426075 .0576142 -2.48 0.01
> 4
> -.2559246
> -.0292905
city71 | -.1963699 .0731062 -2.69 0.00
> 8
> -.340157
> -.0525828
city72 | -.133635 .0566125 -2.36 0.01
> 9
> -.2449819
> -.0222882
city73 | -.0563828 .0247112 -2.28 0.02
> 3
> -.1049854
> -.0077802
city74 | -.1718013 .0702236 -2.45 0.01
> 5
> -.3099187
> -.0336838
city75 | -.0612949 .0304929 -2.01 0.04
> 5
> -.121269
> -.0013208
city76 | -.2297813 .089742 -2.56 0.01
> 1
> -.4062881
> -.0532745
city77 | -.2402194 .0931801 -2.58 0.01
> 0
> -.4234882
> -.0569505
city78 | -.1513708 .0580332 -2.61 0.00
> 9
> -.2655119
> -.0372298
city79 | -.1604903 .0663229 -2.42 0.01
> 6
> -.2909358
> -.0300448
city80 | -.1703531 .0625098 -2.73 0.00
> 7
> -.2932988
> -.0474073
city81 | -.070753 .0385209 -1.84 0.06
> 7
> -.1465167
> .0050108
city82 | -.1544008 .0593453 -2.60 0.01
> 0
> -.2711226
> -.0376791
city83 | -.2261024 .09188 -2.46 0.01
> 4
> -.4068142
> -.0453906
city84 | -.1340717 .0517243 -2.59 0.01
> 0
> -.2358043
> -.0323391
city85 | -.090549 .0337859 -2.68 0.00
> 8
> -.1569999
> -.0240981
city86 | -.161562 .0618061 -2.61 0.00
> 9
> -.2831237
> -.0400002
city87 | -.2131834 .0767737 -2.78 0.00
> 6
> -.3641837
> -.062183
city88 | -.0786319 .0485363 -1.62 0.10
> 6
> -.1740943
> .0168305
city89 | -.1718295 .0589829 -2.91 0.00
> 4
> -.2878385
> -.0558206
city90 | -.1785768 .0745594 -2.40 0.01
> 7
> -.3252221
> -.0319314
city91 | -.2021817 .0836136 -2.42 0.01
> 6
> -.366635
> -.0377284
city92 | -.1896441 .0870942 -2.18 0.03
> 0
> -.360943
> -.0183451
city93 | -.1869412 .0736845 -2.54 0.01
> 2
> -.3318657
> -.0420167
city94 | -.1175351 .0457395 -2.57 0.01
> 1
> -.2074966
> -.0275735
city95 | -.1689948 .0657259 -2.57 0.01
> 1
> -.2982661
> -.0397235
city96 | -.0759999 .0440472 -1.73 0.08
> 5
> -.1626329
> .0106332
city97 | -.0610221 .0281074 -2.17 0.03
> 1
> -.1163045
> -.0057397
city98 | -.0541309 .0224015 -2.42 0.01
> 6
> -.0981907
> -.0100712
city99 | -.116049 .0422577 -2.75 0.00
> 6
> -.1991624
> -.0329356
city100 | -.1384634 .0534081 -2.59 0.01
> 0
> -.2435077
> -.0334191
city101 | -.1153708 .0495697 -2.33 0.02
> 1
> -.2128657
> -.0178759
city102 | -.0744633 .0422059 -1.76 0.07
> 9
> -.1574748
> .0085483
city103 | -.2053404 .0823417 -2.49 0.01
> 3
> -.367292
> -.0433888
city104 | -.107113 .0403792 -2.65 0.00
> 8
> -.1865318
> -.0276942
city105 | -.0592636 .0253999 -2.33 0.02
> 0
> -.1092207
> -.0093066
city106 | -.1416124 .0569174 -2.49 0.01
> 3
> -.2535589
> -.0296658
city107 | -.1198002 .0473222 -2.53 0.01
> 2
> -.2128747
> -.0267257
city108 | -.0456534 .0294246 -1.55 0.12
> 2
> -.1035265
> .0122196
city109 | -.1576045 .0596697 -2.64 0.00
> 9
> -.2749643
> -.0402447
city110 | -.2390113 .0940416 -2.54 0.01
> 1
> -.4239747
> -.0540479
city111 | -.1464241 .0609247 -2.40 0.01
> 7
> -.2662523
> -.0265958
city112 | -.0643445 .0318736 -2.02 0.04
> 4
> -.1270343
> -.0016546
city113 | -.0738086 .0358362 -2.06 0.04
> 0
> -.1442921
> -.0033251
city114 | -.0369684 .0339569 -1.09 0.27
> 7
> -.1037556
> .0298187
city115 | -.070323 .0408496 -1.72 0.08
> 6
> -.150667
> .010021
city116 | -.0830871 .036 -2.31 0.02
> 2
> -.1538928
> -.0122815
rg1y1 | -.0911011 .0173616 -5.25 0.00
> 0
> -.1252483
> -.0569539
rg1y2 | -.0445467 .0080867 -5.51 0.00
> 0
> -.0604519
> -.0286416
rg2y1 | -.1251567 .0272701 -4.59 0.00
> 0
> -.1787923
> -.0715212
rg2y2 | -.0579529 .0076337 -7.59 0.00
> 0
> -.072967
> -.0429388
rg3y1 | -.107333 .0261984 -4.10 0.00
> 0
> -.1588606
> -.0558054
rg3y2 | -.0410499 .0042328 -9.70 0.00
> 0
> -.0493752
> -.0327246
rg4y1 | -.0936202 .025385 -3.69 0.00
> 0
> -.1435481
> -.0436923
rg4y2 | -.0275405 .0070882 -3.89 0.00
> 0
> -.0414818
> -.0135993
rg5y1 | -.0794868 .0111767 -7.11 0.00
> 0
> -.1014694
> -.0575042
rg5y2 | -.0357109 .0064074 -5.57 0.00
> 0
> -.0483131
> -.0231087
rg6y1 | -.0823456 .0215861 -3.81 0.00
> 0
> -.1248017
> -.0398895
rg6y2 | -.0361481 .0092333 -3.91 0.00
> 0
> -.0543084
> -.0179878
rg7y1 | -.0828174 .0148928 -5.56 0.00
> 0
> -.1121089
> -.0535259
rg7y2 | -.0229338 .0048542 -4.72 0.00
> 0
> -.0324811
> -.0133865
rg8y1 | -.0449517 .0082843 -5.43 0.00
> 0
> -.0612454
> -.028658
rg8y2 | -.001236 .0117971 -0.10 0.91
> 7
> -.0244387
> .0219668
rg9y1 | -.0755065 .0165634 -4.56 0.00
> 0
> -.1080838
> -.0429292
rg9y2 | -.0383387 .0065954 -5.81 0.00
> 0
> -.0513107
> -.0253667
age | .0111259 .0005106 21.79 0.00
> 0
> .0101217
> .0121302
agesq | -.0001366 6.11e-06 -22.35 0.00
> 0
> -.0001486
> -.0001246
married | -.0128444 .0011488 -11.18 0.00
> 0
> -.0151039
> -.010585
black | -.0161647 .0024067 -6.72 0.00
> 0
> -.0208983
> -.0114311
children | -.0331761 .0020508 -16.18 0.00
> 0
> -.0372096
> -.0291426
child5 | -.0055463 .0016489 -3.36 0.00
> 1
> -.0087894
> -.0023033
_cons | -.4897281 .144035 -3.40 0.00
> 1
> -.7730196
> -.2064367
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg work60 (indep =ins) lwagehourgradmorey70y1
> - lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2
> age agesq married black children child5 if rshare
> 50<19 [aweight=perwt], cluster(metaready1)
(sum of wgt is 7.1555e+06)
Instrumental variables (2SLS) regression
> Number of obs = 332328
> F(152, 347) = 32.04
> Prob > F = 0.0000
> R-squared = 0.0146
> Root MSE = .26429
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work60 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0350074 .0216274 1.62 0.10
> 6
> -.0075298
> .0775447
lwagehourg~1 | -.025109 .0189005 -1.33 0.18
> 5
> -.0622829
> .0120649
lwagehourg~2 | -.0150196 .0124115 -1.21 0.22
> 7
> -.0394309
> .0093916
fcollegepl~1 | -.0588462 .1653497 -0.36 0.72
> 2
> -.38406
> .2663675
fcollegepl~2 | .0580858 .1292192 0.45 0.65
> 3
> -.1960656
> .3122372
agmin70y1 | .5727773 .1953775 2.93 0.00
> 4
> .1885041
> .9570506
agmin70y2 | .1514516 .0856052 1.77 0.07
> 8
> -.0169187
> .319822
manufact70y1 | .043303 .0386048 1.12 0.26
> 3
> -.0326259
> .1192319
manufact70y2 | .0223993 .0241458 0.93 0.35
> 4
> -.0250912
> .0698898
hsservices~1 | -.0825529 .1717057 -0.48 0.63
> 1
> -.4202679
> .255162
hsservices~2 | -.0212981 .1047456 -0.20 0.83
> 9
> -.2273143
> .184718
lfwomencol~1 | -.0596732 .0530998 -1.12 0.26
> 2
> -.1641111
> .0447648
lfwomencol~2 | -.0020647 .0404829 -0.05 0.95
> 9
> -.0816874
> .077558
city1 | -.0307088 .0293237 -1.05 0.29
> 6
> -.0883833
> .0269658
city2 | -.0382679 .0341816 -1.12 0.26
> 4
> -.105497
> .0289613
city3 | -.0216899 .0351912 -0.62 0.53
> 8
> -.0909049
> .0475251
city4 | -.0459102 .0349433 -1.31 0.19
> 0
> -.1146375
> .022817
city5 | .0577333 .0247011 2.34 0.02
> 0
> .0091505
> .1063161
city6 | -.0797977 .0700418 -1.14 0.25
> 5
> -.2175576
> .0579622
city7 | -.0124239 .0347012 -0.36 0.72
> 1
> -.080675
> .0558272
city8 | -.0438941 .0469312 -0.94 0.35
> 0
> -.1361994
> .0484113
city9 | -.0732538 .0545328 -1.34 0.18
> 0
> -.1805102
> .0340026
city10 | -.0712561 .0652055 -1.09 0.27
> 5
> -.1995039
> .0569917
city11 | -.0351137 .0321226 -1.09 0.27
> 5
> -.0982931
> .0280657
city12 | -.028808 .0294834 -0.98 0.32
> 9
> -.0867966
> .0291807
city13 | -.0267918 .0153281 -1.75 0.08
> 1
> -.0569396
> .0033559
city14 | -.030851 .0393285 -0.78 0.43
> 3
> -.1082032
> .0465012
city15 | -.0745842 .0607568 -1.23 0.22
> 0
> -.1940822
> .0449138
city16 | -.0424791 .0371475 -1.14 0.25
> 4
> -.1155418
> .0305835
city17 | -.0114458 .0217268 -0.53 0.59
> 9
> -.0541787
> .0312871
city18 | -.010079 .032842 -0.31 0.75
> 9
> -.0746733
> .0545154
city19 | -.0746146 .0571262 -1.31 0.19
> 2
> -.1869717
> .0377426
city20 | -.0385615 .0343981 -1.12 0.26
> 3
> -.1062165
> .0290935
city21 | -.1153134 .0869913 -1.33 0.18
> 6
> -.2864099
> .0557831
city22 | -.0438524 .0309704 -1.42 0.15
> 8
> -.1047658
> .017061
city23 | -.0743813 .0494047 -1.51 0.13
> 3
> -.1715517
> .0227892
city24 | -.07794 .0549719 -1.42 0.15
> 7
> -.1860601
> .0301801
city25 | -.0205637 .0305977 -0.67 0.50
> 2
> -.080744
> .0396166
city26 | -.0490257 .0479589 -1.02 0.30
> 7
> -.1433524
> .0453011
city27 | -.0132773 .0337752 -0.39 0.69
> 4
> -.0797071
> .0531525
city28 | -.0885585 .0785007 -1.13 0.26
> 0
> -.2429556
> .0658386
city29 | -.0197204 .016477 -1.20 0.23
> 2
> -.0521277
> .0126869
city30 | -.0556807 .0385192 -1.45 0.14
> 9
> -.1314412
> .0200798
city31 | -.068503 .0613294 -1.12 0.26
> 5
> -.189127
> .052121
city32 | .0143872 .016234 0.89 0.37
> 6
> -.0175421
> .0463166
city33 | -.0985771 .0696744 -1.41 0.15
> 8
> -.2356144
> .0384602
city34 | 0 (omitted)
city35 | -.0289138 .0479412 -0.60 0.54
> 7
> -.1232057
> .0653781
city36 | -.0047592 .0176925 -0.27 0.78
> 8
> -.0395573
> .0300389
city37 | -.0129367 .0239891 -0.54 0.59
> 0
> -.060119
> .0342456
city38 | -.0478259 .0532348 -0.90 0.37
> 0
> -.1525293
> .0568775
city39 | -.0228147 .0240665 -0.95 0.34
> 4
> -.0701493
> .0245198
city40 | -.0680991 .0576362 -1.18 0.23
> 8
> -.1814594
> .0452611
city41 | -.04344 .0344368 -1.26 0.20
> 8
> -.1111712
> .0242912
city42 | -.0742384 .0554267 -1.34 0.18
> 1
> -.183253
> .0347762
city43 | -.0742914 .0476964 -1.56 0.12
> 0
> -.1681019
> .0195191
city44 | -.0304612 .0331808 -0.92 0.35
> 9
> -.095722
> .0347996
city45 | -.0339673 .034779 -0.98 0.32
> 9
> -.1023714
> .0344368
city46 | .0018044 .0473158 0.04 0.97
> 0
> -.0912576
> .0948663
city47 | -.1012964 .0834458 -1.21 0.22
> 6
> -.2654196
> .0628268
city48 | -.0566849 .0497151 -1.14 0.25
> 5
> -.1544657
> .0410958
city49 | -.0301214 .0238778 -1.26 0.20
> 8
> -.0770849
> .0168421
city50 | -.0325508 .0445048 -0.73 0.46
> 5
> -.1200839
> .0549823
city51 | .0042201 .0183866 0.23 0.81
> 9
> -.0319431
> .0403833
city52 | -.0661624 .0488722 -1.35 0.17
> 7
> -.1622855
> .0299607
city53 | -.0531654 .0369667 -1.44 0.15
> 1
> -.1258723
> .0195416
city54 | -.041983 .0375668 -1.12 0.26
> 5
> -.1158701
> .0319042
city55 | -.080256 .0576111 -1.39 0.16
> 4
> -.1935669
> .0330548
city56 | -.0182348 .0271151 -0.67 0.50
> 2
> -.0715653
> .0350958
city57 | -.1419385 .1062692 -1.34 0.18
> 3
> -.3509513
> .0670743
city58 | -.0536359 .0423881 -1.27 0.20
> 7
> -.1370058
> .029734
city59 | .0133833 .0127487 1.05 0.29
> 5
> -.011691
> .0384577
city60 | -.0655205 .0404255 -1.62 0.10
> 6
> -.1450303
> .0139893
city61 | -.0787747 .0712961 -1.10 0.27
> 0
> -.2190016
> .0614522
city62 | -.0431456 .041008 -1.05 0.29
> 3
> -.1238012
> .03751
city63 | -.0615414 .0444602 -1.38 0.16
> 7
> -.1489868
> .025904
city64 | -.0177363 .0310056 -0.57 0.56
> 8
> -.0787189
> .0432463
city65 | -.0552187 .0503296 -1.10 0.27
> 3
> -.1542081
> .0437707
city66 | -.0462995 .0511811 -0.90 0.36
> 6
> -.1469637
> .0543647
city67 | -.1061303 .0929376 -1.14 0.25
> 4
> -.2889221
> .0766616
city68 | -.0706207 .0550779 -1.28 0.20
> 1
> -.1789491
> .0377077
city69 | -.0729225 .0483552 -1.51 0.13
> 2
> -.1680286
> .0221835
city70 | -.0420198 .0468273 -0.90 0.37
> 0
> -.1341208
> .0500813
city71 | -.0749213 .0560806 -1.34 0.18
> 2
> -.185222
> .0353794
city72 | -.0367246 .0435034 -0.84 0.39
> 9
> -.1222881
> .048839
city73 | -.0041873 .0182487 -0.23 0.81
> 9
> -.0400793
> .0317048
city74 | -.0586593 .0530561 -1.11 0.27
> 0
> -.1630112
> .0456926
city75 | -.014866 .0272636 -0.55 0.58
> 6
> -.0684886
> .0387567
city76 | -.0846472 .0699911 -1.21 0.22
> 7
> -.2223075
> .0530131
city77 | -.094173 .0723942 -1.30 0.19
> 4
> -.2365597
> .0482136
city78 | -.0535265 .0441758 -1.21 0.22
> 6
> -.1404124
> .0333595
city79 | -.0528112 .0508705 -1.04 0.30
> 0
> -.1528645
> .0472421
city80 | -.0701257 .0469989 -1.49 0.13
> 7
> -.1625642
> .0223128
city81 | -.0086508 .0305936 -0.28 0.77
> 8
> -.068823
> .0515213
city82 | -.0537637 .0442691 -1.21 0.22
> 5
> -.1408332
> .0333057
city83 | -.0805629 .0719024 -1.12 0.26
> 3
> -.2219823
> .0608566
city84 | -.0478675 .0392686 -1.22 0.22
> 4
> -.1251019
> .0293669
city85 | -.0284011 .0244101 -1.16 0.24
> 5
> -.0764115
> .0196092
city86 | -.0553944 .0481636 -1.15 0.25
> 1
> -.1501237
> .0393348
city87 | -.0859537 .0598087 -1.44 0.15
> 2
> -.2035868
> .0316795
city88 | -.0036998 .0434911 -0.09 0.93
> 2
> -.0892392
> .0818395
city89 | -.0711577 .0455845 -1.56 0.11
> 9
> -.1608144
> .018499
city90 | -.0517894 .0583295 -0.89 0.37
> 5
> -.1665132
> .0629344
city91 | -.0645567 .0653051 -0.99 0.32
> 4
> -.1930003
> .063887
city92 | -.0561862 .0643309 -0.87 0.38
> 3
> -.1827136
> .0703413
city93 | -.0645043 .0570732 -1.13 0.25
> 9
> -.1767572
> .0477486
city94 | -.0367209 .0360742 -1.02 0.30
> 9
> -.1076725
> .0342307
city95 | -.0570228 .050968 -1.12 0.26
> 4
> -.1572678
> .0432223
city96 | -.0103429 .0367745 -0.28 0.77
> 9
> -.0826718
> .061986
city97 | -.0168572 .0213366 -0.79 0.43
> 0
> -.0588227
> .0251082
city98 | -.0026664 .017581 -0.15 0.88
> 0
> -.037245
> .0319123
city99 | -.0435091 .0328781 -1.32 0.18
> 7
> -.1081745
> .0211564
city100 | -.0581781 .0405286 -1.44 0.15
> 2
> -.1378906
> .0215344
city101 | -.0376905 .0365771 -1.03 0.30
> 4
> -.1096313
> .0342502
city102 | .0038866 .0332941 0.12 0.90
> 7
> -.0615971
> .0693703
city103 | -.0733549 .0635172 -1.15 0.24
> 9
> -.1982819
> .0515722
city104 | -.034439 .0300979 -1.14 0.25
> 3
> -.0936363
> .0247583
city105 | -.0059311 .0204473 -0.29 0.77
> 2
> -.0461474
> .0342853
city106 | -.0472207 .0447563 -1.06 0.29
> 2
> -.1352485
> .040807
city107 | -.0413319 .0358736 -1.15 0.25
> 0
> -.1118891
> .0292252
city108 | -.0005521 .0221118 -0.02 0.98
> 0
> -.0440421
> .0429379
city109 | -.061154 .0455798 -1.34 0.18
> 1
> -.1508015
> .0284935
city110 | -.0836192 .0751633 -1.11 0.26
> 7
> -.2314522
> .0642138
city111 | -.0519443 .047282 -1.10 0.27
> 3
> -.1449397
> .0410511
city112 | -.0093138 .0253157 -0.37 0.71
> 3
> -.0591054
> .0404777
city113 | -.0086802 .0246498 -0.35 0.72
> 5
> -.0571621
> .0398017
city114 | .012374 .027704 0.45 0.65
> 5
> -.0421148
> .0668629
city115 | -.0096109 .0315805 -0.30 0.76
> 1
> -.0717241
> .0525023
city116 | -.0183167 .0281967 -0.65 0.51
> 6
> -.0737746
> .0371411
rg1y1 | .0388262 .0652332 0.60 0.55
> 2
> -.089476
> .1671284
rg1y2 | -.0165569 .0390804 -0.42 0.67
> 2
> -.0934212
> .0603074
rg2y1 | .0162841 .0699053 0.23 0.81
> 6
> -.1212072
> .1537755
rg2y2 | -.0187354 .0403623 -0.46 0.64
> 3
> -.0981209
> .0606501
rg3y1 | .0253992 .0699111 0.36 0.71
> 7
> -.1121036
> .162902
rg3y2 | -.009152 .0385795 -0.24 0.81
> 3
> -.085031
> .0667271
rg4y1 | .040547 .0686353 0.59 0.55
> 5
> -.0944466
> .1755406
rg4y2 | .0030624 .0384358 0.08 0.93
> 7
> -.0725341
> .0786589
rg5y1 | .0391879 .0647865 0.60 0.54
> 6
> -.0882358
> .1666116
rg5y2 | -.0058001 .0390674 -0.15 0.88
> 2
> -.0826388
> .0710387
rg6y1 | .0442915 .0690065 0.64 0.52
> 1
> -.0914321
> .1800151
rg6y2 | .0011448 .0402793 0.03 0.97
> 7
> -.0780774
> .080367
rg7y1 | .0285991 .0642054 0.45 0.65
> 6
> -.0976817
> .1548798
rg7y2 | .000662 .037359 0.02 0.98
> 6
> -.0728166
> .0741406
rg8y1 | .0487876 .0573687 0.85 0.39
> 6
> -.0640465
> .1616217
rg8y2 | .0091161 .033867 0.27 0.78
> 8
> -.0574944
> .0757265
rg9y1 | .0329963 .0635166 0.52 0.60
> 4
> -.0919298
> .1579224
rg9y2 | -.011354 .038075 -0.30 0.76
> 6
> -.0862408
> .0635328
age | .0111108 .0005103 21.77 0.00
> 0
> .0101072
> .0121145
agesq | -.0001365 6.11e-06 -22.35 0.00
> 0
> -.0001485
> -.0001245
married | -.012835 .0011466 -11.19 0.00
> 0
> -.0150901
> -.0105798
black | -.0161913 .0024004 -6.75 0.00
> 0
> -.0209125
> -.01147
children | -.0330599 .0020502 -16.13 0.00
> 0
> -.0370923
> -.0290276
child5 | -.0057231 .0016456 -3.48 0.00
> 1
> -.0089596
> -.0024865
_cons | -.306637 .1220419 -2.51 0.01
> 2
> -.5466719
> -.0666021
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg work60 (indep =ins) city1-city116 rg1y1-rg
> 9y2 age agesq married black children child5 if rsh
> are50<48 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.1554e+07)
Instrumental variables (2SLS) regression
> Number of obs = 535752
> F(140, 347) = 35.91
> Prob > F = 0.0000
> R-squared = 0.0123
> Root MSE = .25557
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work60 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0577985 .0208867 2.77 0.00
> 6
> .016718
> .098879
city1 | -.0767371 .0316108 -2.43 0.01
> 6
> -.1389098
> -.0145643
city2 | -.0820551 .0344302 -2.38 0.01
> 8
> -.1497732
> -.014337
city3 | -.0839471 .0387726 -2.17 0.03
> 1
> -.160206
> -.0076883
city4 | -.0749395 .035623 -2.10 0.03
> 6
> -.1450037
> -.0048753
city5 | .0245486 .0222906 1.10 0.27
> 2
> -.019293
> .0683902
city6 | -.1671495 .0714069 -2.34 0.02
> 0
> -.3075943
> -.0267048
city7 | -.0637814 .0348983 -1.83 0.06
> 8
> -.1324202
> .0048573
city8 | -.1058914 .0487526 -2.17 0.03
> 1
> -.2017791
> -.0100036
city9 | -.1034205 .0488517 -2.12 0.03
> 5
> -.1995032
> -.0073379
city10 | -.1583946 .0693534 -2.28 0.02
> 3
> -.2948005
> -.0219887
city11 | -.0870097 .0343417 -2.53 0.01
> 2
> -.1545538
> -.0194656
city12 | -.0638336 .0314368 -2.03 0.04
> 3
> -.1256642
> -.0020031
city13 | -.0293419 .0137522 -2.13 0.03
> 4
> -.0563901
> -.0022937
city14 | -.0803247 .0412248 -1.95 0.05
> 2
> -.1614067
> .0007572
city15 | -.1542117 .0620152 -2.49 0.01
> 3
> -.2761846
> -.0322387
city16 | -.0969242 .0390784 -2.48 0.01
> 4
> -.1737845
> -.0200638
city17 | -.0406953 .0231481 -1.76 0.08
> 0
> -.0862235
> .0048329
city18 | -.0499989 .0362417 -1.38 0.16
> 9
> -.1212799
> .0212821
city19 | -.1456725 .0591717 -2.46 0.01
> 4
> -.2620528
> -.0292923
city20 | -.0879165 .035459 -2.48 0.01
> 4
> -.1576581
> -.0181749
city21 | -.2236606 .0870312 -2.57 0.01
> 1
> -.3948358
> -.0524855
city22 | -.0773997 .0319436 -2.42 0.01
> 6
> -.1402271
> -.0145722
city23 | -.1403782 .0515506 -2.72 0.00
> 7
> -.2417691
> -.0389873
city24 | -.1487252 .0568459 -2.62 0.00
> 9
> -.2605311
> -.0369194
city25 | -.0649403 .0327812 -1.98 0.04
> 8
> -.1294151
> -.0004655
city26 | -.1135897 .0494848 -2.30 0.02
> 2
> -.2109176
> -.0162618
city27 | -.047434 .0319045 -1.49 0.13
> 8
> -.1101847
> .0153166
city28 | -.1859205 .0805905 -2.31 0.02
> 2
> -.344428
> -.0274131
city29 | -.0339307 .019147 -1.77 0.07
> 7
> -.0715895
> .0037281
city30 | -.1025904 .0392912 -2.61 0.00
> 9
> -.1798693
> -.0253115
city31 | -.150786 .0626196 -2.41 0.01
> 7
> -.2739478
> -.0276242
city32 | -.0085395 .0181102 -0.47 0.63
> 8
> -.0441592
> .0270801
city33 | -.1862385 .0708342 -2.63 0.00
> 9
> -.3255568
> -.0469201
city34 | 0 (omitted)
city35 | -.0960066 .0488748 -1.96 0.05
> 0
> -.1921348
> .0001216
city36 | -.0180794 .0171154 -1.06 0.29
> 2
> -.0517423
> .0155836
city37 | -.0517596 .0207426 -2.50 0.01
> 3
> -.0925566
> -.0109625
city38 | -.126876 .0550976 -2.30 0.02
> 2
> -.2352433
> -.0185088
city39 | -.0479127 .0295814 -1.62 0.10
> 6
> -.1060941
> .0102686
city40 | -.1287358 .0551843 -2.33 0.02
> 0
> -.2372735
> -.020198
city41 | -.0935938 .0364348 -2.57 0.01
> 1
> -.1652546
> -.0219329
city42 | -.1450684 .0581875 -2.49 0.01
> 3
> -.2595129
> -.0306239
city43 | -.1307857 .0498338 -2.62 0.00
> 9
> -.2288001
> -.0327713
city44 | -.0698153 .0358728 -1.95 0.05
> 2
> -.1403708
> .0007402
city45 | -.0873406 .0377847 -2.31 0.02
> 1
> -.1616564
> -.0130248
city46 | -.0564139 .0449107 -1.26 0.21
> 0
> -.1447453
> .0319175
city47 | -.196645 .0835398 -2.35 0.01
> 9
> -.3609531
> -.0323369
city48 | -.1180816 .0523011 -2.26 0.02
> 5
> -.2209487
> -.0152146
city49 | -.0461941 .0261976 -1.76 0.07
> 9
> -.0977201
> .0053319
city50 | -.0980794 .0465595 -2.11 0.03
> 6
> -.1896538
> -.006505
city51 | -.0032562 .015993 -0.20 0.83
> 9
> -.0347116
> .0281993
city52 | -.1197435 .0491677 -2.44 0.01
> 5
> -.2164477
> -.0230393
city53 | -.0867745 .0386424 -2.25 0.02
> 5
> -.1627774
> -.0107717
city54 | -.0784279 .0422912 -1.85 0.06
> 5
> -.1616073
> .0047516
city55 | -.1471459 .0585819 -2.51 0.01
> 2
> -.2623662
> -.0319257
city56 | -.0565469 .0292466 -1.93 0.05
> 4
> -.1140697
> .000976
city57 | -.2661674 .1060077 -2.51 0.01
> 2
> -.4746658
> -.0576689
city58 | -.1091391 .0435595 -2.51 0.01
> 3
> -.1948131
> -.0234652
city59 | -.0078236 .0099077 -0.79 0.43
> 0
> -.0273104
> .0116631
city60 | -.10975 .0416486 -2.64 0.00
> 9
> -.1916655
> -.0278346
city61 | -.1706212 .0731405 -2.33 0.02
> 0
> -.3144756
> -.0267668
city62 | -.1081834 .0435066 -2.49 0.01
> 3
> -.1937531
> -.0226136
city63 | -.1213883 .0471273 -2.58 0.01
> 0
> -.2140795
> -.0286972
city64 | -.066462 .0311757 -2.13 0.03
> 4
> -.1277791
> -.0051449
city65 | -.1136545 .0515323 -2.21 0.02
> 8
> -.2150094
> -.0122996
city66 | -.1214893 .0532044 -2.28 0.02
> 3
> -.226133
> -.0168457
city67 | -.223363 .0927359 -2.41 0.01
> 7
> -.4057583
> -.0409677
city68 | -.1481916 .0575107 -2.58 0.01
> 0
> -.261305
> -.0350782
city69 | -.1342443 .0496197 -2.71 0.00
> 7
> -.2318376
> -.036651
city70 | -.1069122 .0459754 -2.33 0.02
> 1
> -.1973378
> -.0164867
city71 | -.145158 .0578688 -2.51 0.01
> 3
> -.2589758
> -.0313402
city72 | -.0954166 .0458081 -2.08 0.03
> 8
> -.185513
> -.0053202
city73 | -.0263894 .0198062 -1.33 0.18
> 4
> -.0653447
> .0125658
city74 | -.1276379 .0555888 -2.30 0.02
> 2
> -.2369713
> -.0183046
city75 | -.0411045 .022158 -1.86 0.06
> 4
> -.0846855
> .0024764
city76 | -.1746115 .0709857 -2.46 0.01
> 4
> -.3142278
> -.0349953
city77 | -.1807239 .074008 -2.44 0.01
> 5
> -.3262846
> -.0351631
city78 | -.1074502 .0458595 -2.34 0.02
> 0
> -.1976479
> -.0172526
city79 | -.1136672 .0538118 -2.11 0.03
> 5
> -.2195054
> -.0078289
city80 | -.127107 .0500715 -2.54 0.01
> 2
> -.2255889
> -.0286252
city81 | -.0442137 .0310331 -1.42 0.15
> 5
> -.1052504
> .0168229
city82 | -.1146262 .0470632 -2.44 0.01
> 5
> -.2071912
> -.0220611
city83 | -.1697392 .0731711 -2.32 0.02
> 1
> -.313654
> -.0258245
city84 | -.0972516 .040954 -2.37 0.01
> 8
> -.1778008
> -.0167023
city85 | -.0605583 .0267754 -2.26 0.02
> 4
> -.1132208
> -.0078958
city86 | -.114234 .0493617 -2.31 0.02
> 1
> -.2113197
> -.0171483
city87 | -.1578813 .0608528 -2.59 0.01
> 0
> -.2775681
> -.0381946
city88 | -.0558196 .0393096 -1.42 0.15
> 7
> -.1331348
> .0214955
city89 | -.1223531 .0469469 -2.61 0.01
> 0
> -.2146894
> -.0300168
city90 | -.1301092 .0594301 -2.19 0.02
> 9
> -.2469978
> -.0132206
city91 | -.1522083 .0665281 -2.29 0.02
> 3
> -.2830573
> -.0213593
city92 | -.1369701 .0693385 -1.98 0.04
> 9
> -.2733468
> -.0005935
city93 | -.139046 .0586781 -2.37 0.01
> 8
> -.2544555
> -.0236365
city94 | -.087384 .0366289 -2.39 0.01
> 8
> -.1594265
> -.0153414
city95 | -.1258029 .0524188 -2.40 0.01
> 7
> -.2289014
> -.0227043
city96 | -.0593314 .0344976 -1.72 0.08
> 6
> -.1271822
> .0085194
city97 | -.0425714 .0232883 -1.83 0.06
> 8
> -.0883753
> .0032325
city98 | -.0319138 .0181613 -1.76 0.08
> 0
> -.067634
> .0038064
city99 | -.088879 .0332541 -2.67 0.00
> 8
> -.154284
> -.0234741
city100 | -.1000676 .0420306 -2.38 0.01
> 8
> -.1827344
> -.0174009
city101 | -.0814116 .0400972 -2.03 0.04
> 3
> -.1602757
> -.0025475
city102 | -.0508093 .0348209 -1.46 0.14
> 5
> -.1192958
> .0176773
city103 | -.1537402 .0652659 -2.36 0.01
> 9
> -.2821067
> -.0253738
city104 | -.0800754 .0320542 -2.50 0.01
> 3
> -.1431204
> -.0170304
city105 | -.0342621 .0202405 -1.69 0.09
> 1
> -.0740716
> .0055474
city106 | -.0969981 .0451476 -2.15 0.03
> 2
> -.1857955
> -.0082008
city107 | -.0802552 .0377933 -2.12 0.03
> 4
> -.1545879
> -.0059225
city108 | -.0231782 .0243102 -0.95 0.34
> 1
> -.070992
> .0246356
city109 | -.1093306 .0482943 -2.26 0.02
> 4
> -.2043169
> -.0143443
city110 | -.1788125 .0746425 -2.40 0.01
> 7
> -.3256212
> -.0320038
city111 | -.1047675 .0482966 -2.17 0.03
> 1
> -.1997583
> -.0097767
city112 | -.0359667 .025806 -1.39 0.16
> 4
> -.0867226
> .0147891
city113 | -.0422872 .0284621 -1.49 0.13
> 8
> -.0982671
> .0136927
city114 | -.0306882 .0234866 -1.31 0.19
> 2
> -.0768823
> .0155058
city115 | -.04498 .0326163 -1.38 0.16
> 9
> -.1091305
> .0191705
city116 | -.0592973 .0289519 -2.05 0.04
> 1
> -.1162406
> -.002354
rg1y1 | -.0767158 .0138766 -5.53 0.00
> 0
> -.1040087
> -.0494229
rg1y2 | -.0361865 .0066718 -5.42 0.00
> 0
> -.0493087
> -.0230642
rg2y1 | -.1057189 .0222412 -4.75 0.00
> 0
> -.1494633
> -.0619744
rg2y2 | -.0487622 .0062718 -7.77 0.00
> 0
> -.0610977
> -.0364267
rg3y1 | -.0880074 .0208498 -4.22 0.00
> 0
> -.1290152
> -.0469996
rg3y2 | -.0323886 .0035639 -9.09 0.00
> 0
> -.0393981
> -.0253791
rg4y1 | -.0798654 .0203132 -3.93 0.00
> 0
> -.119818
> -.0399128
rg4y2 | -.0245913 .0070251 -3.50 0.00
> 1
> -.0384083
> -.0107742
rg5y1 | -.0660932 .0088022 -7.51 0.00
> 0
> -.0834056
> -.0487809
rg5y2 | -.0295791 .0050401 -5.87 0.00
> 0
> -.0394921
> -.0196661
rg6y1 | -.0724331 .0169089 -4.28 0.00
> 0
> -.1056899
> -.0391763
rg6y2 | -.0352301 .0074874 -4.71 0.00
> 0
> -.0499564
> -.0205037
rg7y1 | -.0700452 .0109179 -6.42 0.00
> 0
> -.0915189
> -.0485716
rg7y2 | -.014953 .0040347 -3.71 0.00
> 0
> -.0228886
> -.0070174
rg8y1 | -.0378645 .0068346 -5.54 0.00
> 0
> -.0513069
> -.0244221
rg8y2 | -.000495 .009358 -0.05 0.95
> 8
> -.0189006
> .0179106
rg9y1 | -.0637672 .0128283 -4.97 0.00
> 0
> -.0889983
> -.0385361
rg9y2 | -.0309466 .0054912 -5.64 0.00
> 0
> -.0417469
> -.0201463
age | .0101737 .0004517 22.52 0.00
> 0
> .0092852
> .0110622
agesq | -.0001219 5.46e-06 -22.32 0.00
> 0
> -.0001327
> -.0001112
married | -.0138642 .0008965 -15.46 0.00
> 0
> -.0156275
> -.0121009
black | -.0171345 .001958 -8.75 0.00
> 0
> -.0209855
> -.0132835
children | -.0310423 .0018704 -16.60 0.00
> 0
> -.034721
> -.0273635
child5 | -.0065583 .0012816 -5.12 0.00
> 0
> -.009079
> -.0040376
_cons | -.4163639 .1132975 -3.67 0.00
> 0
> -.6392001
> -.1935277
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg work60 (indep =ins) lwagehourgradmorey70y1
> - lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2
> age agesq married black children child5 if rshare
> 50<48 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.1554e+07)
Instrumental variables (2SLS) regression
> Number of obs = 535752
> F(152, 347) = 48.17
> Prob > F = 0.0000
> R-squared = 0.0135
> Root MSE = .25542
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work60 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0238824 .0159331 1.50 0.13
> 5
> -.0074552
> .0552199
lwagehourg~1 | -.0272527 .0138434 -1.97 0.05
> 0
> -.0544803
> -.0000251
lwagehourg~2 | -.0150779 .0098788 -1.53 0.12
> 8
> -.0345076
> .0043519
fcollegepl~1 | -.0558033 .1168851 -0.48 0.63
> 3
> -.2856957
> .174089
fcollegepl~2 | .0048119 .0957373 0.05 0.96
> 0
> -.1834866
> .1931104
agmin70y1 | .4344088 .1394952 3.11 0.00
> 2
> .1600464
> .7087713
agmin70y2 | .1290128 .0638961 2.02 0.04
> 4
> .0033405
> .2546851
manufact70y1 | .044725 .0281387 1.59 0.11
> 3
> -.0106188
> .1000689
manufact70y2 | .0217011 .0194258 1.12 0.26
> 5
> -.0165059
> .0599082
hsservices~1 | -.036615 .1236865 -0.30 0.76
> 7
> -.2798847
> .2066546
hsservices~2 | .0241641 .0825393 0.29 0.77
> 0
> -.1381761
> .1865043
lfwomencol~1 | -.0702301 .0418295 -1.68 0.09
> 4
> -.1525013
> .0120412
lfwomencol~2 | -.0271699 .0313197 -0.87 0.38
> 6
> -.0887703
> .0344305
city1 | -.0137032 .0215834 -0.63 0.52
> 6
> -.0561539
> .0287475
city2 | -.0132638 .0251829 -0.53 0.59
> 9
> -.0627941
> .0362665
city3 | -.0063124 .0269201 -0.23 0.81
> 5
> -.0592595
> .0466347
city4 | -.0164418 .0268834 -0.61 0.54
> 1
> -.0693167
> .0364331
city5 | .0558022 .0172928 3.23 0.00
> 1
> .0217903
> .0898141
city6 | -.0372189 .0523677 -0.71 0.47
> 8
> -.1402169
> .0657791
city7 | .00412 .0259605 0.16 0.87
> 4
> -.0469397
> .0551798
city8 | -.0132896 .0351941 -0.38 0.70
> 6
> -.0825101
> .0559309
city9 | -.0315425 .0406215 -0.78 0.43
> 8
> -.1114378
> .0483528
city10 | -.0386188 .048352 -0.80 0.42
> 5
> -.1337186
> .0564811
city11 | -.0178441 .0240098 -0.74 0.45
> 8
> -.0650672
> .0293789
city12 | -.0048673 .0214183 -0.23 0.82
> 0
> -.0469933
> .0372587
city13 | -.0035651 .0097822 -0.36 0.71
> 6
> -.0228049
> .0156747
city14 | -.0049057 .0296328 -0.17 0.86
> 9
> -.0631881
> .0533767
city15 | -.0398222 .0452057 -0.88 0.37
> 9
> -.1287338
> .0490895
city16 | -.0240839 .0274594 -0.88 0.38
> 1
> -.0780916
> .0299239
city17 | .0024723 .0156473 0.16 0.87
> 5
> -.0283032
> .0332478
city18 | .0171422 .0246798 0.69 0.48
> 8
> -.0313986
> .065683
city19 | -.0382818 .0424543 -0.90 0.36
> 8
> -.121782
> .0452184
city20 | -.0185631 .0249436 -0.74 0.45
> 7
> -.0676227
> .0304966
city21 | -.066294 .0645101 -1.03 0.30
> 5
> -.193174
> .0605861
city22 | -.0154542 .0228614 -0.68 0.49
> 9
> -.0604185
> .0295101
city23 | -.0430774 .0369104 -1.17 0.24
> 4
> -.1156737
> .0295188
city24 | -.0445686 .0410033 -1.09 0.27
> 8
> -.1252148
> .0360776
city25 | -.002518 .0223503 -0.11 0.91
> 0
> -.0464771
> .0414411
city26 | -.0200212 .0355485 -0.56 0.57
> 4
> -.0899387
> .0498964
city27 | .0069111 .0245156 0.28 0.77
> 8
> -.0413068
> .0551289
city28 | -.0410386 .0585955 -0.70 0.48
> 4
> -.1562856
> .0742084
city29 | .0009125 .0128707 0.07 0.94
> 4
> -.0244019
> .0262269
city30 | -.0277898 .0285474 -0.97 0.33
> 1
> -.0839375
> .028358
city31 | -.0336703 .0456245 -0.74 0.46
> 1
> -.1234057
> .0560651
city32 | .0200467 .0149459 1.34 0.18
> 1
> -.0093493
> .0494428
city33 | -.0571932 .0516964 -1.11 0.26
> 9
> -.158871
> .0444845
city34 | 0 (omitted)
city35 | -.0021989 .0358123 -0.06 0.95
> 1
> -.0726353
> .0682376
city36 | .009358 .0131316 0.71 0.47
> 7
> -.0164694
> .0351855
city37 | -.0022116 .0173868 -0.13 0.89
> 9
> -.0364085
> .0319852
city38 | -.0222507 .0395839 -0.56 0.57
> 4
> -.1001053
> .0556039
city39 | .0027989 .0186391 0.15 0.88
> 1
> -.0338608
> .0394587
city40 | -.0359683 .0429782 -0.84 0.40
> 3
> -.1204988
> .0485622
city41 | -.0249109 .0258362 -0.96 0.33
> 6
> -.0757261
> .0259043
city42 | -.0438221 .0415511 -1.05 0.29
> 2
> -.1255458
> .0379017
city43 | -.0410111 .0355039 -1.16 0.24
> 9
> -.1108411
> .0288189
city44 | -.0030709 .0248928 -0.12 0.90
> 2
> -.0520305
> .0458888
city45 | -.0186381 .025305 -0.74 0.46
> 2
> -.0684087
> .0311324
city46 | .0211421 .035567 0.59 0.55
> 3
> -.048812
> .0910961
city47 | -.049635 .062067 -0.80 0.42
> 4
> -.17171
> .0724399
city48 | -.0235123 .0372006 -0.63 0.52
> 8
> -.0966794
> .0496548
city49 | .0026758 .0171745 0.16 0.87
> 6
> -.0311034
> .036455
city50 | -.0064451 .0332099 -0.19 0.84
> 6
> -.0717632
> .058873
city51 | .0218447 .0144689 1.51 0.13
> 2
> -.0066131
> .0503025
city52 | -.0264419 .0362895 -0.73 0.46
> 7
> -.0978169
> .0449331
city53 | -.0153041 .0269829 -0.57 0.57
> 1
> -.0683747
> .0377664
city54 | -.0178274 .028336 -0.63 0.53
> 0
> -.0735593
> .0379044
city55 | -.0381766 .0429518 -0.89 0.37
> 5
> -.1226551
> .046302
city56 | .0035435 .0205118 0.17 0.86
> 3
> -.0367996
> .0438866
city57 | -.0771663 .0789559 -0.98 0.32
> 9
> -.2324587
> .0781261
city58 | -.0248536 .0316676 -0.78 0.43
> 3
> -.0871382
> .0374309
city59 | .017703 .0105055 1.69 0.09
> 3
> -.0029595
> .0383654
city60 | -.0308089 .0300455 -1.03 0.30
> 6
> -.0899032
> .0282854
city61 | -.0392361 .0532189 -0.74 0.46
> 1
> -.1439083
> .0654362
city62 | -.0250463 .0307547 -0.81 0.41
> 6
> -.0855355
> .0354428
city63 | -.0327085 .0334628 -0.98 0.32
> 9
> -.0985239
> .0331069
city64 | -.003382 .0228822 -0.15 0.88
> 3
> -.0483872
> .0416233
city65 | -.0166024 .0374169 -0.44 0.65
> 8
> -.0901949
> .0569901
city66 | -.0226196 .0381048 -0.59 0.55
> 3
> -.097565
> .0523258
city67 | -.0550029 .0691246 -0.80 0.42
> 7
> -.1909588
> .0809529
city68 | -.0415049 .0412507 -1.01 0.31
> 5
> -.1226379
> .039628
city69 | -.0417231 .0359336 -1.16 0.24
> 6
> -.1123982
> .028952
city70 | -.0162754 .0350711 -0.46 0.64
> 3
> -.0852542
> .0527033
city71 | -.038571 .041669 -0.93 0.35
> 5
> -.1205267
> .0433846
city72 | -.0106276 .032985 -0.32 0.74
> 7
> -.0755032
> .054248
city73 | .0170737 .0128285 1.33 0.18
> 4
> -.0081578
> .0423052
city74 | -.0279116 .0393669 -0.71 0.47
> 9
> -.1053394
> .0495161
city75 | -.0017264 .0178131 -0.10 0.92
> 3
> -.0367617
> .0333088
city76 | -.0460578 .0519561 -0.89 0.37
> 6
> -.1482462
> .0561307
city77 | -.0510513 .0539979 -0.95 0.34
> 5
> -.1572558
> .0551531
city78 | -.0221755 .0327335 -0.68 0.49
> 9
> -.0865566
> .0422056
city79 | -.0186823 .0387193 -0.48 0.63
> 0
> -.0948364
> .0574718
city80 | -.0377762 .0352724 -1.07 0.28
> 5
> -.1071508
> .0315983
city81 | .0105655 .0227228 0.46 0.64
> 2
> -.0341262
> .0552571
city82 | -.0271036 .0329644 -0.82 0.41
> 2
> -.0919388
> .0377315
city83 | -.0391896 .0537778 -0.73 0.46
> 7
> -.144961
> .0665818
city84 | -.0220904 .0290626 -0.76 0.44
> 8
> -.0792514
> .0350707
city85 | -.0079998 .0173791 -0.46 0.64
> 6
> -.0421815
> .0261819
city86 | -.0207309 .0359563 -0.58 0.56
> 5
> -.0914506
> .0499889
city87 | -.0449517 .0443067 -1.01 0.31
> 1
> -.1320952
> .0421919
city88 | .0128951 .0324645 0.40 0.69
> 1
> -.0509567
> .076747
city89 | -.033821 .0340206 -0.99 0.32
> 1
> -.1007335
> .0330916
city90 | -.0176371 .0434538 -0.41 0.68
> 5
> -.103103
> .0678288
city91 | -.0304585 .0486754 -0.63 0.53
> 2
> -.1261944
> .0652774
city92 | -.0193222 .0482573 -0.40 0.68
> 9
> -.1142358
> .0755914
city93 | -.031609 .0427137 -0.74 0.46
> 0
> -.1156193
> .0524013
city94 | -.0161252 .027202 -0.59 0.55
> 4
> -.0696267
> .0373764
city95 | -.0274437 .0380374 -0.72 0.47
> 1
> -.1022565
> .0473691
city96 | -.0019588 .026625 -0.07 0.94
> 1
> -.0543254
> .0504078
city97 | -.0067379 .0176397 -0.38 0.70
> 3
> -.041432
> .0279563
city98 | .0121869 .0125616 0.97 0.33
> 3
> -.0125195
> .0368933
city99 | -.0251702 .023984 -1.05 0.29
> 5
> -.0723425
> .022002
city100 | -.0294663 .0299582 -0.98 0.32
> 6
> -.0883888
> .0294561
city101 | -.0139978 .0276075 -0.51 0.61
> 2
> -.0682968
> .0403012
city102 | .018042 .0260645 0.69 0.48
> 9
> -.0332222
> .0693061
city103 | -.036998 .0472809 -0.78 0.43
> 4
> -.1299913
> .0559953
city104 | -.0173451 .0220878 -0.79 0.43
> 3
> -.060788
> .0260977
city105 | .0110753 .0146968 0.75 0.45
> 2
> -.0178307
> .0399814
city106 | -.014022 .0329735 -0.43 0.67
> 1
> -.078875
> .050831
city107 | -.0122015 .0267208 -0.46 0.64
> 8
> -.0647566
> .0403535
city108 | .0168173 .0170711 0.99 0.32
> 5
> -.0167586
> .0503933
city109 | -.0247009 .0345566 -0.71 0.47
> 5
> -.0926677
> .043266
city110 | -.0401966 .055841 -0.72 0.47
> 2
> -.1500261
> .0696328
city111 | -.021802 .0349461 -0.62 0.53
> 3
> -.0905347
> .0469308
city112 | .011733 .0196635 0.60 0.55
> 1
> -.0269416
> .0504076
city113 | .0122874 .0181268 0.68 0.49
> 8
> -.0233649
> .0479397
city114 | .0103483 .0169354 0.61 0.54
> 2
> -.0229607
> .0436572
city115 | .0082552 .0235457 0.35 0.72
> 6
> -.038055
> .0545654
city116 | -.0024811 .0212909 -0.12 0.90
> 7
> -.0443566
> .0393944
rg1y1 | .0527872 .0510544 1.03 0.30
> 2
> -.0476279
> .1532022
rg1y2 | .0041376 .0307468 0.13 0.89
> 3
> -.056336
> .0646112
rg2y1 | .035507 .0541937 0.66 0.51
> 3
> -.0710824
> .1420964
rg2y2 | .0015386 .0316154 0.05 0.96
> 1
> -.0606433
> .0637205
rg3y1 | .0453953 .0542105 0.84 0.40
> 3
> -.0612271
> .1520178
rg3y2 | .0116202 .0302274 0.38 0.70
> 1
> -.0478318
> .0710722
rg4y1 | .0546834 .0537277 1.02 0.30
> 9
> -.0509896
> .1603563
rg4y2 | .0179211 .0306855 0.58 0.56
> 0
> -.0424318
> .078274
rg5y1 | .054908 .0501894 1.09 0.27
> 5
> -.0438057
> .1536217
rg5y2 | .0134261 .0307352 0.44 0.66
> 3
> -.0470245
> .0738768
rg6y1 | .0571767 .0533712 1.07 0.28
> 5
> -.047795
> .1621485
rg6y2 | .0142666 .0315034 0.45 0.65
> 1
> -.047695
> .0762282
rg7y1 | .0455488 .049943 0.91 0.36
> 2
> -.0526802
> .1437779
rg7y2 | .0219676 .0295553 0.74 0.45
> 8
> -.0361626
> .0800977
rg8y1 | .0601548 .045 1.34 0.18
> 2
> -.0283522
> .1486617
rg8y2 | .0229135 .0271842 0.84 0.40
> 0
> -.0305531
> .0763801
rg9y1 | .0475047 .0499462 0.95 0.34
> 2
> -.0507307
> .1457401
rg9y2 | .0083792 .0305285 0.27 0.78
> 4
> -.0516651
> .0684234
age | .0101677 .0004521 22.49 0.00
> 0
> .0092785
> .0110569
agesq | -.0001219 5.47e-06 -22.30 0.00
> 0
> -.0001327
> -.0001112
married | -.0138644 .0008934 -15.52 0.00
> 0
> -.0156215
> -.0121073
black | -.0171886 .0019471 -8.83 0.00
> 0
> -.0210182
> -.013359
children | -.030995 .0018723 -16.55 0.00
> 0
> -.0346775
> -.0273125
child5 | -.0066533 .0012826 -5.19 0.00
> 0
> -.009176
> -.0041307
_cons | -.2475985 .0891483 -2.78 0.00
> 6
> -.4229374
> -.0722595
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
. log close;
name: <unnamed>
log: C:\Users\laure\Desktop\table7_panelsA_t
> o_C.smcl
log type: smcl
closed on: 30 Mar 2022, 18:06:42
----------------------------------------------------
. *************************************** TABLE 7, P
> ANEL E ********************;
. use C:\Users\laure\Desktop\Final\census_edu_women.
> dta, replace;
. ** keep women**;
. keep if sex==2;
(0 observations deleted)
. ** education categories **;
. gen hsdrop=educd<60;
. gen hsgrad=educd==60|educd==61|educd==62;
. gen hsgradless=hsdrop==1|hsgrad==1;
. gen somecollege=educd>63&educd<100;
. gen college=educd==100|educd==101;
. gen graduate=educd>101;
. gen advanced=((educd>114&year>1980)|(higraded>211&
> year==1980));
. gen master=(advanced==0&graduate==1);
. * individual controls;
. gen black=(race==2);
. gen agesq=age*age;
. gen married=(marst==1|marst==2);
. gen child5=(nchlt5 >0);
. gen children=(nchild>0&yngch<18);
. * labor force variables;
. *LFP*;
. gen lflw=(labforce==2);
. *usual hours worked - includes zeros**;
. replace uhrswork=. if uhrswork==99;
(15073 real changes made, 15073 to missing)
. gen hrsworkly=uhrswork if uhrswork<99;
(15073 missing values generated)
. *conditional usual hours worked - excludes zeros**
> ;
. gen chrsworkly=hrsworkly if hrsworkly>0;
(2726643 missing values generated)
. * probability of working long hours / fulltime*;
. gen work50=(uhrswork>49);
. gen work60=(uhrswork>59);
. gen fulltime=(uhrswork>35);
. *** merge instrument;
. sort metaread year;
. merge metaread year using C:\Users\laure\Desktop\i
> nstrument.dta;
(note: you are using old merge syntax; see [D] merge
for new syntax)
variables metaread year do not uniquely identify
observations in the master data
(label yearlbl already defined)
(label metareadlbl already defined)
. keep if _merge==3;
(4693743 observations deleted)
. egen min=min(year), by(metaread);
. egen max=max(year), by(metaread);
. drop if max==1990|min==1990;
(146270 observations deleted)
. gen collegeplus=college==1|graduate==1;
. for var collegeplus graduate: gen indepX=indep*X \
> gen insX=ins*X;
-> gen indepcollegeplus=indep*collegeplus
-> gen inscollegeplus=ins*collegeplus
-> gen indepgraduate=indep*graduate
-> gen insgraduate=ins*graduate
. ** merge controls at city level ;
. drop _merge;
. sort metaread year;
. merge metaread year using C:\Users\laure\Desktop\F
> inal\controls.dta;
(note: you are using old merge syntax; see [D] merge
for new syntax)
variables metaread year do not uniquely identify
observations in the master data
(label yearlbl already defined)
(label metareadlbl already defined)
. keep if _merge==3;
(14 observations deleted)
. drop _merge;
. ** create fixed effects ;
. tab metaread, gen(city);
Metropolitan area [detailed version] | Freq.
> Percent Cum.
----------------------------------------+-----------
> ------------------------
Akron, OH | 26,929
> 0.52 0.52
Albany-Schenectady-Troy, NY | 33,354
> 0.64 1.16
Albuquerque, NM | 21,394
> 0.41 1.58
Allentown-Bethlehem-Easton, PA/NJ | 21,125
> 0.41 1.99
Appleton-Oskosh-Neenah, WI | 12,592
> 0.24 2.23
Atlanta, GA | 109,115
> 2.11 4.34
Augusta-Aiken, GA-SC | 15,721
> 0.30 4.64
Austin, TX | 32,428
> 0.63 5.27
Bakersfield, CA | 17,887
> 0.35 5.61
Baltimore, MD | 98,852
> 1.91 7.52
Baton Rouge, LA | 20,820
> 0.40 7.92
Beaumont-Port Arthur-Orange,TX | 15,050
> 0.29 8.21
Binghamton, NY | 10,207
> 0.20 8.41
Birmingham, AL | 32,821
> 0.63 9.04
Boston, MA | 110,711
> 2.14 11.18
Buffalo-Niagara Falls, NY | 45,468
> 0.88 12.06
Canton, OH | 16,240
> 0.31 12.37
Charleston-N.Charleston,SC | 18,365
> 0.35 12.73
Charlotte-Gastonia-Rock Hill, SC | 43,550
> 0.84 13.57
Chattanooga, TN/GA | 17,539
> 0.34 13.91
Chicago-Gary-Lake, IL | 243,022
> 4.69 18.60
Gary-Hammond-East Chicago, IN | 23,533
> 0.45 19.06
Cincinnati OH/KY/IN | 54,390
> 1.05 20.11
Cleveland, OH | 80,888
> 1.56 21.67
Columbia, SC | 19,717
> 0.38 22.05
Columbus, OH | 54,516
> 1.05 23.10
Corpus Christi, TX | 10,691
> 0.21 23.31
Dallas-Fort Worth, TX | 116,403
> 2.25 25.56
Davenport, IA Rock Island-Moline, IL | 11,704
> 0.23 25.78
Dayton-Springfield, OH | 36,357
> 0.70 26.49
Denver-Boulder-Longmont, CO | 66,805
> 1.29 27.78
Des Moines, IA | 11,229
> 0.22 27.99
Detroit, MI | 155,534
> 3.00 31.00
Duluth-Superior, MN/WI | 8,665
> 0.17 31.16
El Paso, TX | 14,507
> 0.28 31.44
Erie, PA | 11,573
> 0.22 31.67
Flint, MI | 13,892
> 0.27 31.94
Fort Lauderdale-Hollywood-Pompano Beach | 42,498
> 0.82 32.76
Fort Wayne, IN | 14,883
> 0.29 33.04
Fresno, CA | 23,262
> 0.45 33.49
Grand Rapids, MI | 26,434
> 0.51 34.00
Greensboro-Winston Salem-High Point, NC | 40,717
> 0.79 34.79
Greenville-Spartanburg-Anderson SC | 25,610
> 0.49 35.28
Harrisburg-Lebanon-Carlisle, PA | 23,908
> 0.46 35.75
Hartford-Bristol-Middleton-New Britain, | 22,883
> 0.44 36.19
Honolulu, HI | 27,316
> 0.53 36.72
Houston-Brazoria, TX | 115,881
> 2.24 38.95
Indianapolis, IN | 53,152
> 1.03 39.98
Jackson, MS | 12,577
> 0.24 40.22
Jacksonville, FL | 34,550
> 0.67 40.89
Johnstown, PA | 11,729
> 0.23 41.12
Kansas City, MO-KS | 57,804
> 1.12 42.23
Knoxville, TN | 24,326
> 0.47 42.70
Lancaster, PA | 15,773
> 0.30 43.01
Las Vegas, NV | 30,354
> 0.59 43.59
Little Rock-North Little Rock, AR | 16,909
> 0.33 43.92
Los Angeles-Long Beach, CA | 233,583
> 4.51 48.43
Louisville, KY/IN | 36,313
> 0.70 49.13
Madison, WI | 14,049
> 0.27 49.40
Memphis, TN/AR/MS | 34,374
> 0.66 50.07
Miami-Hialeah, FL | 37,803
> 0.73 50.80
Milwaukee, WI | 47,085
> 0.91 51.71
Minneapolis-St. Paul, MN | 81,505
> 1.57 53.28
Mobile, AL | 17,182
> 0.33 53.61
Nashville, TN | 42,670
> 0.82 54.44
New Orleans, LA | 43,018
> 0.83 55.27
New York-Northeastern NJ | 256,279
> 4.95 60.22
Nassau Co, NY | 107,335
> 2.07 62.29
Bergen-Passaic, NJ | 34,691
> 0.67 62.96
Jersey City, NJ | 15,936
> 0.31 63.27
Newark, NJ | 72,446
> 1.40 64.67
Oklahoma City, OK | 31,675
> 0.61 65.28
Omaha, NE/IA | 16,236
> 0.31 65.59
Orlando, FL | 45,759
> 0.88 66.48
Peoria, IL | 15,297
> 0.30 66.77
Philadelphia, PA/NJ | 183,068
> 3.54 70.31
Phoenix, AZ | 82,257
> 1.59 71.90
Pittsburgh-Beaver Valley, PA | 88,319
> 1.71 73.60
Portland-Vancouver, OR | 53,514
> 1.03 74.64
Providence-Fall River-Pawtucket, MA/RI | 22,768
> 0.44 75.08
Reading, PA | 14,631
> 0.28 75.36
Richmond-Petersburg, VA | 34,242
> 0.66 76.02
Riverside-San Bernardino,CA | 70,556
> 1.36 77.38
Rochester, NY | 40,270
> 0.78 78.16
Rockford, IL | 12,086
> 0.23 78.39
Sacramento, CA | 53,150
> 1.03 79.42
St. Louis, MO-IL | 92,790
> 1.79 81.21
Salinas-Sea Side-Monterey, CA | 9,015
> 0.17 81.39
Salt Lake City-Ogden, UT | 32,485
> 0.63 82.01
San Antonio, TX | 44,764
> 0.86 82.88
San Diego, CA | 77,247
> 1.49 84.37
San Francisco-Oakland-Vallejo, CA | 74,910
> 1.45 85.82
San Jose, CA | 47,925
> 0.93 86.74
Santa Barbara-Santa Maria-Lompoc, CA | 12,970
> 0.25 86.99
Seattle-Everett, WA | 74,533
> 1.44 88.43
Shreveport, LA | 15,333
> 0.30 88.73
South Bend-Mishawaka, IN | 10,172
> 0.20 88.92
Spokane, WA | 15,175
> 0.29 89.22
Springfield-Holyoke-Chicopee, MA | 19,828
> 0.38 89.60
Stockton, CA | 15,708
> 0.30 89.90
Syracuse, NY | 30,213
> 0.58 90.49
Tacoma, WA | 23,268
> 0.45 90.94
Tampa-St. Petersburg-Clearwater, FL | 78,531
> 1.52 92.45
Toledo, OH/MI | 26,557
> 0.51 92.97
Trenton, NJ | 12,595
> 0.24 93.21
Tucson, AZ | 25,370
> 0.49 93.70
Tulsa, OK | 24,420
> 0.47 94.17
Utica-Rome, NY | 13,313
> 0.26 94.43
Ventura-Oxnard-Simi Valley, CA | 21,954
> 0.42 94.85
Washington, DC/MD/VA | 154,632
> 2.99 97.84
West Palm Beach-Boca Raton-Delray Beach | 29,996
> 0.58 98.42
Wichita, KS | 15,941
> 0.31 98.73
Wilmington, DE/NJ/MD | 18,218
> 0.35 99.08
Worcester, MA | 9,595
> 0.19 99.26
York, PA | 15,827
> 0.31 99.57
Youngstown-Warren, OH-PA | 22,333
> 0.43 100.00
----------------------------------------+-----------
> ------------------------
Total | 5,177,875
> 100.00
. tab year, gen(y);
Census year | Freq. Percent Cum.
------------+-----------------------------------
1980 | 1,703,829 32.91 32.91
1990 | 1,637,034 31.62 64.52
2000 | 1,837,012 35.48 100.00
------------+-----------------------------------
Total | 5,177,875 100.00
. tab region, gen(rg);
Census region and division | Freq.
> Percent Cum.
----------------------------------------+-----------
> ------------------------
New England Division | 185,785
> 3.59 3.59
Middle Atlantic Division | 1,058,060
> 20.43 24.02
East North Central Div. | 986,787
> 19.06 43.08
West North Central Div. | 267,027
> 5.16 48.24
South Atlantic Division | 853,073
> 16.48 64.71
East South Central Div. | 214,606
> 4.14 68.86
West South Central Div. | 501,899
> 9.69 78.55
Mountain Division | 258,665
> 5.00 83.55
Pacific Division | 851,973
> 16.45 100.00
----------------------------------------+-----------
> ------------------------
Total | 5,177,875
> 100.00
. for num 1/9: gen rgXy1=rgX*y1 \gen rgXy2=rgX*y2;
-> gen rg1y1=rg1*y1
-> gen rg1y2=rg1*y2
-> gen rg2y1=rg2*y1
-> gen rg2y2=rg2*y2
-> gen rg3y1=rg3*y1
-> gen rg3y2=rg3*y2
-> gen rg4y1=rg4*y1
-> gen rg4y2=rg4*y2
-> gen rg5y1=rg5*y1
-> gen rg5y2=rg5*y2
-> gen rg6y1=rg6*y1
-> gen rg6y2=rg6*y2
-> gen rg7y1=rg7*y1
-> gen rg7y2=rg7*y2
-> gen rg8y1=rg8*y1
-> gen rg8y2=rg8*y2
-> gen rg9y1=rg9*y1
-> gen rg9y2=rg9*y2
. ** create variable to cluster;
. egen metaready1= group(metaread year);
. log using table7_panelD, replace;
----------------------------------------------------
name: <unnamed>
log: C:\Users\laure\Desktop\table7_panelD.sm
> cl
log type: smcl
opened on: 30 Mar 2022, 18:07:48
. for var advanced master college :
> ivreg uhrswork (indep =ins) city1-city116 rg1y1
> -rg9y2 age agesq married black children child5 if
> X==1 [aweight=perwt], cluster(metaready1) \
> ivreg uhrswork (indep =ins) lwagehourgradmorey7
> 0y1- lfwomencollegeplus70y2 city1-city116 rg1y1-
> rg9y2 age agesq married black children child5 if
> X==1 [aweight=perwt], cluster(metaready1) \
>
> ivreg lflw (indep =ins) city1-city116 rg1y1-rg
> 9y2 age agesq married black children child5 if X=
> =1 [aweight=perwt], cluster(metaready1) \
> ivreg lflw (indep =ins) lwagehourgradmorey70y1-
> lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y
> 2 age agesq married black children child5 if X==1
> [aweight=perwt], cluster(metaready1) \
>
> ivreg chrswork (indep =ins) city1-city116 rg1y
> 1-rg9y2 age agesq married black children child5 i
> f X==1 [aweight=perwt], cluster(metaready1) \
> ivreg chrswork (indep =ins) lwagehourgradmorey7
> 0y1- lfwomencollegeplus70y2 city1-city116 rg1y1-
> rg9y2 age agesq married black children child5 if
> X==1 [aweight=perwt], cluster(metaready1) \
>
> ivreg work50 (indep =ins) city1-city116 rg1y1-
> rg9y2 age agesq married black children child5 if
> X==1 [aweight=perwt], cluster(metaready1) \
> ivreg work50 (indep =ins) lwagehourgradmorey70y
> 1- lfwomencollegeplus70y2 city1-city116 rg1y1-rg
> 9y2 age agesq married black children child5 if X=
> =1 [aweight=perwt], cluster(metaready1) \
>
> ivreg work60 (indep =ins) city1-city116 rg1y1-
> rg9y2 age agesq married black children child5 if
> X==1 [aweight=perwt], cluster(metaready1) \
> ivreg work60 (indep =ins) lwagehourgradmorey70y
> 1- lfwomencollegeplus70y2 city1-city116 rg1y1-rg
> 9y2 age agesq married black children child5 if X=
> =1 [aweight=perwt], cluster(metaready1) ;
-> ivreg uhrswork (indep =ins) city1-city116 rg1y1-
> rg9y2 age agesq married black children child5 if a
> dvanced==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 2.0329e+06)
Instrumental variables (2SLS) regression
> Number of obs = 95243
> F(140, 347) = 59.31
> Prob > F = 0.0000
> R-squared = 0.0895
> Root MSE = 17.003
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
uhrswork | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 4.353641 1.905618 2.28 0.02
> 3
> .605626
> 8.101656
city1 | .9861303 3.019367 0.33 0.74
> 4
> -4.952434
> 6.924694
city2 | -2.166574 3.12029 -0.69 0.48
> 8
> -8.303636
> 3.970487
city3 | -2.829848 3.793339 -0.75 0.45
> 6
> -10.29068
> 4.630983
city4 | -2.37745 2.91582 -0.82 0.41
> 5
> -8.112355
> 3.357456
city5 | 1.37622 2.082204 0.66 0.50
> 9
> -2.719109
> 5.47155
city6 | -8.44656 6.591164 -1.28 0.20
> 1
> -21.41022
> 4.517099
city7 | -2.849976 3.25783 -0.87 0.38
> 2
> -9.257554
> 3.557602
city8 | -5.017042 4.380773 -1.15 0.25
> 3
> -13.63325
> 3.599167
city9 | -2.809114 4.34602 -0.65 0.51
> 8
> -11.35697
> 5.738744
city10 | -7.399877 6.33903 -1.17 0.24
> 4
> -19.86763
> 5.067878
city11 | -2.290271 3.233038 -0.71 0.47
> 9
> -8.649088
> 4.068546
city12 | .7418081 2.885209 0.26 0.79
> 7
> -4.932891
> 6.416507
city13 | 1.490978 1.639645 0.91 0.36
> 4
> -1.733916
> 4.715872
city14 | -1.389764 3.676936 -0.38 0.70
> 6
> -8.62165
> 5.842122
city15 | -6.197939 5.634629 -1.10 0.27
> 2
> -17.28026
> 4.884385
city16 | -3.693031 3.712401 -0.99 0.32
> 1
> -10.99467
> 3.608609
city17 | -1.332997 2.305218 -0.58 0.56
> 3
> -5.866954
> 3.20096
city18 | -.0646411 3.082836 -0.02 0.98
> 3
> -6.128036
> 5.998754
city19 | -7.433216 5.395305 -1.38 0.16
> 9
> -18.04483
> 3.178399
city20 | .1104865 3.209785 0.03 0.97
> 3
> -6.202596
> 6.423569
city21 | -12.47746 7.991941 -1.56 0.11
> 9
> -28.1962
> 3.241282
city22 | -2.952433 2.969449 -0.99 0.32
> 1
> -8.792816
> 2.88795
city23 | -3.994226 4.695164 -0.85 0.39
> 6
> -13.22879
> 5.240336
city24 | -6.805494 5.286579 -1.29 0.19
> 9
> -17.20327
> 3.592278
city25 | -.6200338 3.065166 -0.20 0.84
> 0
> -6.648677
> 5.408609
city26 | -4.117258 4.460371 -0.92 0.35
> 7
> -12.89002
> 4.655508
city27 | 3.820279 2.909626 1.31 0.19
> 0
> -1.902444
> 9.543002
city28 | -10.22214 7.37672 -1.39 0.16
> 7
> -24.73085
> 4.286565
city29 | .8639876 1.827179 0.47 0.63
> 7
> -2.729752
> 4.457728
city30 | -3.607032 3.674974 -0.98 0.32
> 7
> -10.83506
> 3.620994
city31 | -7.024586 5.662727 -1.24 0.21
> 6
> -18.16217
> 4.113002
city32 | 6.762773 1.451191 4.66 0.00
> 0
> 3.908535
> 9.61701
city33 | -10.41019 6.513353 -1.60 0.11
> 1
> -23.2208
> 2.400434
city34 | 0 (omitted)
city35 | -3.451629 4.434981 -0.78 0.43
> 7
> -12.17446
> 5.271199
city36 | -2.42516 2.2653 -1.07 0.28
> 5
> -6.880608
> 2.030287
city37 | -.5128848 2.472437 -0.21 0.83
> 6
> -5.375733
> 4.349964
city38 | -8.173726 5.025134 -1.63 0.10
> 5
> -18.05728
> 1.709828
city39 | -.7907302 2.401206 -0.33 0.74
> 2
> -5.513479
> 3.932018
city40 | -6.050475 4.834193 -1.25 0.21
> 2
> -15.55848
> 3.457532
city41 | -3.703965 3.433482 -1.08 0.28
> 1
> -10.45702
> 3.04909
city42 | -5.39896 5.302392 -1.02 0.30
> 9
> -15.82783
> 5.029911
city43 | -5.800903 4.633404 -1.25 0.21
> 1
> -14.91399
> 3.312188
city44 | -2.418975 3.310274 -0.73 0.46
> 5
> -8.929703
> 4.091752
city45 | -.8304723 3.499736 -0.24 0.81
> 3
> -7.713836
> 6.052892
city46 | -.0419561 3.44746 -0.01 0.99
> 0
> -6.822503
> 6.73859
city47 | -10.07425 7.586584 -1.33 0.18
> 5
> -24.99572
> 4.84723
city48 | -3.62703 4.766877 -0.76 0.44
> 7
> -13.00264
> 5.748578
city49 | .5331131 2.436973 0.22 0.82
> 7
> -4.259985
> 5.326211
city50 | -2.941975 4.287084 -0.69 0.49
> 3
> -11.37391
> 5.489965
city51 | .221397 2.470893 0.09 0.92
> 9
> -4.638414
> 5.081208
city52 | -3.833063 4.493939 -0.85 0.39
> 4
> -12.67185
> 5.005724
city53 | -3.839175 3.38549 -1.13 0.25
> 8
> -10.49784
> 2.819489
city54 | -3.815224 3.724716 -1.02 0.30
> 6
> -11.14108
> 3.510637
city55 | -5.752478 5.289699 -1.09 0.27
> 8
> -16.15638
> 4.651429
city56 | .6387154 2.563395 0.25 0.80
> 3
> -4.40303
> 5.680461
city57 | -16.6502 9.482171 -1.76 0.08
> 0
> -35.29996
> 1.999559
city58 | -3.031123 3.94503 -0.77 0.44
> 3
> -10.7903
> 4.728056
city59 | 4.624522 1.849905 2.50 0.01
> 3
> .9860851
> 8.26296
city60 | -2.410074 3.853029 -0.63 0.53
> 2
> -9.988304
> 5.168156
city61 | -9.793496 6.516362 -1.50 0.13
> 4
> -22.61003
> 3.023041
city62 | -3.466541 4.025879 -0.86 0.39
> 0
> -11.38474
> 4.451655
city63 | -3.352808 4.283756 -0.78 0.43
> 4
> -11.7782
> 5.072587
city64 | .5187685 3.000384 0.17 0.86
> 3
> -5.382458
> 6.419995
city65 | -4.452463 4.672986 -0.95 0.34
> 1
> -13.6434
> 4.738478
city66 | -6.244231 4.921669 -1.27 0.20
> 5
> -15.92429
> 3.435825
city67 | -13.19287 8.520022 -1.55 0.12
> 2
> -29.95026
> 3.564509
city68 | -8.179746 5.226464 -1.57 0.11
> 8
> -18.45928
> 2.099789
city69 | -5.628252 4.467378 -1.26 0.20
> 9
> -14.4148
> 3.158295
city70 | -3.861678 4.209177 -0.92 0.36
> 0
> -12.14039
> 4.417032
city71 | -6.938478 5.317197 -1.30 0.19
> 3
> -17.39647
> 3.519512
city72 | -3.190256 4.400413 -0.72 0.46
> 9
> -11.84509
> 5.464582
city73 | 3.961327 1.734092 2.28 0.02
> 3
> .5506736
> 7.371981
city74 | -7.514184 5.055146 -1.49 0.13
> 8
> -17.45677
> 2.428399
city75 | 1.561584 2.114534 0.74 0.46
> 1
> -2.597333
> 5.7205
city76 | -9.22898 6.589275 -1.40 0.16
> 2
> -22.18892
> 3.730965
city77 | -9.273323 6.693079 -1.39 0.16
> 7
> -22.43743
> 3.890786
city78 | -4.052721 4.374141 -0.93 0.35
> 5
> -12.65589
> 4.550444
city79 | -4.578346 4.59935 -1.00 0.32
> 0
> -13.62446
> 4.467766
city80 | -4.222389 4.460014 -0.95 0.34
> 4
> -12.99445
> 4.549674
city81 | -.0800651 3.107769 -0.03 0.97
> 9
> -6.192499
> 6.032369
city82 | -4.317457 4.336486 -1.00 0.32
> 0
> -12.84656
> 4.211648
city83 | -11.46557 6.735533 -1.70 0.09
> 0
> -24.71318
> 1.782039
city84 | -1.308808 3.814836 -0.34 0.73
> 2
> -8.811918
> 6.194303
city85 | -3.071659 2.691111 -1.14 0.25
> 4
> -8.364601
> 2.221282
city86 | -5.375497 4.353464 -1.23 0.21
> 8
> -13.93799
> 3.187
city87 | -7.995956 5.517902 -1.45 0.14
> 8
> -18.8487
> 2.856786
city88 | -5.490756 3.579056 -1.53 0.12
> 6
> -12.53013
> 1.548618
city89 | -4.626098 4.258367 -1.09 0.27
> 8
> -13.00156
> 3.74936
city90 | -6.313898 5.544965 -1.14 0.25
> 6
> -17.21987
> 4.592072
city91 | -9.204253 5.933893 -1.55 0.12
> 2
> -20.87518
> 2.466669
city92 | -8.173575 6.236702 -1.31 0.19
> 1
> -20.44007
> 4.09292
city93 | -6.309908 5.159546 -1.22 0.22
> 2
> -16.45783
> 3.838011
city94 | -4.423676 3.41721 -1.29 0.19
> 6
> -11.14473
> 2.297375
city95 | -4.624875 4.699735 -0.98 0.32
> 6
> -13.86843
> 4.618677
city96 | -.2221934 3.069664 -0.07 0.94
> 2
> -6.259682
> 5.815295
city97 | 3.465294 1.742971 1.99 0.04
> 8
> .0371776
> 6.893411
city98 | 1.035019 1.566098 0.66 0.50
> 9
> -2.04522
> 4.115259
city99 | .1568931 3.250294 0.05 0.96
> 2
> -6.235863
> 6.549649
city100 | -6.153478 3.886098 -1.58 0.11
> 4
> -13.79675
> 1.489793
city101 | -2.551789 3.305328 -0.77 0.44
> 1
> -9.052788
> 3.949211
city102 | -4.311243 3.180985 -1.36 0.17
> 6
> -10.56768
> 1.945194
city103 | -9.036084 6.066396 -1.49 0.13
> 7
> -20.96762
> 2.895449
city104 | -.0725344 3.064392 -0.02 0.98
> 1
> -6.099653
> 5.954585
city105 | 2.183507 2.085764 1.05 0.29
> 6
> -1.918825
> 6.285838
city106 | -5.447604 3.999212 -1.36 0.17
> 4
> -13.31335
> 2.418142
city107 | -1.627773 3.491684 -0.47 0.64
> 1
> -8.495302
> 5.239755
city108 | .7821473 1.944651 0.40 0.68
> 8
> -3.042638
> 4.606933
city109 | -7.184576 4.437274 -1.62 0.10
> 6
> -15.91191
> 1.54276
city110 | -8.163086 6.829862 -1.20 0.23
> 3
> -21.59622
> 5.270052
city111 | -8.21266 4.708395 -1.74 0.08
> 2
> -17.47324
> 1.047925
city112 | 1.421685 2.251884 0.63 0.52
> 8
> -3.007375
> 5.850745
city113 | 1.438344 2.78253 0.52 0.60
> 6
> -4.034404
> 6.911092
city114 | 3.886915 3.010417 1.29 0.19
> 8
> -2.034046
> 9.807875
city115 | .0881551 2.935781 0.03 0.97
> 6
> -5.686009
> 5.862319
city116 | -2.547224 2.814467 -0.91 0.36
> 6
> -8.082785
> 2.988338
rg1y1 | -9.895343 1.246525 -7.94 0.00
> 0
> -12.34704
> -7.443648
rg1y2 | -2.784318 .4872019 -5.71 0.00
> 0
> -3.742559
> -1.826078
rg2y1 | -11.51559 1.884741 -6.11 0.00
> 0
> -15.22255
> -7.80864
rg2y2 | -3.119327 .6729656 -4.64 0.00
> 0
> -4.442931
> -1.795722
rg3y1 | -9.327143 1.845265 -5.05 0.00
> 0
> -12.95645
> -5.697833
rg3y2 | -1.822756 .3178435 -5.73 0.00
> 0
> -2.447898
> -1.197613
rg4y1 | -8.39967 1.84571 -4.55 0.00
> 0
> -12.02986
> -4.769484
rg4y2 | -1.81349 .6950523 -2.61 0.00
> 9
> -3.180536
> -.4464444
rg5y1 | -7.491711 .879339 -8.52 0.00
> 0
> -9.221216
> -5.762206
rg5y2 | -.8608603 .4464055 -1.93 0.05
> 5
> -1.738861
> .0171407
rg6y1 | -8.424912 1.640324 -5.14 0.00
> 0
> -11.65114
> -5.198683
rg6y2 | -1.248685 .7039056 -1.77 0.07
> 7
> -2.633143
> .1357738
rg7y1 | -7.661108 .9343816 -8.20 0.00
> 0
> -9.498872
> -5.823344
rg7y2 | -.6737624 .5304495 -1.27 0.20
> 5
> -1.717063
> .3695385
rg8y1 | -5.22618 .9154196 -5.71 0.00
> 0
> -7.02665
> -3.425711
rg8y2 | .9893994 .8782962 1.13 0.26
> 1
> -.7380546
> 2.716853
rg9y1 | -7.614196 1.398977 -5.44 0.00
> 0
> -10.36574
> -4.862655
rg9y2 | -.9190663 .6091525 -1.51 0.13
> 2
> -2.117162
> .2790294
age | 1.962475 .0671539 29.22 0.00
> 0
> 1.830395
> 2.094555
agesq | -.0259477 .0007853 -33.04 0.00
> 0
> -.0274921
> -.0244032
married | -2.176535 .1420672 -15.32 0.00
> 0
> -2.455956
> -1.897114
black | -.0425842 .2265402 -0.19 0.85
> 1
> -.4881488
> .4029805
children | -6.139941 .1906959 -32.20 0.00
> 0
> -6.515007
> -5.764876
child5 | -2.971402 .2403414 -12.36 0.00
> 0
> -3.444111
> -2.498693
_cons | -20.65155 10.44827 -1.98 0.04
> 9
> -41.20146
> -.101645
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg uhrswork (indep =ins) lwagehourgradmorey70
> y1- lfwomencollegeplus70y2 city1-city116 rg1y1-rg9
> y2 age agesq married black children child5 if adva
> nced==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 2.0329e+06)
Instrumental variables (2SLS) regression
> Number of obs = 95243
> F(152, 347) = 87.78
> Prob > F = 0.0000
> R-squared = 0.0908
> Root MSE = 16.991
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
uhrswork | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 3.23262 2.146174 1.51 0.13
> 3
> -.9885269
> 7.453767
lwagehourg~1 | 2.29193 2.214153 1.04 0.30
> 1
> -2.062919
> 6.646779
lwagehourg~2 | .9219251 1.323498 0.70 0.48
> 7
> -1.681163
> 3.525013
fcollegepl~1 | 12.86293 18.13252 0.71 0.47
> 9
> -22.80055
> 48.5264
fcollegepl~2 | .0444791 11.40233 0.00 0.99
> 7
> -22.3819
> 22.47086
agmin70y1 | 48.41003 24.28911 1.99 0.04
> 7
> .6376233
> 96.18243
agmin70y2 | -6.556952 12.69416 -0.52 0.60
> 6
> -31.52412
> 18.41022
manufact70y1 | -.0652679 3.922186 -0.02 0.98
> 7
> -7.779518
> 7.648982
manufact70y2 | -2.184554 3.015686 -0.72 0.46
> 9
> -8.115878
> 3.746769
hsservices~1 | -28.11024 16.89591 -1.66 0.09
> 7
> -61.34152
> 5.121046
hsservices~2 | 5.928814 9.950327 0.60 0.55
> 2
> -13.64173
> 25.49936
lfwomencol~1 | -3.403881 5.179833 -0.66 0.51
> 2
> -13.5917
> 6.78394
lfwomencol~2 | -4.440271 3.969221 -1.12 0.26
> 4
> -12.24703
> 3.366487
city1 | 2.93745 3.123362 0.94 0.34
> 8
> -3.205654
> 9.080555
city2 | .1746636 3.345 0.05 0.95
> 8
> -6.404363
> 6.75369
city3 | -.0275538 3.6234 -0.01 0.99
> 4
> -7.154144
> 7.099036
city4 | -.2953876 3.153398 -0.09 0.92
> 5
> -6.497566
> 5.906791
city5 | 2.294925 1.862332 1.23 0.21
> 9
> -1.367955
> 5.957805
city6 | -4.002822 7.173847 -0.56 0.57
> 7
> -18.11252
> 10.10687
city7 | -.5944092 3.466936 -0.17 0.86
> 4
> -7.413263
> 6.224444
city8 | -1.398625 4.78938 -0.29 0.77
> 0
> -10.81849
> 8.021242
city9 | -1.305578 5.587607 -0.23 0.81
> 5
> -12.29542
> 9.684262
city10 | -3.15894 6.601147 -0.48 0.63
> 3
> -16.14223
> 9.824353
city11 | .3056826 3.323539 0.09 0.92
> 7
> -6.231134
> 6.842499
city12 | 2.660844 2.882868 0.92 0.35
> 7
> -3.00925
> 8.330938
city13 | 2.414458 1.838639 1.31 0.19
> 0
> -1.201821
> 6.030737
city14 | .9729641 3.934545 0.25 0.80
> 5
> -6.765593
> 8.711522
city15 | -2.435193 6.150173 -0.40 0.69
> 2
> -14.5315
> 9.661114
city16 | -1.098074 3.886429 -0.28 0.77
> 8
> -8.741995
> 6.545848
city17 | .5511253 2.297273 0.24 0.81
> 1
> -3.967206
> 5.069456
city18 | 2.12054 3.102068 0.68 0.49
> 5
> -3.980682
> 8.221763
city19 | -3.782356 5.766735 -0.66 0.51
> 2
> -15.12451
> 7.559796
city20 | 2.160694 3.342582 0.65 0.51
> 8
> -4.413576
> 8.734965
city21 | -7.364583 8.896989 -0.83 0.40
> 8
> -24.86339
> 10.13423
city22 | -.427506 3.103136 -0.14 0.89
> 1
> -6.530829
> 5.675817
city23 | -.8353298 5.041307 -0.17 0.86
> 8
> -10.75069
> 9.080033
city24 | -3.158923 5.704248 -0.55 0.58
> 0
> -14.37818
> 8.06033
city25 | 1.686369 3.0337 0.56 0.57
> 9
> -4.280385
> 7.653123
city26 | -.9810318 4.791745 -0.20 0.83
> 8
> -10.40555
> 8.443487
city27 | 5.431636 3.4252 1.59 0.11
> 4
> -1.305131
> 12.1684
city28 | -5.489039 8.01232 -0.69 0.49
> 4
> -21.24786
> 10.26978
city29 | 2.009152 1.804523 1.11 0.26
> 6
> -1.540028
> 5.558332
city30 | -1.188704 3.87935 -0.31 0.75
> 9
> -8.818702
> 6.441295
city31 | -3.178779 6.225707 -0.51 0.61
> 0
> -15.42365
> 9.066091
city32 | 7.86548 1.560298 5.04 0.00
> 0
> 4.796647
> 10.93431
city33 | -6.197034 7.074782 -0.88 0.38
> 2
> -20.11189
> 7.717818
city34 | 0 (omitted)
city35 | -.2210102 4.846714 -0.05 0.96
> 4
> -9.753643
> 9.311623
city36 | -1.124634 2.00881 -0.56 0.57
> 6
> -5.075611
> 2.826343
city37 | .8030147 2.718879 0.30 0.76
> 8
> -4.544542
> 6.150572
city38 | -4.85654 5.373104 -0.90 0.36
> 7
> -15.42449
> 5.71141
city39 | 1.122177 2.428356 0.46 0.64
> 4
> -3.653972
> 5.898327
city40 | -3.462818 5.868639 -0.59 0.55
> 6
> -15.0054
> 8.079762
city41 | -1.197435 3.680641 -0.33 0.74
> 5
> -8.436608
> 6.041739
city42 | -1.842874 5.643038 -0.33 0.74
> 4
> -12.94174
> 9.255989
city43 | -2.519485 4.843199 -0.52 0.60
> 3
> -12.04521
> 7.006235
city44 | -.1331531 3.420622 -0.04 0.96
> 9
> -6.860915
> 6.594608
city45 | 1.450707 3.534585 0.41 0.68
> 2
> -5.501199
> 8.402613
city46 | 2.136065 3.886874 0.55 0.58
> 3
> -5.508733
> 9.780863
city47 | -5.409008 8.461929 -0.64 0.52
> 3
> -22.05213
> 11.23412
city48 | -.4888929 5.049947 -0.10 0.92
> 3
> -10.42125
> 9.443465
city49 | 2.600598 2.647869 0.98 0.32
> 7
> -2.607295
> 7.80849
city50 | .1160773 4.559532 0.03 0.98
> 0
> -8.85172
> 9.083874
city51 | 2.07593 2.42633 0.86 0.39
> 3
> -2.696234
> 6.848093
city52 | -.5191801 4.964297 -0.10 0.91
> 7
> -10.28308
> 9.244719
city53 | -1.549671 3.516318 -0.44 0.66
> 0
> -8.465649
> 5.366306
city54 | -1.617445 3.771561 -0.43 0.66
> 8
> -9.035441
> 5.800551
city55 | -2.140632 5.712866 -0.37 0.70
> 8
> -13.37683
> 9.09557
city56 | 2.791057 2.737062 1.02 0.30
> 9
> -2.592261
> 8.174376
city57 | -10.43046 10.58558 -0.99 0.32
> 5
> -31.25043
> 10.38951
city58 | -.053298 4.28708 -0.01 0.99
> 0
> -8.48523
> 8.378634
city59 | 5.892186 1.622474 3.63 0.00
> 0
> 2.701065
> 9.083308
city60 | .2374313 4.161305 0.06 0.95
> 5
> -7.947124
> 8.421987
city61 | -5.432542 6.972306 -0.78 0.43
> 6
> -19.14584
> 8.280757
city62 | -.5205106 4.326521 -0.12 0.90
> 4
> -9.030015
> 7.988994
city63 | -.3590725 4.565187 -0.08 0.93
> 7
> -9.337993
> 8.619848
city64 | 2.704549 3.244068 0.83 0.40
> 5
> -3.675962
> 9.08506
city65 | -1.28933 5.069181 -0.25 0.79
> 9
> -11.25952
> 8.680858
city66 | -2.907686 5.243276 -0.55 0.58
> 0
> -13.22029
> 7.404915
city67 | -7.45257 9.418317 -0.79 0.42
> 9
> -25.97674
> 11.0716
city68 | -4.906628 5.577154 -0.88 0.38
> 0
> -15.87591
> 6.062653
city69 | -2.768175 4.816627 -0.57 0.56
> 6
> -12.24163
> 6.705282
city70 | -.5392353 4.774534 -0.11 0.91
> 0
> -9.929904
> 8.851433
city71 | -3.599387 5.694784 -0.63 0.52
> 8
> -14.80002
> 7.60125
city72 | -.3150738 4.640846 -0.07 0.94
> 6
> -9.442801
> 8.812653
city73 | 5.230929 1.727999 3.03 0.00
> 3
> 1.832259
> 8.629599
city74 | -4.222177 5.35535 -0.79 0.43
> 1
> -14.75521
> 6.310853
city75 | 3.315471 2.240614 1.48 0.14
> 0
> -1.091422
> 7.722364
city76 | -5.000689 7.122436 -0.70 0.48
> 3
> -19.00927
> 9.007889
city77 | -4.835243 7.285791 -0.66 0.50
> 7
> -19.16511
> 9.494625
city78 | -1.499869 4.579207 -0.33 0.74
> 3
> -10.50636
> 7.506624
city79 | -1.161356 5.042225 -0.23 0.81
> 8
> -11.07852
> 8.755812
city80 | -1.218726 4.743786 -0.26 0.79
> 7
> -10.54892
> 8.111466
city81 | 2.470831 3.161289 0.78 0.43
> 5
> -3.746868
> 8.688529
city82 | -1.02155 4.498852 -0.23 0.82
> 1
> -9.87
> 7.826901
city83 | -7.21638 7.31269 -0.99 0.32
> 4
> -21.59915
> 7.166394
city84 | 1.024097 4.025365 0.25 0.79
> 9
> -6.893088
> 8.941282
city85 | -1.953892 2.406 -0.81 0.41
> 7
> -6.68607
> 2.778287
city86 | -2.338007 4.768695 -0.49 0.62
> 4
> -11.71719
> 7.041177
city87 | -4.349498 6.074863 -0.72 0.47
> 4
> -16.29768
> 7.598689
city88 | -3.822678 4.409416 -0.87 0.38
> 7
> -12.49522
> 4.849868
city89 | -1.568208 4.617235 -0.34 0.73
> 4
> -10.6495
> 7.513081
city90 | -2.55819 6.01719 -0.43 0.67
> 1
> -14.39294
> 9.276564
city91 | -5.425187 6.484034 -0.84 0.40
> 3
> -18.17814
> 7.327768
city92 | -3.982622 6.55112 -0.61 0.54
> 4
> -16.86752
> 8.902278
city93 | -2.964792 5.672911 -0.52 0.60
> 2
> -14.12241
> 8.192824
city94 | -2.672092 3.634394 -0.74 0.46
> 3
> -9.820306
> 4.476122
city95 | -1.060278 5.133954 -0.21 0.83
> 7
> -11.15786
> 9.037306
city96 | 1.454931 3.406833 0.43 0.67
> 0
> -5.245711
> 8.155573
city97 | 5.218952 1.619058 3.22 0.00
> 1
> 2.03455
> 8.403355
city98 | 2.634619 1.72916 1.52 0.12
> 9
> -.7663339
> 6.035572
city99 | 2.570002 3.362088 0.76 0.44
> 5
> -4.042634
> 9.182638
city100 | -4.045152 4.030625 -1.00 0.31
> 6
> -11.97268
> 3.882377
city101 | -.0168084 3.482669 -0.00 0.99
> 6
> -6.866606
> 6.832989
city102 | -2.035842 3.39045 -0.60 0.54
> 9
> -8.704261
> 4.632577
city103 | -5.026464 6.460021 -0.78 0.43
> 7
> -17.73219
> 7.679261
city104 | 2.012236 3.187109 0.63 0.52
> 8
> -4.256247
> 8.280719
city105 | 3.197224 2.059396 1.55 0.12
> 1
> -.8532461
> 7.247694
city106 | -3.254241 4.475007 -0.73 0.46
> 8
> -12.05579
> 5.547311
city107 | .6882995 3.725757 0.18 0.85
> 4
> -6.639609
> 8.016208
city108 | 2.451096 2.10687 1.16 0.24
> 5
> -1.692746
> 6.594938
city109 | -4.486658 4.716352 -0.95 0.34
> 2
> -13.76289
> 4.789577
city110 | -3.791284 7.561228 -0.50 0.61
> 6
> -18.66289
> 11.08032
city111 | -5.661794 4.927117 -1.15 0.25
> 1
> -15.35257
> 4.028978
city112 | 2.989612 2.357204 1.27 0.20
> 6
> -1.646593
> 7.625818
city113 | 3.081603 2.698759 1.14 0.25
> 4
> -2.226381
> 8.389587
city114 | 5.365498 2.937089 1.83 0.06
> 9
> -.4112396
> 11.14224
city115 | 2.147655 2.965303 0.72 0.46
> 9
> -3.684575
> 7.979885
city116 | -.2453109 2.881452 -0.09 0.93
> 2
> -5.91262
> 5.421998
rg1y1 | -7.763474 7.755427 -1.00 0.31
> 8
> -23.01703
> 7.490086
rg1y2 | -2.89753 4.504658 -0.64 0.52
> 0
> -11.7574
> 5.962339
rg2y1 | -9.537308 8.360945 -1.14 0.25
> 5
> -25.98181
> 6.907198
rg2y2 | -2.927202 4.607788 -0.64 0.52
> 6
> -11.98991
> 6.135506
rg3y1 | -7.928494 8.306914 -0.95 0.34
> 1
> -24.26673
> 8.409743
rg3y2 | -1.437862 4.40977 -0.33 0.74
> 5
> -10.1111
> 7.235379
rg4y1 | -6.499832 8.166141 -0.80 0.42
> 7
> -22.56119
> 9.56153
rg4y2 | -1.606028 4.395235 -0.37 0.71
> 5
> -10.25068
> 7.038626
rg5y1 | -6.551289 7.682231 -0.85 0.39
> 4
> -21.66089
> 8.558308
rg5y2 | -1.015415 4.41545 -0.23 0.81
> 8
> -9.699829
> 7.668999
rg6y1 | -7.284815 8.137948 -0.90 0.37
> 1
> -23.29073
> 8.721096
rg6y2 | -.6638565 4.498221 -0.15 0.88
> 3
> -9.511065
> 8.183352
rg7y1 | -7.127558 7.694006 -0.93 0.35
> 5
> -22.26031
> 8.005199
rg7y2 | -.6186668 4.322069 -0.14 0.88
> 6
> -9.119416
> 7.882083
rg8y1 | -5.015016 6.927512 -0.72 0.47
> 0
> -18.64021
> 8.610181
rg8y2 | .2901304 4.00456 0.07 0.94
> 2
> -7.586134
> 8.166395
rg9y1 | -7.044711 7.65334 -0.92 0.35
> 8
> -22.09748
> 8.008062
rg9y2 | -.9757624 4.383671 -0.22 0.82
> 4
> -9.597671
> 7.646146
age | 1.957469 .0672202 29.12 0.00
> 0
> 1.825258
> 2.089679
agesq | -.0258922 .0007863 -32.93 0.00
> 0
> -.0274388
> -.0243456
married | -2.169803 .1421739 -15.26 0.00
> 0
> -2.449434
> -1.890172
black | -.0343144 .2227992 -0.15 0.87
> 8
> -.4725212
> .4038924
children | -6.132286 .1910996 -32.09 0.00
> 0
> -6.508145
> -5.756426
child5 | -2.985507 .24006 -12.44 0.00
> 0
> -3.457663
> -2.513352
_cons | -15.01227 11.93741 -1.26 0.20
> 9
> -38.49105
> 8.466505
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg lflw (indep =ins) city1-city116 rg1y1-rg9y
> 2 age agesq married black children child5 if advan
> ced==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 2.0403e+06)
Instrumental variables (2SLS) regression
> Number of obs = 95576
> F(140, 347) = 47.23
> Prob > F = 0.0000
> R-squared = 0.0566
> Root MSE = .33586
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
lflw | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | -.0316157 .0265463 -1.19 0.23
> 4
> -.0838276
> .0205961
city1 | .0953659 .0447045 2.13 0.03
> 4
> .0074401
> .1832918
city2 | .0776033 .0493391 1.57 0.11
> 7
> -.0194381
> .1746447
city3 | .0500383 .0523895 0.96 0.34
> 0
> -.0530026
> .1530791
city4 | .0781807 .0486974 1.61 0.10
> 9
> -.0175985
> .17396
city5 | .0760274 .0309137 2.46 0.01
> 4
> .0152257
> .1368291
city6 | .1486262 .0938992 1.58 0.11
> 4
> -.0360569
> .3333094
city7 | .0462554 .054633 0.85 0.39
> 8
> -.0611981
> .1537088
city8 | .0995984 .0639628 1.56 0.12
> 0
> -.0262051
> .225402
city9 | .0786051 .0663762 1.18 0.23
> 7
> -.0519453
> .2091555
city10 | .1497879 .0895152 1.67 0.09
> 5
> -.0262728
> .3258485
city11 | .0882962 .0502829 1.76 0.08
> 0
> -.0106014
> .1871937
city12 | .0719428 .0556888 1.29 0.19
> 7
> -.0375873
> .1814729
city13 | .0615251 .039746 1.55 0.12
> 3
> -.0166483
> .1396984
city14 | .069598 .0545018 1.28 0.20
> 2
> -.0375976
> .1767935
city15 | .1412303 .0809853 1.74 0.08
> 2
> -.0180536
> .3005142
city16 | .0810795 .0557051 1.46 0.14
> 6
> -.0284825
> .1906416
city17 | .0784562 .0409283 1.92 0.05
> 6
> -.0020425
> .1589549
city18 | .0862106 .051703 1.67 0.09
> 6
> -.0154801
> .1879013
city19 | .10784 .0774629 1.39 0.16
> 5
> -.044516
> .2601959
city20 | .1173575 .0476915 2.46 0.01
> 4
> .0235566
> .2111583
city21 | .1664885 .1137494 1.46 0.14
> 4
> -.0572366
> .3902136
city22 | .0724071 .0465963 1.55 0.12
> 1
> -.0192395
> .1640537
city23 | .116045 .0693927 1.67 0.09
> 5
> -.0204381
> .2525282
city24 | .1070532 .074053 1.45 0.14
> 9
> -.038596
> .2527023
city25 | .0996678 .0548562 1.82 0.07
> 0
> -.0082246
> .2075603
city26 | .1109794 .0684153 1.62 0.10
> 6
> -.0235815
> .2455402
city27 | .1053507 .043027 2.45 0.01
> 5
> .0207241
> .1899772
city28 | .1481315 .10498 1.41 0.15
> 9
> -.0583458
> .3546088
city29 | .0708419 .0294833 2.40 0.01
> 7
> .0128536
> .1288303
city30 | .0887777 .054205 1.64 0.10
> 2
> -.0178341
> .1953894
city31 | .1190384 .0827305 1.44 0.15
> 1
> -.043678
> .2817548
city32 | .0819652 .0243122 3.37 0.00
> 1
> .0341473
> .129783
city33 | .1205092 .0929026 1.30 0.19
> 5
> -.0622138
> .3032323
city34 | 0 (omitted)
city35 | .0807893 .0641214 1.26 0.20
> 9
> -.0453262
> .2069049
city36 | .0287803 .0469223 0.61 0.54
> 0
> -.0635077
> .1210683
city37 | .0249596 .0493071 0.51 0.61
> 3
> -.0720188
> .1219379
city38 | .0817963 .0727365 1.12 0.26
> 2
> -.0612637
> .2248562
city39 | .0672709 .0404255 1.66 0.09
> 7
> -.0122389
> .1467808
city40 | .1170832 .0780685 1.50 0.13
> 5
> -.0364639
> .2706303
city41 | .0945422 .0502795 1.88 0.06
> 1
> -.0043487
> .193433
city42 | .1221643 .0760598 1.61 0.10
> 9
> -.0274319
> .2717606
city43 | .1279411 .0668795 1.91 0.05
> 7
> -.0035991
> .2594814
city44 | .1004987 .0534642 1.88 0.06
> 1
> -.0046559
> .2056534
city45 | .1287455 .0509297 2.53 0.01
> 2
> .0285757
> .2289153
city46 | .121925 .051478 2.37 0.01
> 8
> .0206769
> .2231731
city47 | .1455324 .1079561 1.35 0.17
> 9
> -.0667983
> .3578631
city48 | .1109565 .0699086 1.59 0.11
> 3
> -.0265414
> .2484543
city49 | .0405845 .0355606 1.14 0.25
> 5
> -.0293571
> .110526
city50 | .1031496 .0635636 1.62 0.10
> 6
> -.0218688
> .228168
city51 | .0470618 .034289 1.37 0.17
> 1
> -.0203785
> .1145022
city52 | .1073414 .0663374 1.62 0.10
> 7
> -.0231325
> .2378153
city53 | .0816684 .0537074 1.52 0.12
> 9
> -.0239646
> .1873014
city54 | .0915268 .05634 1.62 0.10
> 5
> -.0192841
> .2023377
city55 | .1095373 .0770103 1.42 0.15
> 6
> -.0419284
> .2610031
city56 | .1055254 .0407623 2.59 0.01
> 0
> .0253532
> .1856976
city57 | .1852901 .1359002 1.36 0.17
> 4
> -.0820017
> .4525818
city58 | .109304 .0585138 1.87 0.06
> 3
> -.0057824
> .2243904
city59 | .0667676 .02961 2.25 0.02
> 5
> .0085299
> .1250053
city60 | .1142961 .0565928 2.02 0.04
> 4
> .0029879
> .2256042
city61 | .1090857 .0929467 1.17 0.24
> 1
> -.0737241
> .2918956
city62 | .095474 .0601536 1.59 0.11
> 3
> -.0228375
> .2137855
city63 | .1389632 .0620101 2.24 0.02
> 6
> .0170002
> .2609262
city64 | .0619352 .0441577 1.40 0.16
> 2
> -.0249152
> .1487857
city65 | .0984049 .0677449 1.45 0.14
> 7
> -.0348374
> .2316473
city66 | .0845663 .0710596 1.19 0.23
> 5
> -.0551954
> .224328
city67 | .1789161 .1203975 1.49 0.13
> 8
> -.0578846
> .4157167
city68 | .102127 .0761615 1.34 0.18
> 1
> -.0476692
> .2519233
city69 | .1222924 .0653379 1.87 0.06
> 2
> -.0062157
> .2508005
city70 | .093913 .0641777 1.46 0.14
> 4
> -.0323132
> .2201392
city71 | .1135202 .0772978 1.47 0.14
> 3
> -.038511
> .2655513
city72 | .0675986 .0651111 1.04 0.30
> 0
> -.0604634
> .1956606
city73 | .0834278 .0371341 2.25 0.02
> 5
> .0103917
> .156464
city74 | .0823002 .074105 1.11 0.26
> 8
> -.0634513
> .2280516
city75 | .0496554 .0397037 1.25 0.21
> 2
> -.0284349
> .1277457
city76 | .1346672 .0938595 1.43 0.15
> 2
> -.0499378
> .3192723
city77 | .1401013 .0956824 1.46 0.14
> 4
> -.0480892
> .3282917
city78 | .1011464 .0680523 1.49 0.13
> 8
> -.0327005
> .2349933
city79 | .1140717 .0693409 1.65 0.10
> 1
> -.0223097
> .250453
city80 | .1273937 .0640834 1.99 0.04
> 8
> .0013529
> .2534346
city81 | .1006702 .0529909 1.90 0.05
> 8
> -.0035536
> .2048939
city82 | .1076781 .0637713 1.69 0.09
> 2
> -.0177487
> .233105
city83 | .1037324 .0933324 1.11 0.26
> 7
> -.0798361
> .2873008
city84 | .075291 .0541561 1.39 0.16
> 5
> -.0312245
> .1818065
city85 | .0540348 .0532193 1.02 0.31
> 1
> -.0506382
> .1587078
city86 | .0907609 .0654526 1.39 0.16
> 6
> -.0379728
> .2194947
city87 | .1323983 .0790403 1.68 0.09
> 5
> -.0230602
> .2878567
city88 | .0023917 .0571278 0.04 0.96
> 7
> -.1099686
> .114752
city89 | .1077758 .0645795 1.67 0.09
> 6
> -.0192407
> .2347923
city90 | .1054217 .0793023 1.33 0.18
> 5
> -.0505519
> .2613953
city91 | .1244782 .0862927 1.44 0.15
> 0
> -.0452444
> .2942007
city92 | .1196063 .0833295 1.44 0.15
> 2
> -.0442881
> .2835007
city93 | .1212868 .0769049 1.58 0.11
> 6
> -.0299715
> .2725451
city94 | .0773353 .0492404 1.57 0.11
> 7
> -.0195119
> .1741825
city95 | .1217005 .0696778 1.75 0.08
> 2
> -.0153435
> .2587445
city96 | .0692899 .0449078 1.54 0.12
> 4
> -.0190357
> .1576156
city97 | .0715641 .0310476 2.30 0.02
> 2
> .0104989
> .1326292
city98 | .014419 .0322508 0.45 0.65
> 5
> -.0490127
> .0778507
city99 | .1354729 .0485333 2.79 0.00
> 6
> .0400165
> .2309293
city100 | .0658578 .0594883 1.11 0.26
> 9
> -.0511452
> .1828608
city101 | .0481487 .0505345 0.95 0.34
> 1
> -.0512438
> .1475412
city102 | .0469048 .058108 0.81 0.42
> 0
> -.0673834
> .161193
city103 | .1101245 .0852119 1.29 0.19
> 7
> -.0574723
> .2777212
city104 | .1251207 .0476868 2.62 0.00
> 9
> .0313292
> .2189122
city105 | .0487831 .0337581 1.45 0.14
> 9
> -.0176131
> .1151793
city106 | .0696151 .0599079 1.16 0.24
> 6
> -.0482132
> .1874435
city107 | .0630527 .0559191 1.13 0.26
> 0
> -.0469303
> .1730357
city108 | .0592131 .0418574 1.41 0.15
> 8
> -.0231131
> .1415392
city109 | .073142 .0670371 1.09 0.27
> 6
> -.0587081
> .2049921
city110 | .1660319 .096806 1.72 0.08
> 7
> -.0243685
> .3564324
city111 | .0115817 .0657422 0.18 0.86
> 0
> -.1177215
> .140885
city112 | .0676416 .044638 1.52 0.13
> 1
> -.0201534
> .1554367
city113 | .1086158 .0403047 2.69 0.00
> 7
> .0293435
> .187888
city114 | .1021542 .0453825 2.25 0.02
> 5
> .0128949
> .1914136
city115 | .1019394 .0444763 2.29 0.02
> 3
> .0144624
> .1894165
city116 | .0937387 .0609968 1.54 0.12
> 5
> -.0262313
> .2137087
rg1y1 | -.0488256 .0183124 -2.67 0.00
> 8
> -.0848428
> -.0128084
rg1y2 | -.0049139 .0067375 -0.73 0.46
> 6
> -.0181653
> .0083375
rg2y1 | -.0051102 .0247269 -0.21 0.83
> 6
> -.0537436
> .0435232
rg2y2 | .0202818 .0071522 2.84 0.00
> 5
> .0062147
> .0343488
rg3y1 | .0085433 .0258194 0.33 0.74
> 1
> -.042239
> .0593256
rg3y2 | .0076451 .0103243 0.74 0.45
> 9
> -.0126609
> .0279511
rg4y1 | -.0082794 .0273247 -0.30 0.76
> 2
> -.0620223
> .0454636
rg4y2 | -.0013455 .011955 -0.11 0.91
> 0
> -.0248589
> .0221678
rg5y1 | -.0351999 .0109692 -3.21 0.00
> 1
> -.0567745
> -.0136254
rg5y2 | .0174702 .0048668 3.59 0.00
> 0
> .0078981
> .0270424
rg6y1 | -.0035641 .0215524 -0.17 0.86
> 9
> -.0459538
> .0388256
rg6y2 | .0312109 .0137115 2.28 0.02
> 3
> .0042428
> .058179
rg7y1 | -.0026714 .0126296 -0.21 0.83
> 3
> -.0275116
> .0221689
rg7y2 | .007921 .0076834 1.03 0.30
> 3
> -.0071908
> .0230328
rg8y1 | -.0216081 .0115062 -1.88 0.06
> 1
> -.0442389
> .0010226
rg8y2 | .0123611 .0133536 0.93 0.35
> 5
> -.0139031
> .0386253
rg9y1 | -.0176006 .0104556 -1.68 0.09
> 3
> -.038165
> .0029638
rg9y2 | .0117945 .004832 2.44 0.01
> 5
> .0022908
> .0212983
age | .0449239 .0014067 31.94 0.00
> 0
> .0421572
> .0476905
agesq | -.000571 .0000171 -33.38 0.00
> 0
> -.0006046
> -.0005373
married | -.0406119 .0029926 -13.57 0.00
> 0
> -.0464978
> -.034726
black | .0076354 .0051764 1.48 0.14
> 1
> -.0025455
> .0178164
children | -.0527707 .0032776 -16.10 0.00
> 0
> -.0592173
> -.0463242
child5 | -.0683065 .0056593 -12.07 0.00
> 0
> -.0794374
> -.0571756
_cons | .2368348 .1439727 1.64 0.10
> 1
> -.0463342
> .5200038
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg lflw (indep =ins) lwagehourgradmorey70y1-
> lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2 a
> ge agesq married black children child5 if advanced
> ==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 2.0403e+06)
Instrumental variables (2SLS) regression
> Number of obs = 95576
> F(152, 347) = 59.02
> Prob > F = 0.0000
> R-squared = 0.0569
> Root MSE = .33583
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
lflw | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | -.0393423 .0324789 -1.21 0.22
> 7
> -.1032226
> .024538
lwagehourg~1 | -.0169478 .0284599 -0.60 0.55
> 2
> -.0729234
> .0390277
lwagehourg~2 | -.0091972 .0239617 -0.38 0.70
> 1
> -.0563255
> .0379312
fcollegepl~1 | -.0552641 .1858481 -0.30 0.76
> 6
> -.4207947
> .3102665
fcollegepl~2 | -.4005901 .1580565 -2.53 0.01
> 2
> -.7114593
> -.0897208
agmin70y1 | -.7892204 .3210036 -2.46 0.01
> 4
> -1.420578
> -.1578627
agmin70y2 | -.5351049 .1727187 -3.10 0.00
> 2
> -.8748121
> -.1953977
manufact70y1 | -.0952461 .0443219 -2.15 0.03
> 2
> -.1824194
> -.0080728
manufact70y2 | -.0450975 .0466625 -0.97 0.33
> 4
> -.1368745
> .0466795
hsservices~1 | -.221196 .1777081 -1.24 0.21
> 4
> -.5707165
> .1283245
hsservices~2 | .3017725 .1571813 1.92 0.05
> 6
> -.0073754
> .6109204
lfwomencol~1 | -.0832795 .0831147 -1.00 0.31
> 7
> -.2467516
> .0801925
lfwomencol~2 | -.2879556 .0767796 -3.75 0.00
> 0
> -.4389676
> -.1369435
city1 | -.0449804 .0411761 -1.09 0.27
> 5
> -.1259665
> .0360057
city2 | -.0554946 .037466 -1.48 0.13
> 9
> -.1291836
> .0181943
city3 | -.0993001 .0377731 -2.63 0.00
> 9
> -.1735931
> -.0250071
city4 | -.0525719 .0432434 -1.22 0.22
> 5
> -.1376241
> .0324804
city5 | -.0539251 .0683612 -0.79 0.43
> 1
> -.1883795
> .0805292
city6 | .0301373 .0327916 0.92 0.35
> 9
> -.0343581
> .0946326
city7 | -.081788 .0403508 -2.03 0.04
> 3
> -.1611508
> -.0024251
city8 | -.0293456 .0216378 -1.36 0.17
> 6
> -.0719033
> .0132121
city9 | 0 (omitted)
city10 | .0205285 .025818 0.80 0.42
> 7
> -.030251
> .071308
city11 | -.0484535 .0388075 -1.25 0.21
> 3
> -.124781
> .0278741
city12 | -.0725013 .0584729 -1.24 0.21
> 6
> -.1875072
> .0425047
city13 | -.0827763 .0786294 -1.05 0.29
> 3
> -.2374264
> .0718738
city14 | -.0641856 .0323474 -1.98 0.04
> 8
> -.1278073
> -.000564
city15 | .0167004 .0205472 0.81 0.41
> 7
> -.0237123
> .0571132
city16 | -.0562073 .030293 -1.86 0.06
> 4
> -.1157883
> .0033737
city17 | -.0678647 .0584347 -1.16 0.24
> 6
> -.1827956
> .0470661
city18 | -.055527 .0433148 -1.28 0.20
> 1
> -.1407195
> .0296656
city19 | -.019915 .0180928 -1.10 0.27
> 2
> -.0555004
> .0156704
city20 | -.0198117 .0363534 -0.54 0.58
> 6
> -.0913124
> .051689
city21 | .0534756 .0560748 0.95 0.34
> 1
> -.0568138
> .1637649
city22 | -.0614472 .0421089 -1.46 0.14
> 5
> -.1442679
> .0213735
city23 | -.0147724 .0217555 -0.68 0.49
> 8
> -.0575616
> .0280168
city24 | -.0214479 .0181932 -1.18 0.23
> 9
> -.0572307
> .0143349
city25 | -.0429253 .048401 -0.89 0.37
> 6
> -.1381216
> .052271
city26 | -.0205274 .0225419 -0.91 0.36
> 3
> -.0648634
> .0238085
city27 | -.0197587 .0404567 -0.49 0.62
> 6
> -.0993298
> .0598124
city28 | .0279616 .0446831 0.63 0.53
> 2
> -.0599222
> .1158453
city29 | -.0707574 .0632149 -1.12 0.26
> 4
> -.1950899
> .0535752
city30 | -.0453872 .0297204 -1.53 0.12
> 8
> -.103842
> .0130677
city31 | -.003081 .0257281 -0.12 0.90
> 5
> -.0536836
> .0475216
city32 | -.0675786 .0743868 -0.91 0.36
> 4
> -.2138843
> .0787271
city33 | -.003898 .0316893 -0.12 0.90
> 2
> -.0662253
> .0584292
city34 | -.127421 .0885264 -1.44 0.15
> 1
> -.3015369
> .0466948
city35 | -.0480772 .0197562 -2.43 0.01
> 5
> -.0869343
> -.0092202
city36 | -.1106159 .0761522 -1.45 0.14
> 7
> -.2603939
> .0391621
city37 | -.1059691 .0630317 -1.68 0.09
> 4
> -.2299412
> .0180031
city38 | -.0454742 .0178157 -2.55 0.01
> 1
> -.0805146
> -.0104339
city39 | -.0730367 .0505483 -1.44 0.14
> 9
> -.1724562
> .0263829
city40 | .028131 .0216679 1.30 0.19
> 5
> -.014486
> .070748
city41 | -.0344878 .0341358 -1.01 0.31
> 3
> -.1016269
> .0326514
city42 | .0002986 .0174564 0.02 0.98
> 6
> -.034035
> .0346323
city43 | .000213 .0213908 0.01 0.99
> 2
> -.041859
> .0422849
city44 | -.0407303 .0430252 -0.95 0.34
> 4
> -.1253532
> .0438926
city45 | -.0107809 .0355647 -0.30 0.76
> 2
> -.0807305
> .0591687
city46 | -.0074536 .0302998 -0.25 0.80
> 6
> -.067048
> .0521408
city47 | .0339124 .0495276 0.68 0.49
> 4
> -.0634997
> .1313246
city48 | -.0246479 .0182416 -1.35 0.17
> 8
> -.0605259
> .0112301
city49 | -.0918362 .0549861 -1.67 0.09
> 6
> -.1999841
> .0163118
city50 | -.0286259 .0220342 -1.30 0.19
> 5
> -.0719634
> .0147116
city51 | -.0577668 .0659192 -0.88 0.38
> 1
> -.1874184
> .0718847
city52 | -.0159475 .0192873 -0.83 0.40
> 9
> -.0538822
> .0219872
city53 | -.0595328 .0360268 -1.65 0.09
> 9
> -.1303912
> .0113255
city54 | -.0363951 .0362689 -1.00 0.31
> 6
> -.1077296
> .0349394
city55 | -.0238909 .0215943 -1.11 0.26
> 9
> -.0663632
> .0185814
city56 | -.0271696 .0439595 -0.62 0.53
> 7
> -.1136301
> .059291
city57 | .0777654 .0820723 0.95 0.34
> 4
> -.0836565
> .2391872
city58 | -.0184678 .0238414 -0.77 0.43
> 9
> -.0653595
> .028424
city59 | -.0606858 .0748669 -0.81 0.41
> 8
> -.2079358
> .0865642
city60 | -.019449 .0267954 -0.73 0.46
> 8
> -.0721507
> .0332528
city61 | -.0123389 .0309551 -0.40 0.69
> 0
> -.0732221
> .0485443
city62 | -.0347779 .026806 -1.30 0.19
> 5
> -.0875006
> .0179448
city63 | .0057325 .0212849 0.27 0.78
> 8
> -.0361313
> .0475962
city64 | -.0669002 .0403708 -1.66 0.09
> 8
> -.1463025
> .0125022
city65 | -.0303186 .018814 -1.61 0.10
> 8
> -.0673224
> .0066852
city66 | -.0485674 .0175042 -2.77 0.00
> 6
> -.082995
> -.0141398
city67 | .0703552 .0635066 1.11 0.26
> 9
> -.0545512
> .1952616
city68 | -.0326118 .0221098 -1.47 0.14
> 1
> -.0760979
> .0108744
city69 | -.0099056 .0194863 -0.51 0.61
> 2
> -.0482317
> .0284205
city70 | -.023138 .0273745 -0.85 0.39
> 9
> -.0769788
> .0307028
city71 | -.016666 .0181985 -0.92 0.36
> 0
> -.0524592
> .0191272
city72 | -.0664119 .032105 -2.07 0.03
> 9
> -.1295568
> -.0032669
city73 | -.0630482 .0660179 -0.96 0.34
> 0
> -.1928938
> .0667974
city74 | -.0461118 .0214805 -2.15 0.03
> 3
> -.0883601
> -.0038635
city75 | -.0850261 .0604559 -1.41 0.16
> 0
> -.2039322
> .0338801
city76 | .0116511 .0313962 0.37 0.71
> 1
> -.0500996
> .0734019
city77 | .0226339 .0345252 0.66 0.51
> 3
> -.045271
> .0905389
city78 | -.0380572 .0253908 -1.50 0.13
> 5
> -.0879965
> .011882
city79 | -.0138218 .0198799 -0.70 0.48
> 7
> -.0529221
> .0252786
city80 | -.0011849 .0240367 -0.05 0.96
> 1
> -.0484608
> .0460911
city81 | -.0195328 .0452922 -0.43 0.66
> 7
> -.1086146
> .069549
city82 | -.0263282 .023616 -1.11 0.26
> 6
> -.0727768
> .0201203
city83 | -.0133516 .0325771 -0.41 0.68
> 2
> -.077425
> .0507217
city84 | -.0537414 .0280792 -1.91 0.05
> 6
> -.1089683
> .0014855
city85 | -.096175 .0589876 -1.63 0.10
> 4
> -.2121933
> .0198433
city86 | -.0443051 .0195027 -2.27 0.02
> 4
> -.0826636
> -.0059467
city87 | .0091023 .0198744 0.46 0.64
> 7
> -.0299871
> .0481918
city88 | -.1114024 .0295248 -3.77 0.00
> 0
> -.1694724
> -.0533323
city89 | -.0192692 .0259915 -0.74 0.45
> 9
> -.07039
> .0318515
city90 | -.0264618 .0235375 -1.12 0.26
> 2
> -.072756
> .0198324
city91 | -.0099357 .0238575 -0.42 0.67
> 7
> -.0568591
> .0369877
city92 | -.0069588 .0225745 -0.31 0.75
> 8
> -.0513588
> .0374412
city93 | -.0078457 .0179419 -0.44 0.66
> 2
> -.0431342
> .0274427
city94 | -.0499113 .0339686 -1.47 0.14
> 3
> -.1167215
> .0168988
city95 | -.0078671 .0172635 -0.46 0.64
> 9
> -.0418213
> .0260871
city96 | -.0591634 .0384701 -1.54 0.12
> 5
> -.1348274
> .0165005
city97 | -.0767954 .0645502 -1.19 0.23
> 5
> -.2037542
> .0501634
city98 | -.1232399 .0643384 -1.92 0.05
> 6
> -.2497823
> .0033025
city99 | .0031936 .0410302 0.08 0.93
> 8
> -.0775056
> .0838929
city100 | -.0622513 .0380827 -1.63 0.10
> 3
> -.1371532
> .0126506
city101 | -.0844763 .0357284 -2.36 0.01
> 9
> -.1547478
> -.0142048
city102 | -.0914381 .0461206 -1.98 0.04
> 8
> -.1821493
> -.000727
city103 | -.0136303 .0252251 -0.54 0.58
> 9
> -.0632437
> .0359831
city104 | -.0135482 .0419862 -0.32 0.74
> 7
> -.0961276
> .0690312
city105 | -.0919997 .0592908 -1.55 0.12
> 2
> -.2086143
> .024615
city106 | -.0550645 .0253012 -2.18 0.03
> 0
> -.1048274
> -.0053015
city107 | -.0685745 .036907 -1.86 0.06
> 4
> -.1411641
> .004015
city108 | -.0716953 .059114 -1.21 0.22
> 6
> -.1879621
> .0445715
city109 | -.0531153 .0306911 -1.73 0.08
> 4
> -.1134792
> .0072486
city110 | .0481266 .0371574 1.30 0.19
> 6
> -.0249554
> .1212087
city111 | -.11376 .0237553 -4.79 0.00
> 0
> -.1604826
> -.0670374
city112 | -.0705341 .0577461 -1.22 0.22
> 3
> -.1841106
> .0430424
city113 | -.0367984 .0484351 -0.76 0.44
> 8
> -.1320617
> .0584649
city114 | -.0412863 .0700913 -0.59 0.55
> 6
> -.1791436
> .096571
city115 | -.0300222 .0434324 -0.69 0.49
> 0
> -.115446
> .0554016
city116 | -.0391954 .0560132 -0.70 0.48
> 5
> -.1493635
> .0709728
rg1y1 | .1350546 .1159341 1.16 0.24
> 5
> -.0929673
> .3630766
rg1y2 | .1915147 .0809767 2.37 0.01
> 9
> .0322478
> .3507817
rg2y1 | .1734987 .1249552 1.39 0.16
> 6
> -.0722662
> .4192636
rg2y2 | .2164145 .0830866 2.60 0.01
> 0
> .0529977
> .3798313
rg3y1 | .1857522 .1219707 1.52 0.12
> 9
> -.0541428
> .4256471
rg3y2 | .2075907 .0794923 2.61 0.00
> 9
> .0512433
> .3639382
rg4y1 | .171059 .1223785 1.40 0.16
> 3
> -.0696379
> .4117559
rg4y2 | .1960298 .0784787 2.50 0.01
> 3
> .0416761
> .3503836
rg5y1 | .1360448 .1098014 1.24 0.21
> 6
> -.0799153
> .3520048
rg5y2 | .2207646 .0784956 2.81 0.00
> 5
> .0663776
> .3751516
rg6y1 | .1721564 .1202728 1.43 0.15
> 3
> -.0643989
> .4087117
rg6y2 | .2376737 .0817748 2.91 0.00
> 4
> .0768371
> .3985104
rg7y1 | .1753463 .1111489 1.58 0.11
> 6
> -.043264
> .3939567
rg7y2 | .2129443 .077174 2.76 0.00
> 6
> .0611567
> .3647319
rg8y1 | .151185 .0968141 1.56 0.11
> 9
> -.0392314
> .3416013
rg8y2 | .1951703 .0713241 2.74 0.00
> 7
> .0548884
> .3354522
rg9y1 | .1565007 .1077176 1.45 0.14
> 7
> -.0553608
> .3683622
rg9y2 | .2096886 .0773172 2.71 0.00
> 7
> .0576192
> .361758
age | .0449291 .0014089 31.89 0.00
> 0
> .0421582
> .0477001
agesq | -.0005711 .0000171 -33.36 0.00
> 0
> -.0006047
> -.0005374
married | -.0406286 .0029923 -13.58 0.00
> 0
> -.0465139
> -.0347432
black | .0076226 .0051821 1.47 0.14
> 2
> -.0025697
> .0178148
children | -.05274 .0032858 -16.05 0.00
> 0
> -.0592026
> -.0462775
child5 | -.0683403 .0056501 -12.10 0.00
> 0
> -.079453
> -.0572276
_cons | .4257008 .2601591 1.64 0.10
> 3
> -.0859863
> .9373879
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg chrswork (indep =ins) city1-city116 rg1y1-
> rg9y2 age agesq married black children child5 if a
> dvanced==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.8241e+06)
Instrumental variables (2SLS) regression
> Number of obs = 85294
> F(140, 347) = 52.03
> Prob > F = 0.0000
> R-squared = 0.0650
> Root MSE = 13.124
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
chrsworkly | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 6.644254 2.209234 3.01 0.00
> 3
> 2.29908
> 10.98943
city1 | -4.082154 3.579251 -1.14 0.25
> 5
> -11.12191
> 2.957603
city2 | -5.733497 3.687359 -1.55 0.12
> 1
> -12.98588
> 1.518889
city3 | -6.618376 4.32666 -1.53 0.12
> 7
> -15.12815
> 1.891403
city4 | -6.097475 3.447866 -1.77 0.07
> 8
> -12.87882
> .6838703
city5 | -.3277293 2.467445 -0.13 0.89
> 4
> -5.180759
> 4.5253
city6 | -16.8059 7.676164 -2.19 0.02
> 9
> -31.90357
> -1.708239
city7 | -5.429654 3.823589 -1.42 0.15
> 6
> -12.94998
> 2.090673
city8 | -10.18665 5.116989 -1.99 0.04
> 7
> -20.25086
> -.1224277
city9 | -8.702445 5.415572 -1.61 0.10
> 9
> -19.35392
> 1.949033
city10 | -15.21724 7.364913 -2.07 0.04
> 0
> -29.70272
> -.7317481
city11 | -6.021697 3.82978 -1.57 0.11
> 7
> -13.5542
> 1.510805
city12 | -3.33839 3.581991 -0.93 0.35
> 2
> -10.38354
> 3.706757
city13 | -1.031524 1.713144 -0.60 0.54
> 7
> -4.400976
> 2.337928
city14 | -6.19983 4.20904 -1.47 0.14
> 2
> -14.47827
> 2.07861
city15 | -13.73587 6.610776 -2.08 0.03
> 8
> -26.7381
> -.7336379
city16 | -7.680798 4.305544 -1.78 0.07
> 5
> -16.14905
> .7874502
city17 | -4.754452 2.75814 -1.72 0.08
> 6
> -10.17923
> .6703244
city18 | -4.492917 3.967123 -1.13 0.25
> 8
> -12.29555
> 3.309716
city19 | -13.43208 6.32134 -2.12 0.03
> 4
> -25.86505
> -.9991197
city20 | -4.028819 3.814876 -1.06 0.29
> 2
> -11.53201
> 3.474371
city21 | -22.50044 9.347929 -2.41 0.01
> 7
> -40.88617
> -4.114709
city22 | -6.086726 3.609043 -1.69 0.09
> 3
> -13.18508
> 1.011626
city23 | -10.23964 5.54856 -1.85 0.06
> 6
> -21.15269
> .6733984
city24 | -13.51667 6.25191 -2.16 0.03
> 1
> -25.81308
> -1.220264
city25 | -5.09034 3.717491 -1.37 0.17
> 2
> -12.40199
> 2.22131
city26 | -10.73612 5.257208 -2.04 0.04
> 2
> -21.07613
> -.3961214
city27 | -1.242992 3.362028 -0.37 0.71
> 2
> -7.855509
> 5.369525
city28 | -19.14965 8.615736 -2.22 0.02
> 7
> -36.09528
> -2.204011
city29 | -1.335601 2.225649 -0.60 0.54
> 9
> -5.713062
> 3.04186
city30 | -8.51747 4.364723 -1.95 0.05
> 2
> -17.10211
> .0671714
city31 | -14.39357 6.697119 -2.15 0.03
> 2
> -27.56563
> -1.221516
city32 | 4.239737 1.451631 2.92 0.00
> 4
> 1.384633
> 7.094841
city33 | -17.8388 7.617163 -2.34 0.02
> 0
> -32.82042
> -2.857185
city34 | 0 (omitted)
city35 | -7.645464 5.217615 -1.47 0.14
> 4
> -17.9076
> 2.616667
city36 | -1.412445 2.346116 -0.60 0.54
> 8
> -6.026843
> 3.201953
city37 | -1.527593 2.589957 -0.59 0.55
> 6
> -6.621583
> 3.566397
city38 | -12.99893 5.893843 -2.21 0.02
> 8
> -24.59108
> -1.406783
city39 | -4.312358 3.171568 -1.36 0.17
> 5
> -10.55027
> 1.925559
city40 | -11.90442 5.711576 -2.08 0.03
> 8
> -23.13809
> -.6707579
city41 | -8.406486 4.033108 -2.08 0.03
> 8
> -16.3389
> -.4740728
city42 | -12.14357 6.249674 -1.94 0.05
> 3
> -24.43557
> .1484425
city43 | -11.29698 5.362676 -2.11 0.03
> 6
> -21.84442
> -.7495399
city44 | -6.428264 3.875003 -1.66 0.09
> 8
> -14.04971
> 1.193186
city45 | -5.892922 4.06391 -1.45 0.14
> 8
> -13.88592
> 2.100074
city46 | -5.507196 4.06971 -1.35 0.17
> 7
> -13.5116
> 2.497208
city47 | -18.75608 8.859888 -2.12 0.03
> 5
> -36.18192
> -1.330236
city48 | -10.35884 5.636216 -1.84 0.06
> 7
> -21.44428
> .7266081
city49 | -1.825926 2.735114 -0.67 0.50
> 5
> -7.205414
> 3.553561
city50 | -8.429837 5.063254 -1.66 0.09
> 7
> -18.38837
> 1.528693
city51 | .0940749 2.420762 0.04 0.96
> 9
> -4.667137
> 4.855287
city52 | -9.832824 5.26389 -1.87 0.06
> 3
> -20.18597
> .5203221
city53 | -8.364959 4.140794 -2.02 0.04
> 4
> -16.50917
> -.2207467
city54 | -8.489863 4.222324 -2.01 0.04
> 5
> -16.79443
> -.1852949
city55 | -12.37124 6.196586 -2.00 0.04
> 7
> -24.55884
> -.1836511
city56 | -3.847602 3.100237 -1.24 0.21
> 5
> -9.945223
> 2.250018
city57 | -28.32904 11.04432 -2.57 0.01
> 1
> -50.05126
> -6.606812
city58 | -8.848139 4.64884 -1.90 0.05
> 8
> -17.99159
> .2953108
city59 | 2.652124 2.015352 1.32 0.18
> 9
> -1.311718
> 6.615967
city60 | -7.909054 4.537419 -1.74 0.08
> 2
> -16.83336
> 1.01525
city61 | -17.26597 7.6305 -2.26 0.02
> 4
> -32.27382
> -2.258119
city62 | -8.888109 4.760401 -1.87 0.06
> 3
> -18.25098
> .4747617
city63 | -10.11123 5.071253 -1.99 0.04
> 7
> -20.08549
> -.1369657
city64 | -3.634202 3.596701 -1.01 0.31
> 3
> -10.70828
> 3.439877
city65 | -10.13733 5.464042 -1.86 0.06
> 4
> -20.88414
> .6094771
city66 | -10.49536 5.789049 -1.81 0.07
> 1
> -21.88141
> .8906775
city67 | -23.58279 9.920147 -2.38 0.01
> 8
> -43.09398
> -4.071609
city68 | -14.56209 6.147458 -2.37 0.01
> 8
> -26.65306
> -2.471126
city69 | -11.95368 5.255331 -2.27 0.02
> 4
> -22.28999
> -1.617369
city70 | -8.22287 4.9361 -1.67 0.09
> 7
> -17.93131
> 1.48557
city71 | -13.40302 6.204821 -2.16 0.03
> 1
> -25.60681
> -1.199229
city72 | -7.067091 4.942025 -1.43 0.15
> 4
> -16.78719
> 2.653003
city73 | 1.231448 2.252251 0.55 0.58
> 5
> -3.198335
> 5.66123
city74 | -12.17513 5.957061 -2.04 0.04
> 2
> -23.89162
> -.4586379
city75 | .3541538 2.788593 0.13 0.89
> 9
> -5.130518
> 5.838826
city76 | -17.00247 7.658379 -2.22 0.02
> 7
> -32.06516
> -1.939789
city77 | -17.17988 7.850847 -2.19 0.02
> 9
> -32.62111
> -1.738642
city78 | -9.393339 5.032718 -1.87 0.06
> 3
> -19.29181
> .5051319
city79 | -11.17724 5.450319 -2.05 0.04
> 1
> -21.89706
> -.4574273
city80 | -9.996674 5.574867 -1.79 0.07
> 4
> -20.96146
> .9681071
city81 | -4.445185 3.398612 -1.31 0.19
> 2
> -11.12966
> 2.239285
city82 | -10.14992 5.080143 -2.00 0.04
> 7
> -20.14167
> -.1581732
city83 | -17.27106 7.701715 -2.24 0.02
> 6
> -32.41898
> -2.123145
city84 | -5.700687 4.509374 -1.26 0.20
> 7
> -14.56983
> 3.168459
city85 | -5.881761 3.281813 -1.79 0.07
> 4
> -12.33651
> .5729876
city86 | -11.09441 5.123603 -2.17 0.03
> 1
> -21.17164
> -1.01719
city87 | -14.84038 6.501632 -2.28 0.02
> 3
> -27.62795
> -2.052818
city88 | -8.18095 4.023263 -2.03 0.04
> 3
> -16.094
> -.2679009
city89 | -10.31462 5.07856 -2.03 0.04
> 3
> -20.30325
> -.3259847
city90 | -11.99717 6.378026 -1.88 0.06
> 1
> -24.54163
> .5472797
city91 | -16.0458 6.950642 -2.31 0.02
> 2
> -29.71649
> -2.375109
city92 | -15.38601 7.332793 -2.10 0.03
> 7
> -29.80832
> -.9636951
city93 | -13.3496 6.048579 -2.21 0.02
> 8
> -25.24609
> -1.45311
city94 | -9.559232 4.38332 -2.18 0.03
> 0
> -18.18045
> -.9380121
city95 | -11.45436 5.530892 -2.07 0.03
> 9
> -22.33265
> -.5760732
city96 | -3.692708 3.473456 -1.06 0.28
> 8
> -10.52438
> 3.138968
city97 | -.0792311 2.387034 -0.03 0.97
> 4
> -4.774106
> 4.615644
city98 | -1.005185 1.967419 -0.51 0.61
> 0
> -4.874751
> 2.864382
city99 | -5.147048 3.633941 -1.42 0.15
> 8
> -12.29437
> 2.000275
city100 | -9.057228 4.263463 -2.12 0.03
> 4
> -17.44271
> -.6717477
city101 | -5.701168 4.052233 -1.41 0.16
> 0
> -13.6712
> 2.268861
city102 | -7.204953 3.615241 -1.99 0.04
> 7
> -14.3155
> -.0944093
city103 | -14.73203 7.019632 -2.10 0.03
> 7
> -28.53841
> -.925649
city104 | -5.521233 3.584376 -1.54 0.12
> 4
> -12.57107
> 1.528604
city105 | .2344111 2.300138 0.10 0.91
> 9
> -4.289555
> 4.758377
city106 | -9.363597 4.731563 -1.98 0.04
> 9
> -18.66975
> -.057446
city107 | -6.352749 4.095983 -1.55 0.12
> 2
> -14.40883
> 1.70333
city108 | -1.922269 2.69515 -0.71 0.47
> 6
> -7.223154
> 3.378617
city109 | -11.36318 5.138693 -2.21 0.02
> 8
> -21.47008
> -1.256276
city110 | -17.37108 7.956659 -2.18 0.03
> 0
> -33.02043
> -1.721733
city111 | -11.33587 5.374092 -2.11 0.03
> 6
> -21.90576
> -.7659758
city112 | -1.69279 2.81692 -0.60 0.54
> 8
> -7.233177
> 3.847596
city113 | -3.249003 3.204915 -1.01 0.31
> 1
> -9.552507
> 3.054502
city114 | .5377245 3.193789 0.17 0.86
> 6
> -5.743897
> 6.819346
city115 | -4.603485 3.379195 -1.36 0.17
> 4
> -11.24977
> 2.042797
city116 | -5.840872 3.240454 -1.80 0.07
> 2
> -12.21427
> .5325306
rg1y1 | -10.20798 1.42618 -7.16 0.00
> 0
> -13.01302
> -7.402935
rg1y2 | -2.710795 .7205257 -3.76 0.00
> 0
> -4.127942
> -1.293648
rg2y1 | -12.96745 2.209207 -5.87 0.00
> 0
> -17.31257
> -8.622333
rg2y2 | -3.705496 .7314837 -5.07 0.00
> 0
> -5.144196
> -2.266796
rg3y1 | -10.97413 2.078249 -5.28 0.00
> 0
> -15.06169
> -6.886585
rg3y2 | -1.817765 .41409 -4.39 0.00
> 0
> -2.632207
> -1.003323
rg4y1 | -10.0027 2.110154 -4.74 0.00
> 0
> -14.15301
> -5.852402
rg4y2 | -1.643603 .7880755 -2.09 0.03
> 8
> -3.193609
> -.0935968
rg5y1 | -7.17019 1.04416 -6.87 0.00
> 0
> -9.223868
> -5.116512
rg5y2 | -1.424555 .4969971 -2.87 0.00
> 4
> -2.402061
> -.4470492
rg6y1 | -8.654598 1.841267 -4.70 0.00
> 0
> -12.27605
> -5.03315
rg6y2 | -2.128575 .7152696 -2.98 0.00
> 3
> -3.535384
> -.7217652
rg7y1 | -8.993342 1.00532 -8.95 0.00
> 0
> -10.97063
> -7.016054
rg7y2 | -.5331759 .3887848 -1.37 0.17
> 1
> -1.297847
> .2314953
rg8y1 | -5.296608 1.072494 -4.94 0.00
> 0
> -7.406016
> -3.187201
rg8y2 | 1.315009 1.070778 1.23 0.22
> 0
> -.7910229
> 3.42104
rg9y1 | -8.105911 1.647364 -4.92 0.00
> 0
> -11.34599
> -4.865835
rg9y2 | -1.132913 .7148409 -1.58 0.11
> 4
> -2.538879
> .2730536
age | .8736823 .0543611 16.07 0.00
> 0
> .7667636
> .9806011
agesq | -.0115515 .0005992 -19.28 0.00
> 0
> -.01273
> -.010373
married | -1.136358 .1198128 -9.48 0.00
> 0
> -1.372008
> -.900707
black | -.2115296 .1644444 -1.29 0.19
> 9
> -.5349627
> .1119036
children | -4.678153 .1632987 -28.65 0.00
> 0
> -4.999332
> -4.356973
child5 | -1.678801 .1783609 -9.41 0.00
> 0
> -2.029606
> -1.327997
_cons | -11.19425 12.02578 -0.93 0.35
> 3
> -34.84685
> 12.45835
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg chrswork (indep =ins) lwagehourgradmorey70
> y1- lfwomencollegeplus70y2 city1-city116 rg1y1-rg9
> y2 age agesq married black children child5 if adva
> nced==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.8241e+06)
Instrumental variables (2SLS) regression
> Number of obs = 85294
> F(152, 347) = 46.27
> Prob > F = 0.0000
> R-squared = 0.0689
> Root MSE = 13.097
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
chrsworkly | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 4.890322 2.309039 2.12 0.03
> 5
> .3488477
> 9.431796
lwagehourg~1 | 1.275631 2.287746 0.56 0.57
> 7
> -3.223964
> 5.775225
lwagehourg~2 | .3152023 1.36366 0.23 0.81
> 7
> -2.366877
> 2.997281
fcollegepl~1 | 20.27637 18.32014 1.11 0.26
> 9
> -15.75612
> 56.30886
fcollegepl~2 | 14.06871 11.21182 1.25 0.21
> 0
> -7.982972
> 36.1204
agmin70y1 | 72.82041 24.60418 2.96 0.00
> 3
> 24.42831
> 121.2125
agmin70y2 | 6.804035 11.57688 0.59 0.55
> 7
> -15.96565
> 29.57372
manufact70y1 | 2.254621 3.832129 0.59 0.55
> 7
> -5.282502
> 9.791744
manufact70y2 | 1.69418 2.80728 0.60 0.54
> 7
> -3.827245
> 7.215606
hsservices~1 | -29.64814 16.04294 -1.85 0.06
> 5
> -61.20178
> 1.90549
hsservices~2 | -5.259643 9.869246 -0.53 0.59
> 4
> -24.67071
> 14.15143
lfwomencol~1 | -2.851705 5.784608 -0.49 0.62
> 2
> -14.22901
> 8.525601
lfwomencol~2 | 1.867641 4.355144 0.43 0.66
> 8
> -6.698161
> 10.43344
city1 | -.6584054 3.370297 -0.20 0.84
> 5
> -7.287187
> 5.970376
city2 | -1.969221 3.584512 -0.55 0.58
> 3
> -9.019326
> 5.080885
city3 | -1.691547 3.812751 -0.44 0.65
> 8
> -9.190558
> 5.807464
city4 | -3.051218 3.419671 -0.89 0.37
> 3
> -9.77711
> 3.674673
city5 | 1.04735 2.03678 0.51 0.60
> 7
> -2.958638
> 5.053337
city6 | -9.810901 7.769793 -1.26 0.20
> 8
> -25.09272
> 5.470915
city7 | -1.919291 3.753071 -0.51 0.60
> 9
> -9.300921
> 5.462339
city8 | -4.602765 5.105053 -0.90 0.36
> 8
> -14.64351
> 5.437976
city9 | -6.484407 5.942528 -1.09 0.27
> 6
> -18.17231
> 5.203499
city10 | -8.385793 7.124899 -1.18 0.24
> 0
> -22.39922
> 5.62763
city11 | -1.81845 3.60934 -0.50 0.61
> 5
> -8.917387
> 5.280486
city12 | -.0057726 3.377025 -0.00 0.99
> 9
> -6.647787
> 6.636241
city13 | .5472265 1.635784 0.33 0.73
> 8
> -2.670072
> 3.764525
city14 | -2.152209 4.109736 -0.52 0.60
> 1
> -10.23534
> 5.93092
city15 | -7.597259 6.665598 -1.14 0.25
> 5
> -20.70732
> 5.512799
city16 | -3.509798 4.146088 -0.85 0.39
> 8
> -11.66442
> 4.644827
city17 | -1.788248 2.485385 -0.72 0.47
> 2
> -6.676563
> 3.100067
city18 | -.7912818 3.61658 -0.22 0.82
> 7
> -7.904457
> 6.321894
city19 | -7.537601 6.262635 -1.20 0.23
> 0
> -19.8551
> 4.779899
city20 | -.4329324 3.641377 -0.12 0.90
> 5
> -7.594879
> 6.729014
city21 | -14.26785 9.632642 -1.48 0.13
> 9
> -33.21356
> 4.677864
city22 | -2.391534 3.492751 -0.68 0.49
> 4
> -9.26116
> 4.478092
city23 | -4.938075 5.487528 -0.90 0.36
> 9
> -15.73108
> 5.854927
city24 | -7.715485 6.234187 -1.24 0.21
> 7
> -19.97703
> 4.546064
city25 | -1.319685 3.347947 -0.39 0.69
> 4
> -7.904506
> 5.265137
city26 | -5.507833 5.212449 -1.06 0.29
> 1
> -15.7598
> 4.744136
city27 | 1.312714 3.629911 0.36 0.71
> 8
> -5.826682
> 8.452109
city28 | -11.37217 8.67808 -1.31 0.19
> 1
> -28.44043
> 5.696085
city29 | .7887136 1.822468 0.43 0.66
> 5
> -2.79576
> 4.373187
city30 | -4.557703 4.247942 -1.07 0.28
> 4
> -12.91266
> 3.797251
city31 | -8.136122 6.830129 -1.19 0.23
> 4
> -21.56978
> 5.297541
city32 | 6.372867 1.188052 5.36 0.00
> 0
> 4.036177
> 8.709556
city33 | -10.89946 7.651325 -1.42 0.15
> 5
> -25.94827
> 4.149344
city34 | 0 (omitted)
city35 | -2.492331 5.250538 -0.47 0.63
> 5
> -12.81922
> 7.834553
city36 | .1660088 1.958628 0.08 0.93
> 3
> -3.686268
> 4.018286
city37 | 1.038667 2.629563 0.39 0.69
> 3
> -4.13322
> 6.210555
city38 | -7.366564 5.837374 -1.26 0.20
> 8
> -18.84765
> 4.114523
city39 | -1.183576 2.876445 -0.41 0.68
> 1
> -6.841037
> 4.473886
city40 | -8.081186 6.334109 -1.28 0.20
> 3
> -20.53926
> 4.376892
city41 | -4.558468 3.951998 -1.15 0.25
> 0
> -12.33135
> 3.214415
city42 | -6.77774 6.152286 -1.10 0.27
> 1
> -18.8782
> 5.322725
city43 | -6.334044 5.26576 -1.20 0.23
> 0
> -16.69087
> 4.022778
city44 | -2.510168 3.656421 -0.69 0.49
> 3
> -9.701706
> 4.681369
city45 | -1.965287 3.778085 -0.52 0.60
> 3
> -9.396116
> 5.465541
city46 | -1.92744 4.318601 -0.45 0.65
> 6
> -10.42137
> 6.566489
city47 | -11.27806 9.141645 -1.23 0.21
> 8
> -29.25806
> 6.701952
city48 | -5.069914 5.488697 -0.92 0.35
> 6
> -15.86521
> 5.725387
city49 | 1.243555 2.617191 0.48 0.63
> 5
> -3.904
> 6.391109
city50 | -3.318001 4.973746 -0.67 0.50
> 5
> -13.10048
> 6.464483
city51 | 1.492887 2.005151 0.74 0.45
> 7
> -2.450893
> 5.436666
city52 | -4.763767 5.378463 -0.89 0.37
> 6
> -15.34226
> 5.814723
city53 | -4.449201 3.902175 -1.14 0.25
> 5
> -12.12409
> 3.225691
city54 | -5.298665 3.974459 -1.33 0.18
> 3
> -13.11573
> 2.518395
city55 | -6.457738 6.194252 -1.04 0.29
> 8
> -18.64074
> 5.725266
city56 | -.4387248 3.014298 -0.15 0.88
> 4
> -6.367319
> 5.48987
city57 | -18.37892 11.44678 -1.61 0.10
> 9
> -40.89272
> 4.134879
city58 | -4.204768 4.660674 -0.90 0.36
> 8
> -13.37149
> 4.961957
city59 | 4.407659 1.791763 2.46 0.01
> 4
> .8835762
> 7.931742
city60 | -3.541447 4.487629 -0.79 0.43
> 1
> -12.36782
> 5.284929
city61 | -10.10937 7.610774 -1.33 0.18
> 5
> -25.07842
> 4.859684
city62 | -4.139053 4.715778 -0.88 0.38
> 1
> -13.41416
> 5.136051
city63 | -5.158352 4.979046 -1.04 0.30
> 1
> -14.95126
> 4.634555
city64 | -.1851137 3.553158 -0.05 0.95
> 8
> -7.173551
> 6.803323
city65 | -4.893294 5.45399 -0.90 0.37
> 0
> -15.62033
> 5.833745
city66 | -4.915278 5.683673 -0.86 0.38
> 8
> -16.09406
> 6.263506
city67 | -14.48576 10.18164 -1.42 0.15
> 6
> -34.51126
> 5.539741
city68 | -8.822715 6.017328 -1.47 0.14
> 3
> -20.65774
> 3.012309
city69 | -7.231114 5.210837 -1.39 0.16
> 6
> -17.47991
> 3.017685
city70 | -3.36132 5.219478 -0.64 0.52
> 0
> -13.62712
> 6.904476
city71 | -7.792128 6.153547 -1.27 0.20
> 6
> -19.89507
> 4.310817
city72 | -2.331895 4.81622 -0.48 0.62
> 9
> -11.80455
> 7.140762
city73 | 3.853141 1.910388 2.02 0.04
> 4
> .0957439
> 7.610538
city74 | -6.579941 5.827779 -1.13 0.26
> 0
> -18.04216
> 4.882275
city75 | 2.91468 2.639155 1.10 0.27
> 0
> -2.276073
> 8.105434
city76 | -10.12057 7.695243 -1.32 0.18
> 9
> -25.25576
> 5.014618
city77 | -10.24995 7.891715 -1.30 0.19
> 5
> -25.77157
> 5.271663
city78 | -4.867694 4.861577 -1.00 0.31
> 7
> -14.42956
> 4.694172
city79 | -5.818937 5.495359 -1.06 0.29
> 0
> -16.62734
> 4.989468
city80 | -5.189785 5.375151 -0.97 0.33
> 5
> -15.76176
> 5.382192
city81 | -1.329151 3.345983 -0.40 0.69
> 1
> -7.91011
> 5.251808
city82 | -4.956634 4.891611 -1.01 0.31
> 2
> -14.57757
> 4.664303
city83 | -10.4975 7.777473 -1.35 0.17
> 8
> -25.79442
> 4.799424
city84 | -2.002407 4.385872 -0.46 0.64
> 8
> -10.62864
> 6.623831
city85 | -3.237761 2.731886 -1.19 0.23
> 7
> -8.610899
> 2.135378
city86 | -5.933795 5.146724 -1.15 0.25
> 0
> -16.05649
> 4.188904
city87 | -8.878584 6.613544 -1.34 0.18
> 0
> -21.88626
> 4.129093
city88 | -5.665327 4.561852 -1.24 0.21
> 5
> -14.63769
> 3.307034
city89 | -5.415146 5.093381 -1.06 0.28
> 8
> -15.43293
> 4.602638
city90 | -5.754155 6.401321 -0.90 0.36
> 9
> -18.34443
> 6.836116
city91 | -9.562201 6.992224 -1.37 0.17
> 2
> -23.31468
> 4.190273
city92 | -8.746046 7.100981 -1.23 0.21
> 9
> -22.71243
> 5.220333
city93 | -7.811436 6.134165 -1.27 0.20
> 4
> -19.87626
> 4.253387
city94 | -6.253792 4.102259 -1.52 0.12
> 8
> -14.32221
> 1.814629
city95 | -5.870806 5.568948 -1.05 0.29
> 3
> -16.82395
> 5.082335
city96 | -.8752403 3.500736 -0.25 0.80
> 3
> -7.760573
> 6.010092
city97 | 2.635873 1.922095 1.37 0.17
> 1
> -1.144551
> 6.416296
city98 | 1.803642 1.924674 0.94 0.34
> 9
> -1.981854
> 5.589138
city99 | -1.497867 3.544142 -0.42 0.67
> 3
> -8.468571
> 5.472837
city100 | -5.661833 4.210246 -1.34 0.18
> 0
> -13.94265
> 2.618979
city101 | -1.76903 3.864825 -0.46 0.64
> 7
> -9.370461
> 5.832401
city102 | -3.368674 3.560256 -0.95 0.34
> 5
> -10.37107
> 3.633724
city103 | -8.281 6.978434 -1.19 0.23
> 6
> -22.00635
> 5.444353
city104 | -1.985498 3.382098 -0.59 0.55
> 8
> -8.63749
> 4.666494
city105 | 2.335093 2.114361 1.10 0.27
> 0
> -1.823482
> 6.493669
city106 | -5.564166 4.884514 -1.14 0.25
> 5
> -15.17114
> 4.042813
city107 | -2.595295 3.960002 -0.66 0.51
> 3
> -10.38392
> 5.193332
city108 | .4297736 2.457766 0.17 0.86
> 1
> -4.40422
> 5.263767
city109 | -6.868289 5.045388 -1.36 0.17
> 4
> -16.79168
> 3.055102
city110 | -10.26424 8.176999 -1.26 0.21
> 0
> -26.34696
> 5.818478
city111 | -7.017136 5.230978 -1.34 0.18
> 1
> -17.30555
> 3.271276
city112 | .8378604 2.590198 0.32 0.74
> 7
> -4.256603
> 5.932324
city113 | -.1381113 2.824564 -0.05 0.96
> 1
> -5.693532
> 5.417309
city114 | 2.945071 2.912892 1.01 0.31
> 3
> -2.784074
> 8.674217
city115 | -1.624872 3.192585 -0.51 0.61
> 1
> -7.904125
> 4.65438
city116 | -2.523705 3.123993 -0.81 0.42
> 0
> -8.668049
> 3.620639
rg1y1 | -6.897172 8.551972 -0.81 0.42
> 1
> -23.7174
> 9.923051
rg1y2 | -5.500861 4.476949 -1.23 0.22
> 0
> -14.30623
> 3.30451
rg2y1 | -9.304287 9.240327 -1.01 0.31
> 5
> -27.47838
> 8.869811
rg2y2 | -5.877693 4.618406 -1.27 0.20
> 4
> -14.96128
> 3.205898
rg3y1 | -8.186795 9.124361 -0.90 0.37
> 0
> -26.13281
> 9.759217
rg3y2 | -4.286682 4.426838 -0.97 0.33
> 4
> -12.99349
> 4.42013
rg4y1 | -6.742075 8.982258 -0.75 0.45
> 3
> -24.4086
> 10.92445
rg4y2 | -4.092025 4.401238 -0.93 0.35
> 3
> -12.74849
> 4.564437
rg5y1 | -5.112862 8.3565 -0.61 0.54
> 1
> -21.54863
> 11.3229
rg5y2 | -4.183885 4.418116 -0.95 0.34
> 4
> -12.87354
> 4.50577
rg6y1 | -6.193167 9.004257 -0.69 0.49
> 2
> -23.90296
> 11.51662
rg6y2 | -4.212304 4.610658 -0.91 0.36
> 2
> -13.28066
> 4.85605
rg7y1 | -7.632486 8.379297 -0.91 0.36
> 3
> -24.11309
> 8.848117
rg7y2 | -3.319411 4.257259 -0.78 0.43
> 6
> -11.69269
> 5.053869
rg8y1 | -4.545801 7.470144 -0.61 0.54
> 3
> -19.23826
> 10.14666
rg8y2 | -1.928029 3.835784 -0.50 0.61
> 6
> -9.472341
> 5.616283
rg9y1 | -6.629343 8.443679 -0.79 0.43
> 3
> -23.23657
> 9.977887
rg9y2 | -3.856052 4.371528 -0.88 0.37
> 8
> -12.45408
> 4.741973
age | .868881 .054493 15.94 0.00
> 0
> .7617029
> .9760591
agesq | -.011497 .0006016 -19.11 0.00
> 0
> -.0126803
> -.0103137
married | -1.128418 .1200573 -9.40 0.00
> 0
> -1.36455
> -.8922866
black | -.19131 .1622355 -1.18 0.23
> 9
> -.5103986
> .1277786
children | -4.671251 .1638176 -28.51 0.00
> 0
> -4.993452
> -4.349051
child5 | -1.690743 .1782116 -9.49 0.00
> 0
> -2.041253
> -1.340232
_cons | -2.649612 12.73633 -0.21 0.83
> 5
> -27.69972
> 22.4005
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg work50 (indep =ins) city1-city116 rg1y1-rg
> 9y2 age agesq married black children child5 if adv
> anced==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 2.0403e+06)
Instrumental variables (2SLS) regression
> Number of obs = 95576
> F(140, 347) = 113.24
> Prob > F = 0.0000
> R-squared = 0.0577
> Root MSE = .40832
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work50 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .1707444 .0597125 2.86 0.00
> 5
> .0533004
> .2881885
city1 | -.1219297 .0918757 -1.33 0.18
> 5
> -.3026331
> .0587737
city2 | -.154272 .0968536 -1.59 0.11
> 2
> -.344766
> .036222
city3 | -.1872774 .1112257 -1.68 0.09
> 3
> -.4060388
> .031484
city4 | -.1488128 .0899531 -1.65 0.09
> 9
> -.3257346
> .0281091
city5 | -.0369535 .0670201 -0.55 0.58
> 2
> -.1687702
> .0948632
city6 | -.4197586 .2064093 -2.03 0.04
> 3
> -.8257294
> -.0137879
city7 | -.1694055 .1055219 -1.61 0.10
> 9
> -.3769485
> .0381376
city8 | -.2463619 .1385156 -1.78 0.07
> 6
> -.5187977
> .026074
city9 | -.2353039 .1379183 -1.71 0.08
> 9
> -.506565
> .0359572
city10 | -.3941329 .1998343 -1.97 0.04
> 9
> -.7871718
> -.001094
city11 | -.1680763 .101255 -1.66 0.09
> 8
> -.3672271
> .0310746
city12 | -.1323289 .0958406 -1.38 0.16
> 8
> -.3208304
> .0561726
city13 | .032802 .0710551 0.46 0.64
> 5
> -.1069509
> .1725549
city14 | -.1702183 .1160442 -1.47 0.14
> 3
> -.3984567
> .0580202
city15 | -.3292414 .1771563 -1.86 0.06
> 4
> -.6776766
> .0191938
city16 | -.2274563 .1141937 -1.99 0.04
> 7
> -.4520552
> -.0028574
city17 | -.1266467 .0691054 -1.83 0.06
> 8
> -.2625648
> .0092715
city18 | -.1057338 .1078212 -0.98 0.32
> 7
> -.3177991
> .1063315
city19 | -.3595016 .1695035 -2.12 0.03
> 5
> -.6928852
> -.0261181
city20 | -.1412571 .101375 -1.39 0.16
> 4
> -.3406439
> .0581297
city21 | -.5576377 .251574 -2.22 0.02
> 7
> -1.05244
> -.0628359
city22 | -.1474008 .0953698 -1.55 0.12
> 3
> -.3349763
> .0401748
city23 | -.2747906 .1485224 -1.85 0.06
> 5
> -.5669081
> .017327
city24 | -.3249061 .167735 -1.94 0.05
> 4
> -.6548114
> .0049991
city25 | -.1470714 .0996472 -1.48 0.14
> 1
> -.3430599
> .0489172
city26 | -.2261394 .1409066 -1.60 0.10
> 9
> -.5032778
> .050999
city27 | -.0613053 .0898645 -0.68 0.49
> 6
> -.2380529
> .1154423
city28 | -.487215 .2311833 -2.11 0.03
> 6
> -.9419119
> -.0325181
city29 | -.0377186 .0532167 -0.71 0.47
> 9
> -.1423865
> .0669494
city30 | -.2317699 .11402 -2.03 0.04
> 3
> -.4560272
> -.0075126
city31 | -.3557587 .1790827 -1.99 0.04
> 8
> -.7079828
> -.0035346
city32 | .0416373 .0444305 0.94 0.34
> 9
> -.0457497
> .1290244
city33 | -.4625103 .2041879 -2.27 0.02
> 4
> -.8641121
> -.0609086
city34 | 0 (omitted)
city35 | -.242947 .1381958 -1.76 0.08
> 0
> -.5147539
> .0288599
city36 | -.0552361 .052358 -1.05 0.29
> 2
> -.1582151
> .047743
city37 | -.1407029 .065631 -2.14 0.03
> 3
> -.2697876
> -.0116182
city38 | -.3447463 .1580968 -2.18 0.03
> 0
> -.6556949
> -.0337978
city39 | -.1104591 .084679 -1.30 0.19
> 3
> -.2770077
> .0560896
city40 | -.3460657 .1532895 -2.26 0.02
> 5
> -.6475592
> -.0445721
city41 | -.1930602 .1071147 -1.80 0.07
> 2
> -.403736
> .0176156
city42 | -.3152776 .1671785 -1.89 0.06
> 0
> -.6440882
> .0135331
city43 | -.3123945 .1432885 -2.18 0.03
> 0
> -.5942178
> -.0305712
city44 | -.1871406 .1011602 -1.85 0.06
> 5
> -.3861049
> .0118236
city45 | -.1308688 .1097783 -1.19 0.23
> 4
> -.3467834
> .0850457
city46 | -.1331166 .114662 -1.16 0.24
> 6
> -.3586367
> .0924034
city47 | -.4938286 .2379498 -2.08 0.03
> 9
> -.961834
> -.0258232
city48 | -.2703058 .1502115 -1.80 0.07
> 3
> -.5657454
> .0251338
city49 | -.1077601 .072707 -1.48 0.13
> 9
> -.2507619
> .0352418
city50 | -.1980867 .1348756 -1.47 0.14
> 3
> -.4633632
> .0671899
city51 | -.0615635 .0576592 -1.07 0.28
> 6
> -.174969
> .051842
city52 | -.2601657 .1410393 -1.84 0.06
> 6
> -.5375652
> .0172339
city53 | -.2098733 .1105083 -1.90 0.05
> 8
> -.4272236
> .0074771
city54 | -.2365161 .1151184 -2.05 0.04
> 1
> -.4629338
> -.0100984
city55 | -.3668845 .1656798 -2.21 0.02
> 7
> -.6927475
> -.0410214
city56 | -.1453915 .0808756 -1.80 0.07
> 3
> -.3044595
> .0136766
city57 | -.7137152 .2985744 -2.39 0.01
> 7
> -1.300959
> -.1264718
city58 | -.2178567 .1248873 -1.74 0.08
> 2
> -.463488
> .0277746
city59 | .1050272 .0402678 2.61 0.00
> 9
> .0258276
> .1842268
city60 | -.2367274 .1207643 -1.96 0.05
> 1
> -.4742495
> .0007947
city61 | -.4420299 .2050809 -2.16 0.03
> 2
> -.845388
> -.0386718
city62 | -.2124271 .1262706 -1.68 0.09
> 3
> -.4607791
> .0359248
city63 | -.2619173 .1346771 -1.94 0.05
> 3
> -.5268035
> .0029689
city64 | -.1461887 .099717 -1.47 0.14
> 4
> -.3423145
> .049937
city65 | -.2547214 .1500732 -1.70 0.09
> 1
> -.549889
> .0404461
city66 | -.298512 .1547272 -1.93 0.05
> 5
> -.6028332
> .0058092
city67 | -.5836599 .2668028 -2.19 0.02
> 9
> -1.108414
> -.0589057
city68 | -.3771346 .1645029 -2.29 0.02
> 2
> -.7006829
> -.0535863
city69 | -.3010881 .1399803 -2.15 0.03
> 2
> -.5764048
> -.0257715
city70 | -.2267955 .1312006 -1.73 0.08
> 5
> -.484844
> .031253
city71 | -.3315073 .1653373 -2.01 0.04
> 6
> -.6566968
> -.0063179
city72 | -.2017671 .1327487 -1.52 0.12
> 9
> -.4628603
> .0593262
city73 | .0367127 .0570931 0.64 0.52
> 1
> -.0755794
> .1490048
city74 | -.3467639 .1605726 -2.16 0.03
> 1
> -.6625819
> -.030946
city75 | -.0460464 .0752562 -0.61 0.54
> 1
> -.1940622
> .1019693
city76 | -.4139767 .2055303 -2.01 0.04
> 5
> -.8182187
> -.0097347
city77 | -.4697583 .2104761 -2.23 0.02
> 6
> -.8837277
> -.0557888
city78 | -.2444163 .1337681 -1.83 0.06
> 9
> -.5075146
> .018682
city79 | -.2763378 .1462867 -1.89 0.06
> 0
> -.564058
> .0113824
city80 | -.2417917 .1476976 -1.64 0.10
> 3
> -.5322868
> .0487034
city81 | -.1417803 .0866954 -1.64 0.10
> 3
> -.312295
> .0287344
city82 | -.2738505 .1367954 -2.00 0.04
> 6
> -.5429031
> -.004798
city83 | -.4936855 .2074341 -2.38 0.01
> 8
> -.9016719
> -.0856991
city84 | -.1504493 .1186304 -1.27 0.20
> 6
> -.3837744
> .0828758
city85 | -.1608431 .0864901 -1.86 0.06
> 4
> -.330954
> .0092678
city86 | -.275792 .1379605 -2.00 0.04
> 6
> -.5471361
> -.0044479
city87 | -.3683608 .1736855 -2.12 0.03
> 5
> -.7099695
> -.0267521
city88 | -.2135063 .1081163 -1.97 0.04
> 9
> -.4261522
> -.0008605
city89 | -.2483888 .1346512 -1.84 0.06
> 6
> -.513224
> .0164463
city90 | -.3216659 .1710837 -1.88 0.06
> 1
> -.6581574
> .0148256
city91 | -.40242 .1859636 -2.16 0.03
> 1
> -.7681777
> -.0366623
city92 | -.3561467 .1958639 -1.82 0.07
> 0
> -.7413765
> .029083
city93 | -.3480803 .1626893 -2.14 0.03
> 3
> -.6680614
> -.0280991
city94 | -.2014628 .1086348 -1.85 0.06
> 5
> -.4151284
> .0122027
city95 | -.2628094 .1481586 -1.77 0.07
> 7
> -.5542113
> .0285925
city96 | -.1382917 .0921658 -1.50 0.13
> 4
> -.3195655
> .0429822
city97 | .0425245 .0673193 0.63 0.52
> 8
> -.0898807
> .1749297
city98 | -.0533856 .0534251 -1.00 0.31
> 8
> -.1584635
> .0516923
city99 | -.1045422 .0980871 -1.07 0.28
> 7
> -.2974623
> .0883778
city100 | -.2904203 .1194538 -2.43 0.01
> 6
> -.5253649
> -.0554756
city101 | -.1572241 .1053009 -1.49 0.13
> 6
> -.3643324
> .0498843
city102 | -.1759081 .0953063 -1.85 0.06
> 6
> -.3633588
> .0115427
city103 | -.4286999 .1877321 -2.28 0.02
> 3
> -.797936
> -.0594639
city104 | -.1109423 .0949406 -1.17 0.24
> 3
> -.2976738
> .0757892
city105 | -.0074566 .0648225 -0.12 0.90
> 8
> -.1349511
> .1200379
city106 | -.2322928 .1263175 -1.84 0.06
> 7
> -.4807371
> .0161515
city107 | -.16366 .110465 -1.48 0.13
> 9
> -.3809252
> .0536053
city108 | -.0959213 .0900207 -1.07 0.28
> 7
> -.2729763
> .0811336
city109 | -.2989505 .1353457 -2.21 0.02
> 8
> -.5651518
> -.0327493
city110 | -.4290934 .2135865 -2.01 0.04
> 5
> -.8491804
> -.0090063
city111 | -.3180449 .1421438 -2.24 0.02
> 6
> -.5976167
> -.0384731
city112 | -.0740632 .0709982 -1.04 0.29
> 8
> -.2137042
> .0655778
city113 | -.0285218 .0855036 -0.33 0.73
> 9
> -.1966923
> .1396486
city114 | .0140344 .0622625 0.23 0.82
> 2
> -.108425
> .1364938
city115 | -.1048057 .0902572 -1.16 0.24
> 6
> -.2823257
> .0727143
city116 | -.1553576 .0864708 -1.80 0.07
> 3
> -.3254305
> .0147153
rg1y1 | -.3025962 .0390744 -7.74 0.00
> 0
> -.3794486
> -.2257438
rg1y2 | -.0954355 .021304 -4.48 0.00
> 0
> -.1373368
> -.0535342
rg2y1 | -.373595 .0620142 -6.02 0.00
> 0
> -.4955659
> -.251624
rg2y2 | -.1087589 .0209441 -5.19 0.00
> 0
> -.1499522
> -.0675655
rg3y1 | -.3298934 .0561858 -5.87 0.00
> 0
> -.4404011
> -.2193858
rg3y2 | -.0797849 .0114331 -6.98 0.00
> 0
> -.1022717
> -.057298
rg4y1 | -.3077197 .0582122 -5.29 0.00
> 0
> -.4222128
> -.1932267
rg4y2 | -.0540562 .0238549 -2.27 0.02
> 4
> -.1009745
> -.0071379
rg5y1 | -.2335243 .0258964 -9.02 0.00
> 0
> -.284458
> -.1825906
rg5y2 | -.0609424 .0129292 -4.71 0.00
> 0
> -.0863718
> -.035513
rg6y1 | -.2881007 .0509867 -5.65 0.00
> 0
> -.3883825
> -.1878189
rg6y2 | -.0799092 .0280802 -2.85 0.00
> 5
> -.135138
> -.0246805
rg7y1 | -.2711021 .0279563 -9.70 0.00
> 0
> -.3260873
> -.2161169
rg7y2 | -.0090325 .0117651 -0.77 0.44
> 3
> -.0321723
> .0141073
rg8y1 | -.1740871 .0255184 -6.82 0.00
> 0
> -.2242774
> -.1238969
rg8y2 | .0483578 .0268378 1.80 0.07
> 2
> -.0044274
> .1011431
rg9y1 | -.2478851 .0421359 -5.88 0.00
> 0
> -.3307589
> -.1650112
rg9y2 | -.0487381 .0190796 -2.55 0.01
> 1
> -.0862643
> -.011212
age | .0250327 .0014636 17.10 0.00
> 0
> .0221541
> .0279112
agesq | -.0003334 .0000169 -19.69 0.00
> 0
> -.0003667
> -.0003001
married | -.0153781 .0037734 -4.08 0.00
> 0
> -.0227998
> -.0079564
black | -.0547893 .0057851 -9.47 0.00
> 0
> -.0661675
> -.0434111
children | -.1179464 .0056812 -20.76 0.00
> 0
> -.1291204
> -.1067724
child5 | -.0261889 .0048684 -5.38 0.00
> 0
> -.0357642
> -.0166136
_cons | -1.133662 .3218003 -3.52 0.00
> 0
> -1.766587
> -.5007377
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg work50 (indep =ins) lwagehourgradmorey70y1
> - lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2
> age agesq married black children child5 if advanc
> ed==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 2.0403e+06)
Instrumental variables (2SLS) regression
> Number of obs = 95576
> F(152, 347) = 53.46
> Prob > F = 0.0000
> R-squared = 0.0611
> Root MSE = .40763
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work50 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .1099762 .0552794 1.99 0.04
> 7
> .0012515
> .218701
lwagehourg~1 | -.0136369 .0581192 -0.23 0.81
> 5
> -.1279471
> .1006734
lwagehourg~2 | -.0096578 .0391631 -0.25 0.80
> 5
> -.0866847
> .0673691
fcollegepl~1 | .1923586 .4459709 0.43 0.66
> 6
> -.6847877
> 1.069505
fcollegepl~2 | .1855987 .2969684 0.62 0.53
> 2
> -.3984859
> .7696833
agmin70y1 | 1.643268 .6043196 2.72 0.00
> 7
> .4546779
> 2.831859
agmin70y2 | -.0494593 .2978709 -0.17 0.86
> 8
> -.6353189
> .5364003
manufact70y1 | .0777871 .0900083 0.86 0.38
> 8
> -.0992434
> .2548176
manufact70y2 | .0373323 .0722736 0.52 0.60
> 6
> -.1048172
> .1794818
hsservices~1 | -.1624975 .3828044 -0.42 0.67
> 1
> -.9154064
> .5904114
hsservices~2 | .2339001 .2714457 0.86 0.38
> 9
> -.2999858
> .767786
lfwomencol~1 | -.2242724 .138395 -1.62 0.10
> 6
> -.4964709
> .0479262
lfwomencol~2 | -.0955987 .1092357 -0.88 0.38
> 2
> -.310446
> .1192486
city1 | .1072195 .0713772 1.50 0.13
> 4
> -.0331669
> .247606
city2 | .0846408 .0730713 1.16 0.24
> 8
> -.0590775
> .2283591
city3 | .0747974 .0621118 1.20 0.22
> 9
> -.0473655
> .1969604
city4 | .0807327 .0706987 1.14 0.25
> 4
> -.0583193
> .2197847
city5 | .1366554 .1172163 1.17 0.24
> 4
> -.0938884
> .3671992
city6 | -.0648871 .0543053 -1.19 0.23
> 3
> -.1716961
> .0419219
city7 | .076088 .0676209 1.13 0.26
> 1
> -.0569105
> .2090865
city8 | .0368371 .040899 0.90 0.36
> 8
> -.043604
> .1172782
city9 | 0 (omitted)
city10 | -.0559026 .0536594 -1.04 0.29
> 8
> -.1614412
> .049636
city11 | .0753029 .0659445 1.14 0.25
> 4
> -.0543983
> .2050041
city12 | .0981732 .083831 1.17 0.24
> 2
> -.0667075
> .263054
city13 | .1982112 .1301436 1.52 0.12
> 9
> -.0577584
> .4541808
city14 | .0836842 .0589644 1.42 0.15
> 7
> -.0322883
> .1996568
city15 | -.0075897 .0348691 -0.22 0.82
> 8
> -.0761711
> .0609917
city16 | .0245213 .0542649 0.45 0.65
> 2
> -.0822081
> .1312508
city17 | .078385 .0970228 0.81 0.42
> 0
> -.1124418
> .2692118
city18 | .1369841 .0766272 1.79 0.07
> 5
> -.0137281
> .2876964
city19 | -.0473511 .0322678 -1.47 0.14
> 3
> -.1108161
> .0161139
city20 | .1003944 .0661523 1.52 0.13
> 0
> -.0297156
> .2305043
city21 | -.156411 .0937551 -1.67 0.09
> 6
> -.3408108
> .0279889
city22 | .0962942 .0715923 1.35 0.17
> 9
> -.0445151
> .2371036
city23 | .0176772 .0348964 0.51 0.61
> 3
> -.0509579
> .0863123
city24 | -.0174686 .0360471 -0.48 0.62
> 8
> -.0883668
> .0534297
city25 | .0861665 .0760475 1.13 0.25
> 8
> -.0634056
> .2357386
city26 | .0543806 .0352569 1.54 0.12
> 4
> -.0149634
> .1237247
city27 | .1513433 .0794896 1.90 0.05
> 8
> -.0049988
> .3076854
city28 | -.1096203 .0723135 -1.52 0.13
> 0
> -.2518482
> .0326076
city29 | .1426679 .1116611 1.28 0.20
> 2
> -.0769498
> .3622856
city30 | .0227822 .0508217 0.45 0.65
> 4
> -.0771751
> .1227396
city31 | -.0280297 .0380247 -0.74 0.46
> 2
> -.1028177
> .0467582
city32 | .2070222 .1316481 1.57 0.11
> 7
> -.0519065
> .4659509
city33 | -.1116565 .0510569 -2.19 0.02
> 9
> -.2120764
> -.0112366
city34 | .1189356 .1469896 0.81 0.41
> 9
> -.170167
> .4080383
city35 | .0476596 .0353185 1.35 0.17
> 8
> -.0218056
> .1171247
city36 | .1213759 .1176678 1.03 0.30
> 3
> -.1100559
> .3528078
city37 | .0775491 .0899452 0.86 0.38
> 9
> -.0993573
> .2544555
city38 | -.0372918 .0307233 -1.21 0.22
> 6
> -.0977191
> .0231356
city39 | .1027846 .0896978 1.15 0.25
> 3
> -.0736353
> .2792044
city40 | -.0732148 .0331917 -2.21 0.02
> 8
> -.1384969
> -.0079326
city41 | .0527343 .0603818 0.87 0.38
> 3
> -.0660261
> .1714948
city42 | -.0123476 .0395038 -0.31 0.75
> 5
> -.0900446
> .0653493
city43 | -.0269673 .0359318 -0.75 0.45
> 3
> -.0976389
> .0437042
city44 | .0556993 .0642733 0.87 0.38
> 7
> -.070715
> .1821136
city45 | .107228 .0634237 1.69 0.09
> 2
> -.0175152
> .2319712
city46 | .1221684 .057805 2.11 0.03
> 5
> .0084762
> .2358606
city47 | -.1148041 .0830034 -1.38 0.16
> 8
> -.2780571
> .0484489
city48 | .017095 .0313071 0.55 0.58
> 5
> -.0444804
> .0786705
city49 | .0970082 .096694 1.00 0.31
> 6
> -.0931719
> .2871883
city50 | .0895207 .0390409 2.29 0.02
> 2
> .0127341
> .1663074
city51 | .1290593 .1057988 1.22 0.22
> 3
> -.0790283
> .3371468
city52 | .031614 .0413875 0.76 0.44
> 5
> -.049788
> .113016
city53 | .0312521 .0635329 0.49 0.62
> 3
> -.093706
> .1562101
city54 | -.0037189 .0674506 -0.06 0.95
> 6
> -.1363824
> .1289445
city55 | -.0434821 .0321715 -1.35 0.17
> 7
> -.1067579
> .0197936
city56 | .0861444 .0774344 1.11 0.26
> 7
> -.0661553
> .2384442
city57 | -.256966 .1360148 -1.89 0.06
> 0
> -.5244832
> .0105512
city58 | .0572845 .0439978 1.30 0.19
> 4
> -.0292515
> .1438204
city59 | .2556719 .1292938 1.98 0.04
> 9
> .0013738
> .50997
city60 | .0245963 .0489984 0.50 0.61
> 6
> -.0717749
> .1209675
city61 | -.089159 .0515949 -1.73 0.08
> 5
> -.1906371
> .012319
city62 | .0557502 .0436487 1.28 0.20
> 2
> -.030099
> .1415995
city63 | .0141409 .0399153 0.35 0.72
> 3
> -.0643654
> .0926472
city64 | .0928561 .0835671 1.11 0.26
> 7
> -.0715056
> .2572179
city65 | .0350243 .0450922 0.78 0.43
> 8
> -.0536641
> .1237127
city66 | .0022091 .0327596 0.07 0.94
> 6
> -.0622232
> .0666414
city67 | -.1604721 .1063542 -1.51 0.13
> 2
> -.369652
> .0487078
city68 | -.0780717 .0325256 -2.40 0.01
> 7
> -.1420438
> -.0140996
city69 | -.0235007 .0361142 -0.65 0.51
> 6
> -.094531
> .0475296
city70 | .0699589 .039908 1.75 0.08
> 0
> -.0085332
> .1484509
city71 | -.0292049 .0309373 -0.94 0.34
> 6
> -.0900531
> .0316433
city72 | .0715889 .0489019 1.46 0.14
> 4
> -.0245925
> .1677703
city73 | .2264277 .1056212 2.14 0.03
> 3
> .0186895
> .434166
city74 | -.0450484 .0351666 -1.28 0.20
> 1
> -.114215
> .0241182
city75 | .1513444 .1106452 1.37 0.17
> 2
> -.0662752
> .368964
city76 | -.0628878 .0536621 -1.17 0.24
> 2
> -.1684317
> .042656
city77 | -.1197853 .056842 -2.11 0.03
> 6
> -.2315834
> -.0079871
city78 | .0258279 .0402489 0.64 0.52
> 1
> -.0533347
> .1049905
city79 | .0145794 .033923 0.43 0.66
> 8
> -.0521411
> .0812999
city80 | .0423223 .0625034 0.68 0.49
> 9
> -.080611
> .1652555
city81 | .0909366 .0732687 1.24 0.21
> 5
> -.05317
> .2350432
city82 | .0065159 .0446894 0.15 0.88
> 4
> -.0813804
> .0944121
city83 | -.1427229 .0615012 -2.32 0.02
> 1
> -.2636849
> -.0217608
city84 | .0900446 .0557661 1.61 0.10
> 7
> -.0196376
> .1997268
city85 | .0420216 .0998436 0.42 0.67
> 4
> -.1543532
> .2383964
city86 | .009367 .0379259 0.25 0.80
> 5
> -.0652265
> .0839605
city87 | -.0439924 .0332882 -1.32 0.18
> 7
> -.1094644
> .0214797
city88 | .0143614 .0512553 0.28 0.77
> 9
> -.0864488
> .1151716
city89 | .0325963 .0359968 0.91 0.36
> 6
> -.0382031
> .1033958
city90 | .0061913 .039567 0.16 0.87
> 6
> -.0716301
> .0840126
city91 | -.0692678 .0399223 -1.74 0.08
> 4
> -.1477879
> .0092524
city92 | -.0254675 .0552337 -0.46 0.64
> 5
> -.1341025
> .0831675
city93 | -.0489784 .0335696 -1.46 0.14
> 5
> -.1150038
> .017047
city94 | .0276185 .0712101 0.39 0.69
> 8
> -.1124392
> .1676763
city95 | .0339155 .0330571 1.03 0.30
> 6
> -.031102
> .098933
city96 | .0793745 .067892 1.17 0.24
> 3
> -.0541571
> .212906
city97 | .2289376 .1184459 1.93 0.05
> 4
> -.0040247
> .4618999
city98 | .14672 .1076817 1.36 0.17
> 4
> -.065071
> .3585111
city99 | .1386439 .0690725 2.01 0.04
> 6
> .0027906
> .2744973
city100 | -.0583983 .0520195 -1.12 0.26
> 2
> -.1607115
> .0439149
city101 | .0815868 .0648499 1.26 0.20
> 9
> -.0459615
> .2091352
city102 | .0700449 .0736313 0.95 0.34
> 2
> -.0747748
> .2148647
city103 | -.0964609 .0400209 -2.41 0.01
> 6
> -.175175
> -.0177469
city104 | .121472 .0712415 1.71 0.08
> 9
> -.0186475
> .2615914
city105 | .1806129 .1023763 1.76 0.07
> 9
> -.0207432
> .381969
city106 | .0188546 .0408746 0.46 0.64
> 5
> -.0615385
> .0992476
city107 | .0773552 .0620524 1.25 0.21
> 3
> -.0446909
> .1994013
city108 | .1003407 .1146024 0.88 0.38
> 2
> -.125062
> .3257433
city109 | -.0317625 .0401799 -0.79 0.43
> 0
> -.1107894
> .0472643
city110 | -.0707354 .0621803 -1.14 0.25
> 6
> -.1930331
> .0515622
city111 | -.0520606 .0368607 -1.41 0.15
> 9
> -.124559
> .0204379
city112 | .129295 .0877434 1.47 0.14
> 2
> -.0432807
> .3018708
city113 | .1829557 .0884938 2.07 0.03
> 9
> .0089039
> .3570075
city114 | .2079312 .1082985 1.92 0.05
> 6
> -.0050729
> .4209353
city115 | .1205744 .0790485 1.53 0.12
> 8
> -.0349001
> .2760489
city116 | .07756 .0839005 0.92 0.35
> 6
> -.0874575
> .2425775
rg1y1 | -.1047392 .2061361 -0.51 0.61
> 2
> -.5101727
> .3006942
rg1y2 | -.0950133 .1199724 -0.79 0.42
> 9
> -.330978
> .1409513
rg2y1 | -.1510894 .2230598 -0.68 0.49
> 9
> -.5898087
> .2876299
rg2y2 | -.0822336 .1228341 -0.67 0.50
> 4
> -.3238266
> .1593593
rg3y1 | -.1239468 .2202209 -0.56 0.57
> 4
> -.5570826
> .3091889
rg3y2 | -.0579689 .1177387 -0.49 0.62
> 3
> -.2895401
> .1736024
rg4y1 | -.1009091 .2181997 -0.46 0.64
> 4
> -.5300694
> .3282512
rg4y2 | -.0381471 .1190863 -0.32 0.74
> 9
> -.2723689
> .1960748
rg5y1 | -.054669 .2041373 -0.27 0.78
> 9
> -.4561711
> .3468332
rg5y2 | -.0495681 .1190948 -0.42 0.67
> 8
> -.2838065
> .1846704
rg6y1 | -.0895766 .217153 -0.41 0.68
> 0
> -.5166782
> .3375251
rg6y2 | -.0422351 .1210741 -0.35 0.72
> 7
> -.2803666
> .1958963
rg7y1 | -.1106628 .2041898 -0.54 0.58
> 8
> -.5122682
> .2909425
rg7y2 | .001966 .1151555 0.02 0.98
> 6
> -.2245246
> .2284565
rg8y1 | -.0510274 .179574 -0.28 0.77
> 6
> -.4042178
> .302163
rg8y2 | .0295065 .105521 0.28 0.78
> 0
> -.1780347
> .2370478
rg9y1 | -.0894138 .202607 -0.44 0.65
> 9
> -.4879061
> .3090786
rg9y2 | -.0390243 .1159108 -0.34 0.73
> 7
> -.2670003
> .1889518
age | .0248966 .0014738 16.89 0.00
> 0
> .0219979
> .0277954
agesq | -.0003318 .0000171 -19.45 0.00
> 0
> -.0003654
> -.0002983
married | -.0152272 .0037809 -4.03 0.00
> 0
> -.0226636
> -.0077908
black | -.0543055 .0057226 -9.49 0.00
> 0
> -.0655608
> -.0430502
children | -.1176537 .0057009 -20.64 0.00
> 0
> -.1288664
> -.1064411
child5 | -.0265131 .0048611 -5.45 0.00
> 0
> -.036074
> -.0169522
_cons | -.9481225 .4454654 -2.13 0.03
> 4
> -1.824275
> -.0719704
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg work60 (indep =ins) city1-city116 rg1y1-rg
> 9y2 age agesq married black children child5 if adv
> anced==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 2.0403e+06)
Instrumental variables (2SLS) regression
> Number of obs = 95576
> F(140, 347) = 18.82
> Prob > F = 0.0000
> R-squared = 0.0274
> Root MSE = .29067
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work60 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0583016 .0321296 1.81 0.07
> 0
> -.0048917
> .1214948
city1 | -.0439355 .0620161 -0.71 0.47
> 9
> -.1659102
> .0780392
city2 | -.0815428 .0536563 -1.52 0.12
> 9
> -.1870752
> .0239897
city3 | -.0694612 .0598718 -1.16 0.24
> 7
> -.1872185
> .0482962
city4 | -.0659411 .0525185 -1.26 0.21
> 0
> -.1692357
> .0373535
city5 | -.0349492 .0302704 -1.15 0.24
> 9
> -.0944858
> .0245873
city6 | -.1696729 .111272 -1.52 0.12
> 8
> -.3885253
> .0491794
city7 | -.0771965 .0546024 -1.41 0.15
> 8
> -.1845898
> .0301967
city8 | -.1157114 .0744933 -1.55 0.12
> 1
> -.2622267
> .0308039
city9 | -.1347767 .0751225 -1.79 0.07
> 4
> -.2825294
> .0129761
city10 | -.1381285 .1057645 -1.31 0.19
> 2
> -.3461487
> .0698917
city11 | -.0548944 .0556332 -0.99 0.32
> 4
> -.1643151
> .0545264
city12 | -.056166 .0497631 -1.13 0.26
> 0
> -.1540412
> .0417092
city13 | -.017217 .0224673 -0.77 0.44
> 4
> -.0614061
> .0269721
city14 | -.0653423 .0618806 -1.06 0.29
> 2
> -.1870504
> .0563659
city15 | -.1279225 .0957483 -1.34 0.18
> 2
> -.3162425
> .0603975
city16 | -.0912341 .0619275 -1.47 0.14
> 2
> -.2130347
> .0305664
city17 | -.0879042 .0388546 -2.26 0.02
> 4
> -.1643243
> -.011484
city18 | -.0467555 .0703515 -0.66 0.50
> 7
> -.1851245
> .0916135
city19 | -.138426 .0929392 -1.49 0.13
> 7
> -.3212211
> .0443692
city20 | -.0675805 .0585162 -1.15 0.24
> 9
> -.1826716
> .0475106
city21 | -.2059204 .135669 -1.52 0.13
> 0
> -.4727575
> .0609167
city22 | -.0983267 .0523491 -1.88 0.06
> 1
> -.2012882
> .0046348
city23 | -.1082338 .0808833 -1.34 0.18
> 2
> -.267317
> .0508495
city24 | -.1279948 .092434 -1.38 0.16
> 7
> -.3097962
> .0538067
city25 | -.0770779 .0524721 -1.47 0.14
> 3
> -.1802813
> .0261255
city26 | -.1068158 .0770961 -1.39 0.16
> 7
> -.2584504
> .0448187
city27 | -.0416566 .0540066 -0.77 0.44
> 1
> -.1478781
> .0645648
city28 | -.1963813 .1250243 -1.57 0.11
> 7
> -.4422821
> .0495195
city29 | -.0613254 .028859 -2.12 0.03
> 4
> -.1180861
> -.0045648
city30 | -.1025688 .062684 -1.64 0.10
> 3
> -.2258572
> .0207195
city31 | -.1256915 .0970069 -1.30 0.19
> 6
> -.3164871
> .065104
city32 | .001341 .0198413 0.07 0.94
> 6
> -.0376834
> .0403654
city33 | -.1710437 .1107738 -1.54 0.12
> 3
> -.3889163
> .0468289
city34 | 0 (omitted)
city35 | -.0842747 .0780361 -1.08 0.28
> 1
> -.2377579
> .0692085
city36 | -.0503742 .0300457 -1.68 0.09
> 5
> -.1094687
> .0087203
city37 | -.0778409 .0393227 -1.98 0.04
> 9
> -.1551818
> -.0005
city38 | -.1478869 .0854293 -1.73 0.08
> 4
> -.3159113
> .0201375
city39 | -.0632996 .0423077 -1.50 0.13
> 6
> -.1465114
> .0199123
city40 | -.1483651 .0841847 -1.76 0.07
> 9
> -.3139415
> .0172113
city41 | -.0881949 .0590908 -1.49 0.13
> 6
> -.2044162
> .0280263
city42 | -.127946 .0903055 -1.42 0.15
> 7
> -.305561
> .0496689
city43 | -.1380295 .0778307 -1.77 0.07
> 7
> -.2911089
> .0150499
city44 | -.067093 .0546258 -1.23 0.22
> 0
> -.1745323
> .0403464
city45 | -.0544428 .0613582 -0.89 0.37
> 6
> -.1751237
> .066238
city46 | -.0614905 .0628457 -0.98 0.32
> 9
> -.185097
> .0621159
city47 | -.1875378 .1285925 -1.46 0.14
> 6
> -.4404566
> .065381
city48 | -.1154505 .0818568 -1.41 0.15
> 9
> -.2764484
> .0455475
city49 | -.038281 .0371426 -1.03 0.30
> 3
> -.1113341
> .034772
city50 | -.0804288 .0731972 -1.10 0.27
> 3
> -.2243948
> .0635373
city51 | -.0350093 .0332424 -1.05 0.29
> 3
> -.1003913
> .0303727
city52 | -.1292645 .0764757 -1.69 0.09
> 2
> -.2796788
> .0211498
city53 | -.0954647 .0593533 -1.61 0.10
> 9
> -.2122021
> .0212727
city54 | -.1009427 .058722 -1.72 0.08
> 7
> -.2164386
> .0145533
city55 | -.1682383 .0897772 -1.87 0.06
> 2
> -.3448143
> .0083378
city56 | -.0716718 .0462969 -1.55 0.12
> 3
> -.1627295
> .019386
city57 | -.2631095 .161631 -1.63 0.10
> 4
> -.5810092
> .0547902
city58 | -.0898034 .0672711 -1.33 0.18
> 3
> -.2221138
> .042507
city59 | .0055311 .0174774 0.32 0.75
> 2
> -.0288439
> .039906
city60 | -.0897917 .0658913 -1.36 0.17
> 4
> -.2193882
> .0398048
city61 | -.1696979 .1108927 -1.53 0.12
> 7
> -.3878044
> .0484086
city62 | -.1069143 .0692548 -1.54 0.12
> 4
> -.2431263
> .0292976
city63 | -.1279598 .0728725 -1.76 0.08
> 0
> -.2712872
> .0153676
city64 | -.0653611 .0586597 -1.11 0.26
> 6
> -.1807344
> .0500123
city65 | -.0956278 .08059 -1.19 0.23
> 6
> -.2541341
> .0628784
city66 | -.1214541 .0836038 -1.45 0.14
> 7
> -.2858881
> .04298
city67 | -.2119069 .1430763 -1.48 0.13
> 9
> -.4933128
> .069499
city68 | -.1481244 .0885766 -1.67 0.09
> 5
> -.3223391
> .0260902
city69 | -.139504 .0763061 -1.83 0.06
> 8
> -.2895847
> .0105768
city70 | -.0723319 .0700321 -1.03 0.30
> 2
> -.2100727
> .065409
city71 | -.1384124 .0889825 -1.56 0.12
> 1
> -.3134254
> .0366006
city72 | -.0836332 .0753268 -1.11 0.26
> 8
> -.2317877
> .0645213
city73 | .0159461 .0380227 0.42 0.67
> 5
> -.0588379
> .0907302
city74 | -.1477827 .0862331 -1.71 0.08
> 7
> -.3173881
> .0218227
city75 | -.0024951 .0422551 -0.06 0.95
> 3
> -.0856035
> .0806133
city76 | -.1535866 .1102492 -1.39 0.16
> 4
> -.3704273
> .0632542
city77 | -.179387 .1130696 -1.59 0.11
> 4
> -.4017749
> .043001
city78 | -.1007901 .0723276 -1.39 0.16
> 4
> -.2430458
> .0414656
city79 | -.1023283 .0798285 -1.28 0.20
> 1
> -.259337
> .0546804
city80 | -.0838025 .0778644 -1.08 0.28
> 3
> -.2369482
> .0693431
city81 | -.0231759 .0478091 -0.48 0.62
> 8
> -.117208
> .0708562
city82 | -.0972302 .0737007 -1.32 0.18
> 8
> -.2421865
> .047726
city83 | -.1818809 .1104035 -1.65 0.10
> 0
> -.3990251
> .0352632
city84 | -.0490595 .0624109 -0.79 0.43
> 2
> -.1718108
> .0736918
city85 | -.1163661 .0425484 -2.73 0.00
> 7
> -.2000514
> -.0326809
city86 | -.124379 .0757108 -1.64 0.10
> 1
> -.2732888
> .0245308
city87 | -.1525548 .0938687 -1.63 0.10
> 5
> -.3371781
> .0320685
city88 | -.1057326 .0593287 -1.78 0.07
> 6
> -.2224218
> .0109566
city89 | -.0973201 .074311 -1.31 0.19
> 1
> -.2434767
> .0488364
city90 | -.1184294 .0927169 -1.28 0.20
> 2
> -.3007872
> .0639284
city91 | -.1617416 .1016871 -1.59 0.11
> 3
> -.3617422
> .038259
city92 | -.1462666 .1012729 -1.44 0.15
> 0
> -.3454526
> .0529194
city93 | -.131448 .0894515 -1.47 0.14
> 3
> -.3073833
> .0444872
city94 | -.1025659 .0577771 -1.78 0.07
> 7
> -.2162034
> .0110715
city95 | -.1096267 .0814548 -1.35 0.17
> 9
> -.269834
> .0505806
city96 | -.0314034 .0506698 -0.62 0.53
> 6
> -.131062
> .0682552
city97 | .0152953 .0506763 0.30 0.76
> 3
> -.084376
> .1149666
city98 | -.050914 .0296432 -1.72 0.08
> 7
> -.1092169
> .0073889
city99 | -.0462399 .0531416 -0.87 0.38
> 5
> -.15076
> .0582802
city100 | -.1209428 .0639744 -1.89 0.06
> 0
> -.2467691
> .0048835
city101 | -.0507753 .0566148 -0.90 0.37
> 0
> -.1621266
> .0605761
city102 | -.0916311 .0521711 -1.76 0.08
> 0
> -.1942424
> .0109802
city103 | -.1600442 .1013827 -1.58 0.11
> 5
> -.359446
> .0393577
city104 | -.0729878 .0515105 -1.42 0.15
> 7
> -.1743
> .0283244
city105 | -.0217103 .0341756 -0.64 0.52
> 6
> -.0889276
> .045507
city106 | -.1006032 .0686201 -1.47 0.14
> 4
> -.235567
> .0343605
city107 | -.0783973 .0584501 -1.34 0.18
> 1
> -.1933583
> .0365637
city108 | -.0442708 .039981 -1.11 0.26
> 9
> -.1229065
> .0343648
city109 | -.1364478 .075931 -1.80 0.07
> 3
> -.2857908
> .0128952
city110 | -.1801596 .1147688 -1.57 0.11
> 7
> -.4058897
> .0455705
city111 | -.1301259 .0791843 -1.64 0.10
> 1
> -.2858673
> .0256156
city112 | -.0559049 .0411023 -1.36 0.17
> 5
> -.136746
> .0249361
city113 | -.0206909 .0461355 -0.45 0.65
> 4
> -.1114312
> .0700494
city114 | .0184606 .0484878 0.38 0.70
> 4
> -.0769063
> .1138276
city115 | -.0251626 .0479144 -0.53 0.60
> 0
> -.1194017
> .0690766
city116 | -.0601492 .0491915 -1.22 0.22
> 2
> -.1569003
> .0366019
rg1y1 | -.1362853 .0209362 -6.51 0.00
> 0
> -.1774631
> -.0951075
rg1y2 | -.046726 .0116034 -4.03 0.00
> 0
> -.0695478
> -.0239041
rg2y1 | -.1569347 .0339356 -4.62 0.00
> 0
> -.22368
> -.0901894
rg2y2 | -.0547207 .0106051 -5.16 0.00
> 0
> -.0755791
> -.0338623
rg3y1 | -.1326388 .0294527 -4.50 0.00
> 0
> -.1905671
> -.0747104
rg3y2 | -.032575 .0058938 -5.53 0.00
> 0
> -.0441671
> -.0209829
rg4y1 | -.1084435 .0310171 -3.50 0.00
> 1
> -.1694487
> -.0474383
rg4y2 | -.0151539 .008648 -1.75 0.08
> 1
> -.032163
> .0018551
rg5y1 | -.1050409 .013964 -7.52 0.00
> 0
> -.1325058
> -.0775761
rg5y2 | -.0284605 .007086 -4.02 0.00
> 0
> -.0423975
> -.0145235
rg6y1 | -.1322878 .0277541 -4.77 0.00
> 0
> -.1868752
> -.0777003
rg6y2 | -.0397484 .0151174 -2.63 0.00
> 9
> -.0694817
> -.010015
rg7y1 | -.1230225 .0150385 -8.18 0.00
> 0
> -.1526006
> -.0934445
rg7y2 | -.0084001 .009086 -0.92 0.35
> 6
> -.0262706
> .0094704
rg8y1 | -.0991777 .0086454 -11.47 0.00
> 0
> -.1161816
> -.0821737
rg8y2 | -.0043339 .013681 -0.32 0.75
> 2
> -.031242
> .0225743
rg9y1 | -.1076372 .0171694 -6.27 0.00
> 0
> -.1414065
> -.073868
rg9y2 | -.0162986 .0071767 -2.27 0.02
> 4
> -.0304139
> -.0021834
age | .006006 .0009164 6.55 0.00
> 0
> .0042037
> .0078084
agesq | -.0000948 .0000102 -9.27 0.00
> 0
> -.000115
> -.0000747
married | -.0061759 .0023019 -2.68 0.00
> 8
> -.0107032
> -.0016485
black | -.0131153 .0041521 -3.16 0.00
> 2
> -.0212817
> -.0049489
children | -.0574857 .003764 -15.27 0.00
> 0
> -.0648888
> -.0500826
child5 | -.0103753 .0029782 -3.48 0.00
> 1
> -.016233
> -.0045176
_cons | -.2644218 .1748736 -1.51 0.13
> 1
> -.6083675
> .0795239
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg work60 (indep =ins) lwagehourgradmorey70y1
> - lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2
> age agesq married black children child5 if advanc
> ed==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 2.0403e+06)
Instrumental variables (2SLS) regression
> Number of obs = 95576
> F(152, 347) = 24.44
> Prob > F = 0.0000
> R-squared = 0.0283
> Root MSE = .29056
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work60 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0390806 .0349999 1.12 0.26
> 5
> -.0297581
> .1079193
lwagehourg~1 | .0123287 .026498 0.47 0.64
> 2
> -.0397883
> .0644456
lwagehourg~2 | .0306323 .0217767 1.41 0.16
> 0
> -.0121987
> .0734632
fcollegepl~1 | .1956195 .2196809 0.89 0.37
> 4
> -.2364541
> .627693
fcollegepl~2 | .1168878 .1698287 0.69 0.49
> 2
> -.2171354
> .4509109
agmin70y1 | .6730205 .3096501 2.17 0.03
> 0
> .0639932
> 1.282048
agmin70y2 | .2207622 .1743991 1.27 0.20
> 6
> -.1222501
> .5637745
manufact70y1 | .0175041 .0454981 0.38 0.70
> 1
> -.0719826
> .1069908
manufact70y2 | .0177984 .0452049 0.39 0.69
> 4
> -.0711117
> .1067084
hsservices~1 | -.2347453 .1843843 -1.27 0.20
> 4
> -.5973967
> .1279061
hsservices~2 | .0580831 .1411107 0.41 0.68
> 1
> -.2194568
> .3356229
lfwomencol~1 | -.109783 .0770337 -1.43 0.15
> 5
> -.2612948
> .0417288
lfwomencol~2 | -.0472742 .0595869 -0.79 0.42
> 8
> -.1644712
> .0699228
city1 | .09915 .0510404 1.94 0.05
> 3
> -.0012375
> .1995375
city2 | .067922 .0478349 1.42 0.15
> 7
> -.0261609
> .1620048
city3 | .0893272 .0343924 2.60 0.01
> 0
> .0216833
> .156971
city4 | .0783611 .0456137 1.72 0.08
> 7
> -.011353
> .1680751
city5 | .0887603 .0689804 1.29 0.19
> 9
> -.046912
> .2244326
city6 | .0163669 .0334368 0.49 0.62
> 5
> -.0493975
> .0821313
city7 | .0725147 .0365425 1.98 0.04
> 8
> .0006421
> .1443873
city8 | .0516608 .0197093 2.62 0.00
> 9
> .012896
> .0904255
city9 | 0 (omitted)
city10 | .04419 .0269137 1.64 0.10
> 2
> -.0087446
> .0971247
city11 | .0963343 .0377177 2.55 0.01
> 1
> .0221502
> .1705184
city12 | .0889374 .0457622 1.94 0.05
> 3
> -.0010689
> .1789437
city13 | .1072271 .0742247 1.44 0.14
> 9
> -.0387598
> .253214
city14 | .0860665 .0323723 2.66 0.00
> 8
> .0223958
> .1497372
city15 | .0459973 .0187867 2.45 0.01
> 5
> .0090472
> .0829474
city16 | .0623667 .0302604 2.06 0.04
> 0
> .0028498
> .1218836
city17 | .0543411 .0574567 0.95 0.34
> 5
> -.0586661
> .1673483
city18 | .1038232 .0552025 1.88 0.06
> 1
> -.0047505
> .2123969
city19 | .0335521 .021767 1.54 0.12
> 4
> -.0092599
> .076364
city20 | .0780424 .0424168 1.84 0.06
> 7
> -.005384
> .1614687
city21 | -.0074697 .0593363 -0.13 0.90
> 0
> -.1241738
> .1092345
city22 | .0563777 .0399776 1.41 0.15
> 9
> -.0222511
> .1350065
city23 | .056028 .0173004 3.24 0.00
> 1
> .0220012
> .0900549
city24 | .0436872 .0218604 2.00 0.04
> 6
> .0006917
> .0866828
city25 | .0719218 .0412374 1.74 0.08
> 2
> -.0091848
> .1530285
city26 | .0554635 .0174817 3.17 0.00
> 2
> .0210801
> .0898469
city27 | .0979417 .0509046 1.92 0.05
> 5
> -.0021786
> .1980621
city28 | -.0061391 .0458832 -0.13 0.89
> 4
> -.0963832
> .084105
city29 | .0670931 .0670172 1.00 0.31
> 7
> -.064718
> .1989041
city30 | .0494913 .0310273 1.60 0.11
> 2
> -.011534
> .1105166
city31 | .0492603 .021791 2.26 0.02
> 4
> .0064013
> .0921194
city32 | .1277696 .0778423 1.64 0.10
> 2
> -.0253325
> .2808718
city33 | .0114126 .0316556 0.36 0.71
> 9
> -.0508485
> .0736736
city34 | .1047946 .0916517 1.14 0.25
> 4
> -.0754682
> .2850573
city35 | .0825322 .0300535 2.75 0.00
> 6
> .0234223
> .1416421
city36 | .081306 .0712052 1.14 0.25
> 4
> -.058742
> .2213541
city37 | .058067 .0558382 1.04 0.29
> 9
> -.051757
> .167891
city38 | .0209105 .0152498 1.37 0.17
> 1
> -.0090832
> .0509042
city39 | .0787621 .0511609 1.54 0.12
> 5
> -.0218625
> .1793866
city40 | .0059866 .016054 0.37 0.70
> 9
> -.0255888
> .0375621
city41 | .0635693 .0355935 1.79 0.07
> 5
> -.0064368
> .1335754
city42 | .0411004 .0203961 2.02 0.04
> 5
> .0009849
> .0812159
city43 | .0267716 .0194151 1.38 0.16
> 9
> -.0114146
> .0649578
city44 | .0834643 .0362747 2.30 0.02
> 2
> .0121183
> .1548103
city45 | .0921912 .0388391 2.37 0.01
> 8
> .0158015
> .1685808
city46 | .0897992 .0307032 2.92 0.00
> 4
> .0294115
> .1501869
city47 | .0024592 .0521971 0.05 0.96
> 2
> -.1002033
> .1051217
city48 | .0481765 .0153657 3.14 0.00
> 2
> .0179548
> .0783982
city49 | .1037588 .0565503 1.83 0.06
> 7
> -.0074658
> .2149834
city50 | .0844142 .0195656 4.31 0.00
> 0
> .045932
> .1228963
city51 | .1018347 .0655265 1.55 0.12
> 1
> -.0270443
> .2307138
city52 | .0383306 .0155955 2.46 0.01
> 4
> .0076569
> .0690042
city53 | .0528836 .0355597 1.49 0.13
> 8
> -.0170561
> .1228233
city54 | .0426493 .0329024 1.30 0.19
> 6
> -.0220639
> .1073625
city55 | .0093382 .0163427 0.57 0.56
> 8
> -.0228051
> .0414815
city56 | .0755712 .0460154 1.64 0.10
> 1
> -.0149331
> .1660755
city57 | -.0460057 .0868149 -0.53 0.59
> 7
> -.2167553
> .1247439
city58 | .0711614 .0229632 3.10 0.00
> 2
> .0259968
> .116326
city59 | .128353 .0770546 1.67 0.09
> 7
> -.0231997
> .2799057
city60 | .0660063 .0269061 2.45 0.01
> 5
> .0130866
> .1189259
city61 | .0159447 .0313123 0.51 0.61
> 1
> -.045641
> .0775305
city62 | .0515066 .0236768 2.18 0.03
> 0
> .0049385
> .0980747
city63 | .0317757 .0193638 1.64 0.10
> 2
> -.0063095
> .0698608
city64 | .0841555 .0531947 1.58 0.11
> 5
> -.0204691
> .1887802
city65 | .0676069 .0213731 3.16 0.00
> 2
> .0255698
> .1096441
city66 | .0470895 .0159135 2.96 0.00
> 3
> .0157904
> .0783887
city67 | -.0032944 .0680853 -0.05 0.96
> 1
> -.1372062
> .1306174
city68 | .0163637 .0149699 1.09 0.27
> 5
> -.0130796
> .0458069
city69 | .017945 .0189813 0.95 0.34
> 5
> -.0193879
> .0552779
city70 | .0989064 .0179545 5.51 0.00
> 0
> .0635931
> .1342197
city71 | .0271033 .0151947 1.78 0.07
> 5
> -.002782
> .0569885
city72 | .0758401 .0314008 2.42 0.01
> 6
> .0140802
> .1376
city73 | .1467667 .0654919 2.24 0.02
> 6
> .0179558
> .2755777
city74 | .017901 .0145541 1.23 0.22
> 0
> -.0107245
> .0465264
city75 | .1367011 .0654515 2.09 0.03
> 7
> .0079696
> .2654326
city76 | .029753 .032181 0.92 0.35
> 6
> -.0335414
> .0930475
city77 | .0050279 .0344563 0.15 0.88
> 4
> -.0627416
> .0727975
city78 | .0541309 .0200305 2.70 0.00
> 7
> .0147345
> .0935273
city79 | .0649779 .0166589 3.90 0.00
> 0
> .0322128
> .0977429
city80 | .0796591 .0300931 2.65 0.00
> 8
> .0204714
> .1388469
city81 | .1285102 .0426131 3.02 0.00
> 3
> .0446978
> .2123227
city82 | .0684327 .0226704 3.02 0.00
> 3
> .0238441
> .1130214
city83 | .0019271 .0338095 0.06 0.95
> 5
> -.0645703
> .0684245
city84 | .0964693 .0302653 3.19 0.00
> 2
> .0369428
> .1559958
city85 | .0111228 .0547584 0.20 0.83
> 9
> -.0965773
> .1188228
city86 | .0394735 .0173583 2.27 0.02
> 4
> .0053328
> .0736141
city87 | .0216691 .0174781 1.24 0.21
> 6
> -.0127073
> .0560455
city88 | .0342309 .0308123 1.11 0.26
> 7
> -.0263715
> .0948333
city89 | .064972 .0227686 2.85 0.00
> 5
> .0201903
> .1097538
city90 | .0601071 .0230458 2.61 0.00
> 9
> .01478
> .1054342
city91 | .0150556 .0235821 0.64 0.52
> 4
> -.0313262
> .0614374
city92 | .0325295 .0254154 1.28 0.20
> 1
> -.0174581
> .0825171
city93 | .0321513 .0186199 1.73 0.08
> 5
> -.0044707
> .0687734
city94 | .0351308 .038915 0.90 0.36
> 7
> -.0414082
> .1116698
city95 | .0595576 .0146879 4.05 0.00
> 0
> .030669
> .0884462
city96 | .1072969 .0399301 2.69 0.00
> 8
> .0287614
> .1858325
city97 | .152497 .0743037 2.05 0.04
> 1
> .0063546
> .2986394
city98 | .0872223 .0655505 1.33 0.18
> 4
> -.0417039
> .2161486
city99 | .1067341 .0389691 2.74 0.00
> 6
> .0300887
> .1833795
city100 | .023694 .0274901 0.86 0.38
> 9
> -.0303742
> .0777623
city101 | .1001864 .0354292 2.83 0.00
> 5
> .0305034
> .1698693
city102 | .0597499 .038476 1.55 0.12
> 1
> -.0159256
> .1354254
city103 | .0189719 .0227767 0.83 0.40
> 5
> -.0258259
> .0637696
city104 | .0727699 .0400627 1.82 0.07
> 0
> -.0060264
> .1515662
city105 | .1044493 .0604626 1.73 0.08
> 5
> -.0144701
> .2233686
city106 | .0455109 .0207047 2.20 0.02
> 9
> .0047883
> .0862334
city107 | .0694341 .0323504 2.15 0.03
> 3
> .0058066
> .1330616
city108 | .0929009 .062424 1.49 0.13
> 8
> -.0298761
> .2156779
city109 | .0184747 .0246216 0.75 0.45
> 4
> -.0299516
> .066901
city110 | .0039338 .0388474 0.10 0.91
> 9
> -.0724722
> .0803398
city111 | .0215392 .0229573 0.94 0.34
> 9
> -.0236137
> .0666922
city112 | .081181 .0548478 1.48 0.14
> 0
> -.026695
> .1890569
city113 | .1149093 .0517511 2.22 0.02
> 7
> .0131241
> .2166945
city114 | .1534789 .072968 2.10 0.03
> 6
> .0099638
> .2969941
city115 | .1192181 .044768 2.66 0.00
> 8
> .0311674
> .2072689
city116 | .0905008 .0455213 1.99 0.04
> 8
> .0009685
> .1800332
rg1y1 | -.0607076 .1080754 -0.56 0.57
> 5
> -.2732729
> .1518576
rg1y2 | -.1211312 .0673306 -1.80 0.07
> 3
> -.2535586
> .0112962
rg2y1 | -.0761921 .1166405 -0.65 0.51
> 4
> -.3056034
> .1532192
rg2y2 | -.1225513 .0683909 -1.79 0.07
> 4
> -.2570642
> .0119615
rg3y1 | -.0596401 .1159713 -0.51 0.60
> 7
> -.2877352
> .1684551
rg3y2 | -.0990102 .0663965 -1.49 0.13
> 7
> -.2296004
> .03158
rg4y1 | -.0318526 .1158667 -0.27 0.78
> 4
> -.2597419
> .1960368
rg4y2 | -.0820194 .0651454 -1.26 0.20
> 9
> -.2101489
> .0461102
rg5y1 | -.0417664 .1050347 -0.40 0.69
> 1
> -.2483512
> .1648184
rg5y2 | -.1007263 .0654766 -1.54 0.12
> 5
> -.2295073
> .0280546
rg6y1 | -.0604149 .1146247 -0.53 0.59
> 8
> -.2858614
> .1650316
rg6y2 | -.1006192 .0670479 -1.50 0.13
> 4
> -.2324906
> .0312523
rg7y1 | -.0645946 .1053231 -0.61 0.54
> 0
> -.2717466
> .1425575
rg7y2 | -.0788028 .0641344 -1.23 0.22
> 0
> -.2049439
> .0473382
rg8y1 | -.0535135 .0900028 -0.59 0.55
> 3
> -.2305333
> .1235062
rg8y2 | -.084936 .0583958 -1.45 0.14
> 7
> -.1997902
> .0299183
rg9y1 | -.0513319 .1026106 -0.50 0.61
> 7
> -.2531489
> .1504851
rg9y2 | -.0888667 .0637282 -1.39 0.16
> 4
> -.2142088
> .0364754
age | .0059463 .0009159 6.49 0.00
> 0
> .0041448
> .0077478
agesq | -.0000941 .0000102 -9.20 0.00
> 0
> -.0001143
> -.000074
married | -.0060842 .0023003 -2.64 0.00
> 9
> -.0106084
> -.0015599
black | -.0129816 .004104 -3.16 0.00
> 2
> -.0210535
> -.0049098
children | -.0573723 .0037768 -15.19 0.00
> 0
> -.0648007
> -.049944
child5 | -.0105284 .0029804 -3.53 0.00
> 0
> -.0163904
> -.0046664
_cons | -.2780213 .2808508 -0.99 0.32
> 3
> -.8304053
> .2743628
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg uhrswork (indep =ins) city1-city116 rg1y1-
> rg9y2 age agesq married black children child5 if m
> aster==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 6.1320e+06)
Instrumental variables (2SLS) regression
> Number of obs = 286158
> F(140, 347) = 230.27
> Prob > F = 0.0000
> R-squared = 0.1284
> Root MSE = 15.304
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
uhrswork | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0138709 .7992263 0.02 0.98
> 6
> -1.558067
> 1.585808
city1 | .7950896 1.61173 0.49 0.62
> 2
> -2.3749
> 3.965079
city2 | 1.051249 1.791522 0.59 0.55
> 8
> -2.47236
> 4.574858
city3 | .409634 1.855503 0.22 0.82
> 5
> -3.239813
> 4.059081
city4 | 1.443106 1.758443 0.82 0.41
> 2
> -2.015443
> 4.901654
city5 | 3.387575 1.154256 2.93 0.00
> 4
> 1.117356
> 5.657794
city6 | 1.703526 2.985679 0.57 0.56
> 9
> -4.168778
> 7.57583
city7 | 2.803215 1.700405 1.65 0.10
> 0
> -.5411828
> 6.147613
city8 | 1.849656 2.14627 0.86 0.38
> 9
> -2.371679
> 6.070992
city9 | 1.62701 2.250094 0.72 0.47
> 0
> -2.798528
> 6.052548
city10 | 1.346802 2.807589 0.48 0.63
> 2
> -4.175232
> 6.868835
city11 | .874948 1.75739 0.50 0.61
> 9
> -2.581528
> 4.331424
city12 | 2.387243 1.601486 1.49 0.13
> 7
> -.7625976
> 5.537084
city13 | .1451357 1.140896 0.13 0.89
> 9
> -2.098806
> 2.389077
city14 | .488865 1.920609 0.25 0.79
> 9
> -3.288635
> 4.266365
city15 | .3898727 2.615292 0.15 0.88
> 2
> -4.753947
> 5.533692
city16 | .9036636 1.846506 0.49 0.62
> 5
> -2.728088
> 4.535416
city17 | 2.263706 1.443328 1.57 0.11
> 8
> -.575066
> 5.102477
city18 | .950416 1.978227 0.48 0.63
> 1
> -2.940409
> 4.841241
city19 | 1.584897 2.521983 0.63 0.53
> 0
> -3.3754
> 6.545194
city20 | .2668085 1.76484 0.15 0.88
> 0
> -3.204321
> 3.737938
city21 | 1.142816 3.559034 0.32 0.74
> 8
> -5.857177
> 8.142809
city22 | 2.816576 1.671565 1.68 0.09
> 3
> -.4710975
> 6.10425
city23 | .4896223 2.267792 0.22 0.82
> 9
> -3.970725
> 4.949969
city24 | .9366931 2.464795 0.38 0.70
> 4
> -3.911124
> 5.78451
city25 | 1.910534 1.647041 1.16 0.24
> 7
> -1.328906
> 5.149974
city26 | 1.988273 2.177192 0.91 0.36
> 2
> -2.293881
> 6.270428
city27 | 3.064998 1.979488 1.55 0.12
> 2
> -.8283065
> 6.958303
city28 | 2.428357 3.315591 0.73 0.46
> 4
> -4.092826
> 8.949541
city29 | 3.718207 1.300371 2.86 0.00
> 5
> 1.160606
> 6.275808
city30 | 2.641073 1.856913 1.42 0.15
> 6
> -1.011147
> 6.293293
city31 | 2.057817 2.632597 0.78 0.43
> 5
> -3.120038
> 7.235672
city32 | 5.799454 1.690698 3.43 0.00
> 1
> 2.474148
> 9.12476
city33 | 1.73658 2.964287 0.59 0.55
> 8
> -4.09365
> 7.56681
city34 | 0 (omitted)
city35 | 3.473284 2.165394 1.60 0.11
> 0
> -.7856638
> 7.732233
city36 | .9740985 1.370835 0.71 0.47
> 8
> -1.722093
> 3.67029
city37 | 4.039773 1.406755 2.87 0.00
> 4
> 1.272933
> 6.806613
city38 | .4337946 2.407713 0.18 0.85
> 7
> -4.301752
> 5.169341
city39 | 2.943931 1.453539 2.03 0.04
> 4
> .0850753
> 5.802786
city40 | .9201841 2.356656 0.39 0.69
> 6
> -3.714943
> 5.555311
city41 | 2.11971 1.764209 1.20 0.23
> 0
> -1.350178
> 5.589599
city42 | 1.287192 2.470957 0.52 0.60
> 3
> -3.572745
> 6.147129
city43 | 2.439964 2.175728 1.12 0.26
> 3
> -1.83931
> 6.719237
city44 | 1.142345 1.68082 0.68 0.49
> 7
> -2.163532
> 4.448223
city45 | .5704059 1.76331 0.32 0.74
> 7
> -2.897715
> 4.038527
city46 | 2.686847 1.846556 1.46 0.14
> 7
> -.9450038
> 6.318699
city47 | 2.271269 3.412207 0.67 0.50
> 6
> -4.439942
> 8.98248
city48 | 2.629853 2.319219 1.13 0.25
> 8
> -1.931642
> 7.191349
city49 | 1.527209 1.389354 1.10 0.27
> 2
> -1.205407
> 4.259824
city50 | 1.304453 2.150915 0.61 0.54
> 5
> -2.926018
> 5.534925
city51 | 2.614019 1.231908 2.12 0.03
> 5
> .1910725
> 5.036966
city52 | 4.526669 2.183138 2.07 0.03
> 9
> .23282
> 8.820518
city53 | .6613312 1.785832 0.37 0.71
> 1
> -2.851085
> 4.173748
city54 | 2.20876 1.762313 1.25 0.21
> 1
> -1.257399
> 5.674919
city55 | 2.076976 2.483682 0.84 0.40
> 4
> -2.807989
> 6.961941
city56 | 2.712547 1.656528 1.64 0.10
> 2
> -.5455513
> 5.970645
city57 | .7063277 4.228036 0.17 0.86
> 7
> -7.609476
> 9.022131
city58 | 1.401451 2.006294 0.70 0.48
> 5
> -2.544576
> 5.347478
city59 | 1.065053 1.145565 0.93 0.35
> 3
> -1.188073
> 3.318179
city60 | .2527353 1.931765 0.13 0.89
> 6
> -3.546706
> 4.052177
city61 | 1.323822 2.966249 0.45 0.65
> 6
> -4.510268
> 7.157911
city62 | 2.209519 2.000457 1.10 0.27
> 0
> -1.725028
> 6.144067
city63 | 3.325414 2.097334 1.59 0.11
> 4
> -.799674
> 7.450501
city64 | .2068247 1.633239 0.13 0.89
> 9
> -3.00547
> 3.419119
city65 | 1.562437 2.244555 0.70 0.48
> 7
> -2.852208
> 5.977083
city66 | .1883308 2.35106 0.08 0.93
> 6
> -4.435791
> 4.812452
city67 | -.2736338 3.691111 -0.07 0.94
> 1
> -7.533399
> 6.986132
city68 | -1.532573 2.44077 -0.63 0.53
> 0
> -6.333139
> 3.267992
city69 | -.3511158 2.17583 -0.16 0.87
> 2
> -4.630591
> 3.928359
city70 | .8431037 2.08242 0.40 0.68
> 6
> -3.252649
> 4.938856
city71 | .1354522 2.471502 0.05 0.95
> 6
> -4.725558
> 4.996462
city72 | 2.489471 2.036141 1.22 0.22
> 2
> -1.51526
> 6.494201
city73 | 4.366337 1.437239 3.04 0.00
> 3
> 1.539541
> 7.193133
city74 | 1.255249 2.400254 0.52 0.60
> 1
> -3.465629
> 5.976127
city75 | 4.561127 1.438562 3.17 0.00
> 2
> 1.731728
> 7.390525
city76 | .5213178 2.938484 0.18 0.85
> 9
> -5.258164
> 6.300799
city77 | 1.817661 3.04114 0.60 0.55
> 0
> -4.163727
> 7.799049
city78 | .7909491 2.091035 0.38 0.70
> 5
> -3.321749
> 4.903647
city79 | 1.234882 2.278021 0.54 0.58
> 8
> -3.245585
> 5.715348
city80 | .1818275 2.125501 0.09 0.93
> 2
> -3.99866
> 4.362315
city81 | 1.344326 1.617665 0.83 0.40
> 7
> -1.837337
> 4.525988
city82 | 1.780358 2.113364 0.84 0.40
> 0
> -2.376256
> 5.936973
city83 | 2.262663 2.958 0.76 0.44
> 5
> -3.555202
> 8.080529
city84 | 2.40646 1.878087 1.28 0.20
> 1
> -1.287407
> 6.100327
city85 | 1.413465 1.501388 0.94 0.34
> 7
> -1.539501
> 4.366431
city86 | .3159587 2.187404 0.14 0.88
> 5
> -3.986281
> 4.618198
city87 | 2.614359 2.568047 1.02 0.30
> 9
> -2.436537
> 7.665256
city88 | -.5994638 1.851363 -0.32 0.74
> 6
> -4.240769
> 3.041841
city89 | 1.089946 2.162554 0.50 0.61
> 5
> -3.163417
> 5.34331
city90 | 2.983618 2.551992 1.17 0.24
> 3
> -2.035701
> 8.002936
city91 | .511959 2.804431 0.18 0.85
> 5
> -5.003863
> 6.027781
city92 | -.0331636 2.6973 -0.01 0.99
> 0
> -5.338277
> 5.27195
city93 | .9309077 2.537473 0.37 0.71
> 4
> -4.059855
> 5.921671
city94 | -2.035134 1.785873 -1.14 0.25
> 5
> -5.547632
> 1.477364
city95 | .3893061 2.290977 0.17 0.86
> 5
> -4.116642
> 4.895254
city96 | .8346699 1.647848 0.51 0.61
> 3
> -2.406357
> 4.075697
city97 | 2.278183 1.789708 1.27 0.20
> 4
> -1.241859
> 5.798224
city98 | 1.490657 1.291252 1.15 0.24
> 9
> -1.049009
> 4.030324
city99 | 1.006433 1.671603 0.60 0.54
> 8
> -2.281316
> 4.294181
city100 | 1.443865 1.912755 0.75 0.45
> 1
> -2.318188
> 5.205918
city101 | 1.200245 1.715185 0.70 0.48
> 5
> -2.173223
> 4.573712
city102 | 2.57353 1.65885 1.55 0.12
> 2
> -.689136
> 5.836197
city103 | .9202843 2.775587 0.33 0.74
> 0
> -4.538807
> 6.379376
city104 | 1.942564 1.650862 1.18 0.24
> 0
> -1.304391
> 5.189518
city105 | .6470746 1.417769 0.46 0.64
> 8
> -2.141428
> 3.435577
city106 | .1447025 2.023358 0.07 0.94
> 3
> -3.834886
> 4.124291
city107 | 1.689028 1.829203 0.92 0.35
> 6
> -1.908692
> 5.286747
city108 | 2.040751 1.412116 1.45 0.14
> 9
> -.7366326
> 4.818135
city109 | .2868316 2.151113 0.13 0.89
> 4
> -3.944029
> 4.517692
city110 | 1.83433 3.077539 0.60 0.55
> 2
> -4.218648
> 7.887307
city111 | -1.68943 2.165224 -0.78 0.43
> 6
> -5.948044
> 2.569184
city112 | 3.31778 1.443706 2.30 0.02
> 2
> .4782635
> 6.157296
city113 | .478514 1.851937 0.26 0.79
> 6
> -3.16392
> 4.120948
city114 | 1.103689 1.295678 0.85 0.39
> 5
> -1.444682
> 3.652059
city115 | 3.292757 1.565263 2.10 0.03
> 6
> .2141596
> 6.371355
city116 | 2.012506 1.589355 1.27 0.20
> 6
> -1.113476
> 5.138489
rg1y1 | -5.215694 .5307478 -9.83 0.00
> 0
> -6.259581
> -4.171806
rg1y2 | -2.287912 .0943057 -24.26 0.00
> 0
> -2.473395
> -2.102429
rg2y1 | -6.258283 .8522332 -7.34 0.00
> 0
> -7.934476
> -4.582091
rg2y2 | -1.852413 .2930513 -6.32 0.00
> 0
> -2.428793
> -1.276033
rg3y1 | -5.476196 .7515532 -7.29 0.00
> 0
> -6.954369
> -3.998023
rg3y2 | -1.795437 .1421511 -12.63 0.00
> 0
> -2.075023
> -1.515851
rg4y1 | -5.853116 .8142359 -7.19 0.00
> 0
> -7.454575
> -4.251658
rg4y2 | -1.895222 .2985669 -6.35 0.00
> 0
> -2.482451
> -1.307994
rg5y1 | -5.115748 .4208774 -12.15 0.00
> 0
> -5.94354
> -4.287956
rg5y2 | -1.023453 .1607443 -6.37 0.00
> 0
> -1.339609
> -.7072973
rg6y1 | -3.468637 .6730158 -5.15 0.00
> 0
> -4.792341
> -2.144934
rg6y2 | -.4880079 .3307279 -1.48 0.14
> 1
> -1.138491
> .1624755
rg7y1 | -4.529875 .4223566 -10.73 0.00
> 0
> -5.360577
> -3.699174
rg7y2 | -1.094438 .2455486 -4.46 0.00
> 0
> -1.577389
> -.6114875
rg8y1 | -5.821368 .2567804 -22.67 0.00
> 0
> -6.32641
> -5.316326
rg8y2 | -1.542806 .3579779 -4.31 0.00
> 0
> -2.246886
> -.8387269
rg9y1 | -5.677548 .3438463 -16.51 0.00
> 0
> -6.353833
> -5.001263
rg9y2 | -1.107068 .1881998 -5.88 0.00
> 0
> -1.477223
> -.7369118
age | 1.745718 .0446313 39.11 0.00
> 0
> 1.657936
> 1.8335
agesq | -.0234908 .0005133 -45.76 0.00
> 0
> -.0245004
> -.0224812
married | -2.737641 .0889054 -30.79 0.00
> 0
> -2.912502
> -2.562779
black | 1.521415 .1629454 9.34 0.00
> 0
> 1.200931
> 1.8419
children | -6.095604 .1334886 -45.66 0.00
> 0
> -6.358153
> -5.833056
child5 | -6.256619 .1537726 -40.69 0.00
> 0
> -6.559062
> -5.954175
_cons | 9.977223 4.50805 2.21 0.02
> 8
> 1.110682
> 18.84376
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg uhrswork (indep =ins) lwagehourgradmorey70
> y1- lfwomencollegeplus70y2 city1-city116 rg1y1-rg9
> y2 age agesq married black children child5 if mast
> er==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 6.1320e+06)
Instrumental variables (2SLS) regression
> Number of obs = 286158
> F(152, 347) = 288.69
> Prob > F = 0.0000
> R-squared = 0.1285
> Root MSE = 15.303
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
uhrswork | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | -.2454229 .8538328 -0.29 0.77
> 4
> -1.924762
> 1.433916
lwagehourg~1 | -.5403939 .6866792 -0.79 0.43
> 2
> -1.890971
> .8101831
lwagehourg~2 | .7171467 .6595809 1.09 0.27
> 8
> -.5801329
> 2.014426
fcollegepl~1 | -13.77523 5.527045 -2.49 0.01
> 3
> -24.64595
> -2.904502
fcollegepl~2 | -6.490282 4.77033 -1.36 0.17
> 5
> -15.87268
> 2.892118
agmin70y1 | 4.775519 8.60258 0.56 0.57
> 9
> -12.14424
> 21.69528
agmin70y2 | 7.628788 4.758302 1.60 0.11
> 0
> -1.729954
> 16.98753
manufact70y1 | -1.95785 1.497276 -1.31 0.19
> 2
> -4.902728
> .9870284
manufact70y2 | -3.883591 1.315228 -2.95 0.00
> 3
> -6.470413
> -1.296768
hsservices~1 | 5.704077 4.733168 1.21 0.22
> 9
> -3.605232
> 15.01339
hsservices~2 | -6.731231 3.852467 -1.75 0.08
> 1
> -14.30836
> .845893
lfwomencol~1 | 2.465504 2.140798 1.15 0.25
> 0
> -1.745068
> 6.676077
lfwomencol~2 | .6825841 1.930969 0.35 0.72
> 4
> -3.115291
> 4.48046
city1 | 1.691118 1.709081 0.99 0.32
> 3
> -1.670343
> 5.05258
city2 | 1.91453 1.929587 0.99 0.32
> 2
> -1.880628
> 5.709688
city3 | 1.223812 1.89126 0.65 0.51
> 8
> -2.495963
> 4.943587
city4 | 2.331758 1.862228 1.25 0.21
> 1
> -1.330917
> 5.994433
city5 | 3.935914 1.329663 2.96 0.00
> 3
> 1.320701
> 6.551126
city6 | 3.039333 3.136809 0.97 0.33
> 3
> -3.130219
> 9.208884
city7 | 3.45704 1.852918 1.87 0.06
> 3
> -.1873228
> 7.101403
city8 | 3.023486 2.274027 1.33 0.18
> 5
> -1.449125
> 7.496098
city9 | 1.583854 2.564385 0.62 0.53
> 7
> -3.45984
> 6.627549
city10 | 2.555462 2.8826 0.89 0.37
> 6
> -3.114105
> 8.225029
city11 | 1.885963 1.867024 1.01 0.31
> 3
> -1.786144
> 5.558069
city12 | 3.137321 1.665977 1.88 0.06
> 1
> -.139363
> 6.414005
city13 | .7416307 1.299808 0.57 0.56
> 9
> -1.814864
> 3.298125
city14 | 1.263565 1.99975 0.63 0.52
> 8
> -2.669592
> 5.196721
city15 | 1.588125 2.739131 0.58 0.56
> 2
> -3.799264
> 6.975514
city16 | 1.871566 1.959081 0.96 0.34
> 0
> -1.981601
> 5.724733
city17 | 2.900291 1.525394 1.90 0.05
> 8
> -.0998913
> 5.900472
city18 | 1.53957 2.007557 0.77 0.44
> 4
> -2.408941
> 5.488081
city19 | 2.747866 2.627528 1.05 0.29
> 6
> -2.420018
> 7.91575
city20 | 1.160864 1.854803 0.63 0.53
> 2
> -2.487206
> 4.808935
city21 | 2.644876 3.737794 0.71 0.48
> 0
> -4.706708
> 9.99646
city22 | 3.499974 1.767 1.98 0.04
> 8
> .0245969
> 6.975352
city23 | 1.513733 2.360411 0.64 0.52
> 2
> -3.12878
> 6.156245
city24 | 2.103207 2.558393 0.82 0.41
> 2
> -2.928702
> 7.135117
city25 | 2.725882 1.733298 1.57 0.11
> 7
> -.683211
> 6.134975
city26 | 3.05326 2.278331 1.34 0.18
> 1
> -1.427815
> 7.534335
city27 | 3.306174 2.208879 1.50 0.13
> 5
> -1.038303
> 7.650651
city28 | 4.007206 3.433121 1.17 0.24
> 4
> -2.745139
> 10.75955
city29 | 4.193042 1.444542 2.90 0.00
> 4
> 1.351883
> 7.034202
city30 | 3.540218 1.960409 1.81 0.07
> 2
> -.3155616
> 7.395997
city31 | 3.381812 2.774532 1.22 0.22
> 4
> -2.075205
> 8.838828
city32 | 6.38016 1.776864 3.59 0.00
> 0
> 2.885382
> 9.874938
city33 | 3.06773 3.07416 1.00 0.31
> 9
> -2.978601
> 9.114061
city34 | 0 (omitted)
city35 | 4.403901 2.280282 1.93 0.05
> 4
> -.0810122
> 8.888814
city36 | 1.596237 1.497873 1.07 0.28
> 7
> -1.349815
> 4.542289
city37 | 4.554952 1.563668 2.91 0.00
> 4
> 1.479492
> 7.630412
city38 | 1.219469 2.581832 0.47 0.63
> 7
> -3.858539
> 6.297478
city39 | 3.650839 1.584093 2.30 0.02
> 2
> .5352083
> 6.766471
city40 | 1.177923 2.673157 0.44 0.66
> 0
> -4.079706
> 6.435552
city41 | 2.980324 1.892533 1.57 0.11
> 6
> -.7419559
> 6.702604
city42 | 2.57141 2.584974 0.99 0.32
> 1
> -2.512779
> 7.6556
city43 | 3.643556 2.291057 1.59 0.11
> 3
> -.8625491
> 8.149661
city44 | 1.850008 1.790961 1.03 0.30
> 2
> -1.672497
> 5.372512
city45 | 1.581632 1.83083 0.86 0.38
> 8
> -2.019287
> 5.182552
city46 | 3.453391 2.004069 1.72 0.08
> 6
> -.4882606
> 7.395043
city47 | 3.682789 3.588427 1.03 0.30
> 5
> -3.375016
> 10.74059
city48 | 3.651461 2.368462 1.54 0.12
> 4
> -1.006887
> 8.309808
city49 | 2.187755 1.541387 1.42 0.15
> 7
> -.8438831
> 5.219392
city50 | 1.984836 2.218116 0.89 0.37
> 1
> -2.377808
> 6.34748
city51 | 2.615437 1.382495 1.89 0.05
> 9
> -.1036881
> 5.334562
city52 | 5.464665 2.333628 2.34 0.02
> 0
> .8748299
> 10.0545
city53 | 1.62785 1.864447 0.87 0.38
> 3
> -2.039188
> 5.294889
city54 | 3.025482 1.89708 1.59 0.11
> 2
> -.7057416
> 6.756705
city55 | 2.905605 2.591018 1.12 0.26
> 3
> -2.190472
> 8.001681
city56 | 3.420877 1.777215 1.92 0.05
> 5
> -.0745913
> 6.916346
city57 | 2.481004 4.430948 0.56 0.57
> 6
> -6.23389
> 11.1959
city58 | 2.417673 2.127008 1.14 0.25
> 6
> -1.765778
> 6.601123
city59 | 1.722217 1.27732 1.35 0.17
> 8
> -.790047
> 4.234482
city60 | 1.115169 2.027799 0.55 0.58
> 3
> -2.873155
> 5.103493
city61 | 2.358551 3.090634 0.76 0.44
> 6
> -3.720182
> 8.437284
city62 | 3.242 2.099793 1.54 0.12
> 4
> -.8879225
> 7.371922
city63 | 4.484508 2.180387 2.06 0.04
> 0
> .19607
> 8.772946
city64 | .7227674 1.736307 0.42 0.67
> 7
> -2.692242
> 4.137777
city65 | 2.697011 2.351398 1.15 0.25
> 2
> -1.927775
> 7.321798
city66 | 1.124342 2.429423 0.46 0.64
> 4
> -3.653907
> 5.90259
city67 | 1.205073 3.959757 0.30 0.76
> 1
> -6.583071
> 8.993218
city68 | -.3146792 2.546072 -0.12 0.90
> 2
> -5.322355
> 4.692997
city69 | .8071387 2.301705 0.35 0.72
> 6
> -3.719909
> 5.334187
city70 | 1.536626 2.2989 0.67 0.50
> 4
> -2.984905
> 6.058156
city71 | 1.49007 2.584114 0.58 0.56
> 5
> -3.592427
> 6.572567
city72 | 3.427 2.132231 1.61 0.10
> 9
> -.7667242
> 7.620723
city73 | 4.930694 1.521944 3.24 0.00
> 1
> 1.937299
> 7.92409
city74 | 2.085088 2.470766 0.84 0.39
> 9
> -2.774474
> 6.944651
city75 | 5.035535 1.634271 3.08 0.00
> 2
> 1.821211
> 8.249858
city76 | 1.764045 3.085375 0.57 0.56
> 8
> -4.304345
> 7.832434
city77 | 3.155496 3.177706 0.99 0.32
> 1
> -3.094492
> 9.405484
city78 | 1.752162 2.173138 0.81 0.42
> 1
> -2.522017
> 6.026342
city79 | 2.301204 2.401805 0.96 0.33
> 9
> -2.422723
> 7.025131
city80 | 1.084871 2.236669 0.49 0.62
> 8
> -3.314264
> 5.484005
city81 | 2.066144 1.824694 1.13 0.25
> 8
> -1.522708
> 5.654997
city82 | 2.811474 2.202576 1.28 0.20
> 3
> -1.520606
> 7.143555
city83 | 3.28271 3.105178 1.06 0.29
> 1
> -2.824629
> 9.390049
city84 | 3.589918 1.991105 1.80 0.07
> 2
> -.3262353
> 7.50607
city85 | 2.267061 1.551381 1.46 0.14
> 5
> -.7842321
> 5.318355
city86 | 1.098377 2.281404 0.48 0.63
> 1
> -3.388742
> 5.585496
city87 | 3.686545 2.691951 1.37 0.17
> 2
> -1.608048
> 8.981138
city88 | .0672626 2.110667 0.03 0.97
> 5
> -4.084048
> 4.218574
city89 | 2.003372 2.293187 0.87 0.38
> 3
> -2.506923
> 6.513667
city90 | 3.921277 2.665339 1.47 0.14
> 2
> -1.320977
> 9.16353
city91 | 1.686531 2.881908 0.59 0.55
> 9
> -3.981675
> 7.354738
city92 | 1.350711 2.811873 0.48 0.63
> 1
> -4.179749
> 6.881171
city93 | 2.554409 2.623867 0.97 0.33
> 1
> -2.606277
> 7.715094
city94 | -1.076819 1.965744 -0.55 0.58
> 4
> -4.94309
> 2.789453
city95 | 1.630823 2.394887 0.68 0.49
> 6
> -3.079498
> 6.341143
city96 | 1.501085 1.760239 0.85 0.39
> 4
> -1.960995
> 4.963165
city97 | 2.945527 1.787957 1.65 0.10
> 0
> -.5710694
> 6.462123
city98 | 1.726441 1.493276 1.16 0.24
> 8
> -1.210571
> 4.663453
city99 | 1.631288 1.772783 0.92 0.35
> 8
> -1.855464
> 5.11804
city100 | 2.013098 2.002257 1.01 0.31
> 5
> -1.924989
> 5.951186
city101 | 2.088832 1.849205 1.13 0.25
> 9
> -1.548228
> 5.725893
city102 | 3.241182 1.769617 1.83 0.06
> 8
> -.2393429
> 6.721707
city103 | 1.932386 2.869311 0.67 0.50
> 1
> -3.711045
> 7.575816
city104 | 2.724663 1.738376 1.57 0.11
> 8
> -.6944175
> 6.143743
city105 | 1.496303 1.545875 0.97 0.33
> 4
> -1.544162
> 4.536767
city106 | 1.112003 2.166448 0.51 0.60
> 8
> -3.149019
> 5.373025
city107 | 2.516882 1.932007 1.30 0.19
> 4
> -1.283035
> 6.316799
city108 | 2.610982 1.607714 1.62 0.10
> 5
> -.5511077
> 5.773071
city109 | 1.069125 2.237942 0.48 0.63
> 3
> -3.332513
> 5.470764
city110 | 3.354194 3.262408 1.03 0.30
> 5
> -3.062388
> 9.770776
city111 | -.8918486 2.252327 -0.40 0.69
> 2
> -5.321778
> 3.538081
city112 | 3.955491 1.54079 2.57 0.01
> 1
> .9250281
> 6.985955
city113 | 1.396887 1.850492 0.75 0.45
> 1
> -2.242704
> 5.036479
city114 | 1.717644 1.425859 1.20 0.22
> 9
> -1.08677
> 4.522058
city115 | 4.045007 1.712542 2.36 0.01
> 9
> .6767384
> 7.413275
city116 | 2.659501 1.724588 1.54 0.12
> 4
> -.7324609
> 6.051463
rg1y1 | -4.624064 3.00749 -1.54 0.12
> 5
> -10.53927
> 1.291139
rg1y2 | -1.184743 2.180077 -0.54 0.58
> 7
> -5.47257
> 3.103085
rg2y1 | -5.772283 3.164321 -1.82 0.06
> 9
> -11.99595
> .4513802
rg2y2 | -1.183033 2.200358 -0.54 0.59
> 1
> -5.510749
> 3.144684
rg3y1 | -4.876363 3.16659 -1.54 0.12
> 4
> -11.10449
> 1.351761
rg3y2 | -1.099424 2.169816 -0.51 0.61
> 3
> -5.367071
> 3.168222
rg4y1 | -5.481289 3.181273 -1.72 0.08
> 6
> -11.73829
> .7757151
rg4y2 | -1.219283 2.142903 -0.57 0.57
> 0
> -5.433997
> 2.99543
rg5y1 | -4.721306 2.830914 -1.67 0.09
> 6
> -10.28922
> .8466029
rg5y2 | -.583583 2.115143 -0.28 0.78
> 3
> -4.743698
> 3.576532
rg6y1 | -3.311986 3.072097 -1.08 0.28
> 2
> -9.354261
> 2.730289
rg6y2 | -.1572656 2.218795 -0.07 0.94
> 4
> -4.521244
> 4.206713
rg7y1 | -4.404654 2.897267 -1.52 0.12
> 9
> -10.10307
> 1.293761
rg7y2 | -.8649463 2.068414 -0.42 0.67
> 6
> -4.933153
> 3.20326
rg8y1 | -5.612202 2.57472 -2.18 0.03
> 0
> -10.67622
> -.5481805
rg8y2 | -1.216768 1.956068 -0.62 0.53
> 4
> -5.064011
> 2.630474
rg9y1 | -5.290033 2.793581 -1.89 0.05
> 9
> -10.78451
> .2044486
rg9y2 | -.6336545 2.10232 -0.30 0.76
> 3
> -4.768549
> 3.50124
age | 1.746809 .044689 39.09 0.00
> 0
> 1.658914
> 1.834705
agesq | -.0235034 .000514 -45.72 0.00
> 0
> -.0245144
> -.0224924
married | -2.73676 .0887763 -30.83 0.00
> 0
> -2.911367
> -2.562153
black | 1.521787 .1634209 9.31 0.00
> 0
> 1.200367
> 1.843207
children | -6.0975 .1334313 -45.70 0.00
> 0
> -6.359935
> -5.835064
child5 | -6.257108 .1537672 -40.69 0.00
> 0
> -6.559541
> -5.954675
_cons | 10.92684 4.920259 2.22 0.02
> 7
> 1.249557
> 20.60412
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg lflw (indep =ins) city1-city116 rg1y1-rg9y
> 2 age agesq married black children child5 if maste
> r==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 6.1395e+06)
Instrumental variables (2SLS) regression
> Number of obs = 286506
> F(140, 347) = 108.87
> Prob > F = 0.0000
> R-squared = 0.0985
> Root MSE = .34574
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
lflw | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | -.0654707 .0276406 -2.37 0.01
> 8
> -.119835
> -.0111065
city1 | .0987814 .0435796 2.27 0.02
> 4
> .013068
> .1844947
city2 | .1331001 .0470619 2.83 0.00
> 5
> .0405376
> .2256625
city3 | .105664 .0518967 2.04 0.04
> 3
> .0035924
> .2077356
city4 | .1031887 .0436547 2.36 0.01
> 9
> .0173275
> .1890498
city5 | .0585784 .0294024 1.99 0.04
> 7
> .0007491
> .1164078
city6 | .2058893 .0966214 2.13 0.03
> 4
> .015852
> .3959265
city7 | .0926823 .0476465 1.95 0.05
> 3
> -.0010299
> .1863945
city8 | .148161 .0651078 2.28 0.02
> 3
> .0201055
> .2762166
city9 | .1535347 .064413 2.38 0.01
> 8
> .0268457
> .2802238
city10 | .2157 .0907905 2.38 0.01
> 8
> .037131
> .394269
city11 | .0869786 .0482254 1.80 0.07
> 2
> -.0078723
> .1818296
city12 | .0957414 .0433524 2.21 0.02
> 8
> .0104748
> .181008
city13 | .049291 .0201982 2.44 0.01
> 5
> .0095646
> .0890173
city14 | .084157 .0543747 1.55 0.12
> 3
> -.0227885
> .1911025
city15 | .2033238 .0828227 2.45 0.01
> 5
> .0404261
> .3662216
city16 | .1435815 .0543603 2.64 0.00
> 9
> .0366643
> .2504987
city17 | .0689695 .03276 2.11 0.03
> 6
> .0045363
> .1334028
city18 | .1011303 .0547261 1.85 0.06
> 5
> -.0065065
> .208767
city19 | .1858972 .079177 2.35 0.01
> 9
> .03017
> .3416245
city20 | .0971347 .0482519 2.01 0.04
> 5
> .0022317
> .1920378
city21 | .2735011 .1169763 2.34 0.02
> 0
> .0434292
> .5035729
city22 | .1367717 .0448327 3.05 0.00
> 2
> .0485937
> .2249497
city23 | .1533622 .0698208 2.20 0.02
> 9
> .016037
> .2906873
city24 | .1934838 .0762772 2.54 0.01
> 2
> .04346
> .3435076
city25 | .1124661 .0462589 2.43 0.01
> 6
> .021483
> .2034493
city26 | .1547013 .066225 2.34 0.02
> 0
> .0244484
> .2849542
city27 | .1044542 .0467678 2.23 0.02
> 6
> .0124701
> .1964383
city28 | .2320761 .1077425 2.15 0.03
> 2
> .0201656
> .4439866
city29 | .0680606 .033554 2.03 0.04
> 3
> .0020658
> .1340554
city30 | .1515684 .0538635 2.81 0.00
> 5
> .0456284
> .2575084
city31 | .1896251 .0833297 2.28 0.02
> 3
> .0257302
> .35352
city32 | .0952864 .030795 3.09 0.00
> 2
> .034718
> .1558548
city33 | .23784 .0960003 2.48 0.01
> 4
> .0490242
> .4266557
city34 | 0 (omitted)
city35 | .1663863 .0651432 2.55 0.01
> 1
> .038261
> .2945115
city36 | .0604541 .0293419 2.06 0.04
> 0
> .0027438
> .1181644
city37 | .1275354 .043339 2.94 0.00
> 3
> .0422951
> .2127756
city38 | .1494671 .0750033 1.99 0.04
> 7
> .0019488
> .2969853
city39 | .0888997 .0400698 2.22 0.02
> 7
> .0100894
> .1677099
city40 | .1733364 .0739044 2.35 0.02
> 0
> .0279794
> .3186934
city41 | .1417345 .049486 2.86 0.00
> 4
> .0444044
> .2390647
city42 | .1682318 .077798 2.16 0.03
> 1
> .0152168
> .3212468
city43 | .1512722 .0670583 2.26 0.02
> 5
> .0193802
> .2831641
city44 | .1278614 .0472711 2.70 0.00
> 7
> .0348875
> .2208353
city45 | .1425593 .0507832 2.81 0.00
> 5
> .0426777
> .2424409
city46 | .1498985 .053086 2.82 0.00
> 5
> .0454876
> .2543094
city47 | .248354 .1111228 2.23 0.02
> 6
> .029795
> .4669131
city48 | .1696306 .0705934 2.40 0.01
> 7
> .0307857
> .3084754
city49 | .0816801 .0343437 2.38 0.01
> 8
> .0141321
> .149228
city50 | .118684 .0629926 1.88 0.06
> 0
> -.0052114
> .2425794
city51 | .0923245 .0223113 4.14 0.00
> 0
> .0484421
> .136207
city52 | .1917076 .0661472 2.90 0.00
> 4
> .0616077
> .3218075
city53 | .1004266 .0507376 1.98 0.04
> 9
> .0006347
> .2002184
city54 | .1125949 .049593 2.27 0.02
> 4
> .0150542
> .2101356
city55 | .1886756 .0779456 2.42 0.01
> 6
> .0353703
> .341981
city56 | .0884445 .0390225 2.27 0.02
> 4
> .0116942
> .1651949
city57 | .3257866 .1402446 2.32 0.02
> 1
> .0499502
> .6016231
city58 | .1477986 .0587402 2.52 0.01
> 2
> .032267
> .2633303
city59 | .0446851 .0219745 2.03 0.04
> 3
> .001465
> .0879051
city60 | .1046686 .0572229 1.83 0.06
> 8
> -.0078788
> .2172159
city61 | .2209057 .0956574 2.31 0.02
> 2
> .0327644
> .409047
city62 | .1631762 .0599641 2.72 0.00
> 7
> .0452375
> .281115
city63 | .1859974 .0631336 2.95 0.00
> 3
> .0618248
> .3101701
city64 | .0684513 .0434269 1.58 0.11
> 6
> -.0169617
> .1538644
city65 | .1554481 .0687091 2.26 0.02
> 4
> .0203093
> .2905868
city66 | .147213 .0723525 2.03 0.04
> 3
> .0049083
> .2895176
city67 | .2959555 .1234235 2.40 0.01
> 7
> .0532033
> .5387078
city68 | .1763176 .0778991 2.26 0.02
> 4
> .0231038
> .3295314
city69 | .1572626 .0666802 2.36 0.01
> 9
> .0261144
> .2884108
city70 | .1623714 .0619037 2.62 0.00
> 9
> .0406177
> .2841252
city71 | .1792984 .0774685 2.31 0.02
> 1
> .0269315
> .3316652
city72 | .1321521 .0601797 2.20 0.02
> 9
> .0137892
> .250515
city73 | .107682 .02834 3.80 0.00
> 0
> .0519422
> .1634219
city74 | .1494085 .0738197 2.02 0.04
> 4
> .0042182
> .2945989
city75 | .0797617 .0319388 2.50 0.01
> 3
> .0169438
> .1425797
city76 | .227301 .094993 2.39 0.01
> 7
> .0404665
> .4141354
city77 | .206143 .0986144 2.09 0.03
> 7
> .0121858
> .4001001
city78 | .1374136 .0627481 2.19 0.02
> 9
> .013999
> .2608281
city79 | .1686851 .0696973 2.42 0.01
> 6
> .0316028
> .3057675
city80 | .1791299 .0650761 2.75 0.00
> 6
> .0511367
> .3071231
city81 | .1100113 .0428254 2.57 0.01
> 1
> .0257812
> .1942414
city82 | .1513198 .063673 2.38 0.01
> 8
> .0260861
> .2765534
city83 | .2316001 .0948286 2.44 0.01
> 5
> .045089
> .4181113
city84 | .1568952 .0543009 2.89 0.00
> 4
> .0500949
> .2636956
city85 | .0800388 .0424244 1.89 0.06
> 0
> -.0034024
> .1634801
city86 | .1472863 .0657584 2.24 0.02
> 6
> .0179512
> .2766214
city87 | .2110551 .0807232 2.61 0.00
> 9
> .0522867
> .3698234
city88 | .0607886 .0501515 1.21 0.22
> 6
> -.0378505
> .1594277
city89 | .1385559 .0639831 2.17 0.03
> 1
> .0127125
> .2643993
city90 | .1791688 .0802272 2.23 0.02
> 6
> .0213759
> .3369616
city91 | .1881473 .088667 2.12 0.03
> 5
> .0137549
> .3625396
city92 | .1751492 .0896618 1.95 0.05
> 2
> -.0011998
> .3514981
city93 | .1682542 .0781057 2.15 0.03
> 2
> .0146341
> .3218743
city94 | .0758583 .0471524 1.61 0.10
> 9
> -.0168822
> .1685987
city95 | .160072 .0702519 2.28 0.02
> 3
> .0218989
> .2982451
city96 | .0636085 .0427248 1.49 0.13
> 7
> -.0204237
> .1476408
city97 | .0598893 .030633 1.96 0.05
> 1
> -.0003604
> .1201389
city98 | .0727137 .0284354 2.56 0.01
> 1
> .0167863
> .128641
city99 | .1551217 .0448508 3.46 0.00
> 1
> .066908
> .2433353
city100 | .1452194 .0580621 2.50 0.01
> 3
> .0310215
> .2594174
city101 | .1362349 .0528026 2.58 0.01
> 0
> .0323814
> .2400884
city102 | .1217842 .0473328 2.57 0.01
> 0
> .0286888
> .2148795
city103 | .1795685 .0882837 2.03 0.04
> 3
> .00593
> .3532069
city104 | .1359371 .0448965 3.03 0.00
> 3
> .0476336
> .2242407
city105 | .0714484 .0285738 2.50 0.01
> 3
> .0152486
> .1276481
city106 | .0964731 .0601688 1.60 0.11
> 0
> -.0218683
> .2148145
city107 | .0944725 .0534963 1.77 0.07
> 8
> -.0107453
> .1996903
city108 | .0840215 .0357883 2.35 0.01
> 9
> .0136322
> .1544107
city109 | .132003 .0636486 2.07 0.03
> 9
> .0068174
> .2571887
city110 | .2434202 .0994992 2.45 0.01
> 5
> .0477228
> .4391177
city111 | .0540906 .0648702 0.83 0.40
> 5
> -.0734976
> .1816787
city112 | .1073077 .0364045 2.95 0.00
> 3
> .0357065
> .1789088
city113 | .0865336 .0412196 2.10 0.03
> 7
> .0054619
> .1676053
city114 | .0887605 .0290209 3.06 0.00
> 2
> .0316814
> .1458395
city115 | .1226075 .0401291 3.06 0.00
> 2
> .0436807
> .2015343
city116 | .1229998 .0430917 2.85 0.00
> 5
> .0382461
> .2077536
rg1y1 | -.0173524 .0180638 -0.96 0.33
> 7
> -.0528808
> .018176
rg1y2 | -.0057646 .0066911 -0.86 0.39
> 0
> -.0189247
> .0073956
rg2y1 | -.0099157 .0300471 -0.33 0.74
> 2
> -.0690131
> .0491817
rg2y2 | .0114831 .0086256 1.33 0.18
> 4
> -.0054819
> .0284481
rg3y1 | .0068815 .0262944 0.26 0.79
> 4
> -.044835
> .0585981
rg3y2 | .0108454 .0045928 2.36 0.01
> 9
> .0018123
> .0198786
rg4y1 | -.0094021 .0273309 -0.34 0.73
> 1
> -.0631572
> .044353
rg4y2 | .0041466 .0065852 0.63 0.52
> 9
> -.0088053
> .0170986
rg5y1 | -.0237572 .0129832 -1.83 0.06
> 8
> -.0492929
> .0017784
rg5y2 | .0134865 .007015 1.92 0.05
> 5
> -.0003107
> .0272837
rg6y1 | .0154419 .0231957 0.67 0.50
> 6
> -.0301799
> .0610637
rg6y2 | .0370235 .0095345 3.88 0.00
> 0
> .0182709
> .0557761
rg7y1 | -.0055134 .0133649 -0.41 0.68
> 0
> -.0317997
> .020773
rg7y2 | .006036 .005462 1.11 0.27
> 0
> -.0047068
> .0167788
rg8y1 | -.049281 .0096425 -5.11 0.00
> 0
> -.0682461
> -.0303158
rg8y2 | -.0056529 .0123108 -0.46 0.64
> 6
> -.029866
> .0185602
rg9y1 | -.0373604 .0160848 -2.32 0.02
> 1
> -.0689963
> -.0057245
rg9y2 | .0098317 .0075236 1.31 0.19
> 2
> -.0049659
> .0246292
age | .0399109 .0008646 46.16 0.00
> 0
> .0382103
> .0416115
agesq | -.0005381 .0000109 -49.40 0.00
> 0
> -.0005595
> -.0005167
married | -.0506027 .0020587 -24.58 0.00
> 0
> -.0546518
> -.0465537
black | .0414496 .0040047 10.35 0.00
> 0
> .0335731
> .0493262
children | -.0692034 .0026689 -25.93 0.00
> 0
> -.0744526
> -.0639541
child5 | -.181189 .0047933 -37.80 0.00
> 0
> -.1906166
> -.1717614
_cons | .6140323 .1497735 4.10 0.00
> 0
> .3194542
> .9086103
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg lflw (indep =ins) lwagehourgradmorey70y1-
> lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2 a
> ge agesq married black children child5 if master==
> 1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 6.1395e+06)
Instrumental variables (2SLS) regression
> Number of obs = 286506
> F(152, 347) = 135.45
> Prob > F = 0.0000
> R-squared = 0.0989
> Root MSE = .34567
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
lflw | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | -.0497684 .0259343 -1.92 0.05
> 6
> -.1007767
> .0012399
lwagehourg~1 | .0087328 .0234697 0.37 0.71
> 0
> -.037428
> .0548936
lwagehourg~2 | .0417335 .016687 2.50 0.01
> 3
> .0089132
> .0745538
fcollegepl~1 | .0206657 .2006123 0.10 0.91
> 8
> -.3739035
> .4152348
fcollegepl~2 | -.1693432 .1331046 -1.27 0.20
> 4
> -.4311364
> .0924501
agmin70y1 | -.3656498 .2850183 -1.28 0.20
> 0
> -.9262307
> .1949311
agmin70y2 | .1901262 .1347742 1.41 0.15
> 9
> -.0749509
> .4552034
manufact70y1 | -.0238097 .0504953 -0.47 0.63
> 8
> -.1231251
> .0755057
manufact70y2 | .0080304 .0353393 0.23 0.82
> 0
> -.0614759
> .0775366
hsservices~1 | -.1163104 .1674169 -0.69 0.48
> 8
> -.4455901
> .2129692
hsservices~2 | -.0567396 .10789 -0.53 0.59
> 9
> -.2689402
> .155461
lfwomencol~1 | .1118145 .0774366 1.44 0.15
> 0
> -.0404897
> .2641186
lfwomencol~2 | .0300635 .0539254 0.56 0.57
> 8
> -.0759983
> .1361252
city1 | .0669864 .0384954 1.74 0.08
> 3
> -.0087274
> .1427001
city2 | .1009776 .0431758 2.34 0.02
> 0
> .0160584
> .1858968
city3 | .0690998 .0441031 1.57 0.11
> 8
> -.0176432
> .1558428
city4 | .0692051 .0404602 1.71 0.08
> 8
> -.0103729
> .1487831
city5 | .0377774 .0271014 1.39 0.16
> 4
> -.0155263
> .0910811
city6 | .1420019 .0884083 1.61 0.10
> 9
> -.0318816
> .3158854
city7 | .0533658 .0437903 1.22 0.22
> 4
> -.0327621
> .1394937
city8 | .1085949 .0588902 1.84 0.06
> 6
> -.0072317
> .2244215
city9 | .1125432 .0727438 1.55 0.12
> 3
> -.0305311
> .2556175
city10 | .1568656 .080036 1.96 0.05
> 1
> -.000551
> .3142823
city11 | .055557 .0433688 1.28 0.20
> 1
> -.0297418
> .1408559
city12 | .0618988 .0381657 1.62 0.10
> 6
> -.0131664
> .136964
city13 | .0334442 .0191099 1.75 0.08
> 1
> -.0041417
> .07103
city14 | .0443983 .048277 0.92 0.35
> 8
> -.0505542
> .1393507
city15 | .1482891 .0753484 1.97 0.05
> 0
> .0000921
> .2964861
city16 | .107383 .0487271 2.20 0.02
> 8
> .0115453
> .2032207
city17 | .0468477 .0282504 1.66 0.09
> 8
> -.0087159
> .1024114
city18 | .0640889 .0485843 1.32 0.18
> 8
> -.0314678
> .1596457
city19 | .1331728 .0717199 1.86 0.06
> 4
> -.0078877
> .2742333
city20 | .0587685 .0424847 1.38 0.16
> 7
> -.0247914
> .1423283
city21 | .1966443 .1079052 1.82 0.06
> 9
> -.0155864
> .4088749
city22 | .1021608 .040717 2.51 0.01
> 3
> .0220777
> .1822439
city23 | .1046957 .062711 1.67 0.09
> 6
> -.0186459
> .2280372
city24 | .1437446 .0681394 2.11 0.03
> 6
> .0097265
> .2777627
city25 | .0831573 .0409218 2.03 0.04
> 3
> .0026712
> .1636433
city26 | .1129325 .0595234 1.90 0.05
> 9
> -.0041396
> .2300045
city27 | .0732788 .04342 1.69 0.09
> 2
> -.0121206
> .1586783
city28 | .1614948 .0975709 1.66 0.09
> 9
> -.03041
> .3533997
city29 | .0485594 .0296284 1.64 0.10
> 2
> -.0097144
> .1068332
city30 | .1128553 .0485396 2.33 0.02
> 1
> .0173864
> .2083242
city31 | .1324272 .0761028 1.74 0.08
> 3
> -.0172536
> .282108
city32 | .084268 .0321669 2.62 0.00
> 9
> .0210013
> .1475348
city33 | .1742394 .0868362 2.01 0.04
> 6
> .0034479
> .345031
city34 | 0 (omitted)
city35 | .1198896 .0595557 2.01 0.04
> 5
> .0027541
> .2370251
city36 | .0433604 .0281995 1.54 0.12
> 5
> -.0121031
> .0988239
city37 | .0893611 .040623 2.20 0.02
> 8
> .0094628
> .1692594
city38 | .0939278 .0691713 1.36 0.17
> 5
> -.0421201
> .2299756
city39 | .0642105 .0342674 1.87 0.06
> 2
> -.0031874
> .1316083
city40 | .1250244 .0729704 1.71 0.08
> 8
> -.0184955
> .2685444
city41 | .1070695 .0452185 2.37 0.01
> 8
> .0181327
> .1960064
city42 | .1159956 .0705221 1.64 0.10
> 1
> -.022709
> .2547002
city43 | .1048093 .0603672 1.74 0.08
> 3
> -.0139224
> .2235409
city44 | .0940682 .0416653 2.26 0.02
> 5
> .0121199
> .1760166
city45 | .1102791 .0437841 2.52 0.01
> 2
> .0241634
> .1963948
city46 | .108646 .0497388 2.18 0.03
> 0
> .0108186
> .2064734
city47 | .1762736 .1026061 1.72 0.08
> 7
> -.0255345
> .3780818
city48 | .1258786 .0622827 2.02 0.04
> 4
> .0033796
> .2483777
city49 | .0609218 .0304936 2.00 0.04
> 7
> .0009463
> .1208973
city50 | .0691738 .0566934 1.22 0.22
> 3
> -.0423322
> .1806798
city51 | .0712706 .0249945 2.85 0.00
> 5
> .0221109
> .1204303
city52 | .1448234 .0614856 2.36 0.01
> 9
> .023892
> .2657548
city53 | .0680112 .0441155 1.54 0.12
> 4
> -.0187562
> .1547785
city54 | .0810938 .0457346 1.77 0.07
> 7
> -.0088582
> .1710457
city55 | .1332721 .0704243 1.89 0.05
> 9
> -.0052402
> .2717844
city56 | .0551073 .0360902 1.53 0.12
> 8
> -.0158757
> .1260904
city57 | .23336 .1291106 1.81 0.07
> 2
> -.0205779
> .4872978
city58 | .1039895 .0537624 1.93 0.05
> 4
> -.0017516
> .2097306
city59 | .0390012 .02164 1.80 0.07
> 2
> -.0035609
> .0815633
city60 | .0660793 .0513579 1.29 0.19
> 9
> -.0349328
> .1670913
city61 | .1562799 .0866885 1.80 0.07
> 2
> -.0142211
> .3267809
city62 | .1223833 .053962 2.27 0.02
> 4
> .0162495
> .228517
city63 | .1443356 .056052 2.58 0.01
> 0
> .0340912
> .2545801
city64 | .0323699 .0407275 0.79 0.42
> 7
> -.047734
> .1124738
city65 | .1081492 .061917 1.75 0.08
> 2
> -.0136306
> .2299291
city66 | .0979101 .0646004 1.52 0.13
> 1
> -.0291476
> .2249678
city67 | .2145331 .1144869 1.87 0.06
> 2
> -.0106424
> .4397086
city68 | .1273985 .0692178 1.84 0.06
> 7
> -.0087408
> .2635378
city69 | .1120389 .0602898 1.86 0.06
> 4
> -.0065405
> .2306183
city70 | .1103871 .0591023 1.87 0.06
> 3
> -.0058567
> .2266309
city71 | .128526 .0697553 1.84 0.06
> 6
> -.0086705
> .2657224
city72 | .0906112 .0539547 1.68 0.09
> 4
> -.0155081
> .1967305
city73 | .0870218 .0249379 3.49 0.00
> 1
> .0379733
> .1360704
city74 | .0964677 .0662848 1.46 0.14
> 6
> -.0339029
> .2268383
city75 | .058618 .0299743 1.96 0.05
> 1
> -.0003361
> .117572
city76 | .162937 .0865039 1.88 0.06
> 0
> -.0072009
> .3330749
city77 | .1433039 .0901576 1.59 0.11
> 3
> -.0340203
> .3206281
city78 | .0939804 .0555724 1.69 0.09
> 2
> -.0153207
> .2032815
city79 | .1230603 .0628853 1.96 0.05
> 1
> -.0006239
> .2467446
city80 | .1314592 .0591372 2.22 0.02
> 7
> .0151468
> .2477716
city81 | .0764709 .0415725 1.84 0.06
> 7
> -.005295
> .1582368
city82 | .1092804 .0564945 1.93 0.05
> 4
> -.0018343
> .2203951
city83 | .1664815 .0870614 1.91 0.05
> 7
> -.004753
> .337716
city84 | .1212125 .0491805 2.46 0.01
> 4
> .024483
> .2179419
city85 | .0500672 .0361808 1.38 0.16
> 7
> -.0210939
> .1212284
city86 | .1024713 .0589847 1.74 0.08
> 3
> -.0135411
> .2184838
city87 | .153248 .0738172 2.08 0.03
> 9
> .0080626
> .2984334
city88 | .0271011 .0518701 0.52 0.60
> 2
> -.0749182
> .1291204
city89 | .0934161 .0586668 1.59 0.11
> 2
> -.0219711
> .2088033
city90 | .1226097 .0727461 1.69 0.09
> 3
> -.020469
> .2656885
city91 | .1306243 .079413 1.64 0.10
> 1
> -.0255672
> .2868158
city92 | .120121 .080067 1.50 0.13
> 4
> -.0373568
> .2775987
city93 | .1199523 .0699998 1.71 0.08
> 7
> -.0177251
> .2576296
city94 | .0431878 .0433546 1.00 0.32
> 0
> -.0420831
> .1284587
city95 | .1136336 .0634675 1.79 0.07
> 4
> -.0111958
> .238463
city96 | .0334096 .0392732 0.85 0.39
> 6
> -.0438339
> .1106531
city97 | .0438995 .026287 1.67 0.09
> 6
> -.0078023
> .0956014
city98 | .0469971 .028896 1.63 0.10
> 5
> -.0098362
> .1038304
city99 | .1190164 .041239 2.89 0.00
> 4
> .0379066
> .2001262
city100 | .1147815 .0507857 2.26 0.02
> 4
> .0148949
> .2146681
city101 | .1046175 .046497 2.25 0.02
> 5
> .013166
> .196069
city102 | .0848825 .0435967 1.95 0.05
> 2
> -.0008645
> .1706294
city103 | .12145 .079957 1.52 0.13
> 0
> -.0358114
> .2787113
city104 | .1036073 .0397183 2.61 0.00
> 9
> .0254883
> .1817263
city105 | .0479348 .0263073 1.82 0.06
> 9
> -.0038071
> .0996766
city106 | .0576281 .0558544 1.03 0.30
> 3
> -.0522277
> .1674839
city107 | .0605245 .0482595 1.25 0.21
> 1
> -.0343934
> .1554424
city108 | .0618111 .0335086 1.84 0.06
> 6
> -.0040944
> .1277167
city109 | .0900684 .0573262 1.57 0.11
> 7
> -.0226821
> .2028188
city110 | .1804831 .0921167 1.96 0.05
> 1
> -.0006943
> .3616604
city111 | .0104082 .058814 0.18 0.86
> 0
> -.1052685
> .126085
city112 | .0826622 .032418 2.55 0.01
> 1
> .0189018
> .1464227
city113 | .0577613 .0367335 1.57 0.11
> 7
> -.0144871
> .1300096
city114 | .0654119 .0254939 2.57 0.01
> 1
> .01527
> .1155539
city115 | .0909309 .0372289 2.44 0.01
> 5
> .0177082
> .1641535
city116 | .0902434 .0401935 2.25 0.02
> 5
> .0111898
> .169297
rg1y1 | -.0859113 .0993809 -0.86 0.38
> 8
> -.281376
> .1095533
rg1y2 | -.0938932 .0592163 -1.59 0.11
> 4
> -.2103613
> .0225748
rg2y1 | -.0862557 .105432 -0.82 0.41
> 4
> -.293622
> .1211105
rg2y2 | -.0884487 .0613079 -1.44 0.15
> 0
> -.2090305
> .0321331
rg3y1 | -.0689962 .1039239 -0.66 0.50
> 7
> -.2733962
> .1354037
rg3y2 | -.0863173 .0585276 -1.47 0.14
> 1
> -.2014308
> .0287962
rg4y1 | -.0834761 .104358 -0.80 0.42
> 4
> -.2887299
> .1217777
rg4y2 | -.0887697 .0583816 -1.52 0.12
> 9
> -.2035961
> .0260567
rg5y1 | -.0917958 .0945411 -0.97 0.33
> 2
> -.2777415
> .0941499
rg5y2 | -.0772092 .057576 -1.34 0.18
> 1
> -.1904511
> .0360327
rg6y1 | -.0607254 .1034752 -0.59 0.55
> 8
> -.2642429
> .1427922
rg6y2 | -.064529 .0605349 -1.07 0.28
> 7
> -.1835905
> .0545326
rg7y1 | -.0698724 .0965524 -0.72 0.47
> 0
> -.259774
> .1200292
rg7y2 | -.0854914 .0558995 -1.53 0.12
> 7
> -.1954359
> .0244531
rg8y1 | -.0993811 .0860502 -1.15 0.24
> 9
> -.2686267
> .0698646
rg8y2 | -.0856714 .0513022 -1.67 0.09
> 6
> -.1865738
> .0152309
rg9y1 | -.0990605 .0954505 -1.04 0.30
> 0
> -.2867948
> .0886738
rg9y2 | -.080938 .0571349 -1.42 0.15
> 7
> -.1933123
> .0314364
age | .0399282 .0008659 46.11 0.00
> 0
> .0382251
> .0416314
agesq | -.0005383 .0000109 -49.36 0.00
> 0
> -.0005597
> -.0005168
married | -.0506231 .0020611 -24.56 0.00
> 0
> -.054677
> -.0465693
black | .0414361 .0040066 10.34 0.00
> 0
> .0335558
> .0493165
children | -.0692722 .0026706 -25.94 0.00
> 0
> -.0745249
> -.0640195
child5 | -.1811319 .0047837 -37.86 0.00
> 0
> -.1905407
> -.1717232
_cons | .5385289 .1444676 3.73 0.00
> 0
> .2543866
> .8226713
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg chrswork (indep =ins) city1-city116 rg1y1-
> rg9y2 age agesq married black children child5 if m
> aster==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 5.4244e+06)
Instrumental variables (2SLS) regression
> Number of obs = 252385
> F(140, 347) = 117.54
> Prob > F = 0.0000
> R-squared = 0.0807
> Root MSE = 11.024
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
chrsworkly | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 2.226933 .8550941 2.60 0.01
> 0
> .5451131
> 3.908752
city1 | .8445285 .9747026 0.87 0.38
> 7
> -1.07254
> 2.761597
city2 | .180909 .9639415 0.19 0.85
> 1
> -1.714994
> 2.076812
city3 | .1611061 .8431515 0.19 0.84
> 9
> -1.497225
> 1.819437
city4 | 1.31905 .9950615 1.33 0.18
> 6
> -.6380609
> 3.276161
city5 | 4.217081 1.589321 2.65 0.00
> 8
> 1.091167
> 7.342995
city6 | -1.585355 1.359684 -1.17 0.24
> 4
> -4.259615
> 1.088904
city7 | 2.776611 1.047988 2.65 0.00
> 8
> .7154043
> 4.837819
city8 | -.1660194 .8282272 -0.20 0.84
> 1
> -1.794996
> 1.462958
city9 | 0 (omitted)
city10 | -2.348267 1.285449 -1.83 0.06
> 9
> -4.87652
> .1799859
city11 | 1.158332 1.013755 1.14 0.25
> 4
> -.8355458
> 3.15221
city12 | 2.470287 1.001255 2.47 0.01
> 4
> .5009951
> 4.43958
city13 | 2.263574 1.619335 1.40 0.16
> 3
> -.9213727
> 5.448521
city14 | .7407055 .8202758 0.90 0.36
> 7
> -.8726327
> 2.354044
city15 | -2.935026 1.037929 -2.83 0.00
> 5
> -4.976449
> -.8936021
city16 | -.5979298 .7987215 -0.75 0.45
> 5
> -2.168874
> .9730149
city17 | 3.579868 1.4873 2.41 0.01
> 7
> .6546101
> 6.505127
city18 | 1.129841 .9714357 1.16 0.24
> 6
> -.7808018
> 3.040484
city19 | -1.23066 .954276 -1.29 0.19
> 8
> -3.107553
> .646233
city20 | 1.033768 .9689835 1.07 0.28
> 7
> -.8720516
> 2.939588
city21 | -4.6178 1.923447 -2.40 0.01
> 7
> -8.400881
> -.8347182
city22 | 1.587129 .9328179 1.70 0.09
> 0
> -.2475594
> 3.421818
city23 | -.8620313 .8397712 -1.03 0.30
> 5
> -2.513713
> .7896508
city24 | -1.57705 .9222725 -1.71 0.08
> 8
> -3.390998
> .2368973
city25 | 1.832893 .9519559 1.93 0.05
> 5
> -.039437
> 3.705222
city26 | .1069703 .825644 0.13 0.89
> 7
> -1.516926
> 1.730867
city27 | 3.685327 1.147512 3.21 0.00
> 1
> 1.428373
> 5.942281
city28 | -1.92597 1.661272 -1.16 0.24
> 7
> -5.1934
> 1.341459
city29 | 5.037806 1.456097 3.46 0.00
> 1
> 2.173919
> 7.901693
city30 | 1.090337 .8464602 1.29 0.19
> 9
> -.5745009
> 2.755175
city31 | -.9695806 1.052941 -0.92 0.35
> 8
> -3.04053
> 1.101369
city32 | 6.91969 1.751399 3.95 0.00
> 0
> 3.474996
> 10.36438
city33 | -2.489241 1.328414 -1.87 0.06
> 2
> -5.101998
> .1235161
city34 | 3.331027 2.058302 1.62 0.10
> 6
> -.7172913
> 7.379345
city35 | 1.478149 .7798661 1.90 0.05
> 9
> -.0557101
> 3.012009
city36 | 2.427946 1.519226 1.60 0.11
> 1
> -.5601036
> 5.415995
city37 | 3.876422 1.255392 3.09 0.00
> 2
> 1.407286
> 6.345557
city38 | -.7218012 .8819137 -0.82 0.41
> 4
> -2.45637
> 1.012768
city39 | 3.678131 1.173555 3.13 0.00
> 2
> 1.369955
> 5.986306
city40 | -1.39586 1.228983 -1.14 0.25
> 7
> -3.813053
> 1.021333
city41 | .7045663 .9923949 0.71 0.47
> 8
> -1.2473
> 2.656432
city42 | -.9599968 .9646268 -1.00 0.32
> 0
> -2.857248
> .9372544
city43 | .0127716 .7986856 0.02 0.98
> 7
> -1.558102
> 1.583646
city44 | .331708 .9679339 0.34 0.73
> 2
> -1.572048
> 2.235464
city45 | -.4670174 .8522533 -0.55 0.58
> 4
> -2.14325
> 1.209215
city46 | 1.648751 1.006798 1.64 0.10
> 2
> -.3314439
> 3.628945
city47 | -2.501656 1.754136 -1.43 0.15
> 5
> -5.951734
> .9484211
city48 | .4398235 .8349757 0.53 0.59
> 9
> -1.202427
> 2.082074
city49 | 2.265153 1.226667 1.85 0.06
> 6
> -.1474854
> 4.677791
city50 | 1.04766 .9715276 1.08 0.28
> 2
> -.8631634
> 2.958484
city51 | 3.384883 1.595534 2.12 0.03
> 5
> .2467487
> 6.523017
city52 | 1.780314 .7860728 2.26 0.02
> 4
> .2342474
> 3.326381
city53 | .1736513 .8341078 0.21 0.83
> 5
> -1.466892
> 1.814195
city54 | .8423272 .9651877 0.87 0.38
> 3
> -1.056027
> 2.740682
city55 | -.4746418 .9753774 -0.49 0.62
> 7
> -2.393037
> 1.443754
city56 | 2.967046 1.182009 2.51 0.01
> 3
> .6422413
> 5.29185
city57 | -6.653267 2.562489 -2.60 0.01
> 0
> -11.69323
> -1.613302
city58 | -.2786454 .7870646 -0.35 0.72
> 4
> -1.826663
> 1.269372
city59 | 2.658541 1.789183 1.49 0.13
> 8
> -.8604665
> 6.177549
city60 | .0818549 .8105921 0.10 0.92
> 0
> -1.512437
> 1.676147
city61 | -2.202264 1.358421 -1.62 0.10
> 6
> -4.874038
> .4695102
city62 | .6359281 .7995917 0.80 0.42
> 7
> -.936728
> 2.208584
city63 | .8396421 .772167 1.09 0.27
> 8
> -.6790745
> 2.358359
city64 | 1.582862 1.031596 1.53 0.12
> 6
> -.4461055
> 3.61183
city65 | -.232835 .8076888 -0.29 0.77
> 3
> -1.821417
> 1.355747
city66 | -1.575512 .8872111 -1.78 0.07
> 7
> -3.3205
> .1694763
city67 | -6.621768 2.105661 -3.14 0.00
> 2
> -10.76323
> -2.480303
city68 | -4.015237 .9453605 -4.25 0.00
> 0
> -5.874595
> -2.15588
city69 | -2.280585 .7894572 -2.89 0.00
> 4
> -3.833308
> -.7278613
city70 | -.9892785 .7798496 -1.27 0.20
> 5
> -2.523105
> .5445484
city71 | -2.320319 .9434715 -2.46 0.01
> 4
> -4.175962
> -.4646768
city72 | 1.186356 .7842387 1.51 0.13
> 1
> -.3561035
> 2.728815
city73 | 5.206845 1.415289 3.68 0.00
> 0
> 2.42322
> 7.990469
city74 | -.3680684 1.021171 -0.36 0.71
> 9
> -2.376533
> 1.640396
city75 | 4.816561 1.336877 3.60 0.00
> 0
> 2.187158
> 7.445963
city76 | -3.618321 1.34253 -2.70 0.00
> 7
> -6.258842
> -.9777997
city77 | -1.676324 1.417029 -1.18 0.23
> 8
> -4.463371
> 1.110723
city78 | -.1481544 .7891053 -0.19 0.85
> 1
> -1.700186
> 1.403877
city79 | -1.130313 .8029678 -1.41 0.16
> 0
> -2.709609
> .4489837
city80 | -2.580082 .9469619 -2.72 0.00
> 7
> -4.44259
> -.717575
city81 | 2.008972 .9967973 2.02 0.04
> 5
> .0484471
> 3.969497
city82 | -.1622117 .8102737 -0.20 0.84
> 1
> -1.755877
> 1.431454
city83 | -1.626113 1.384641 -1.17 0.24
> 1
> -4.349457
> 1.097231
city84 | .8557931 .8203232 1.04 0.29
> 8
> -.7576382
> 2.469225
city85 | 2.996286 1.266542 2.37 0.01
> 9
> .5052215
> 5.487351
city86 | -.989294 .7434064 -1.33 0.18
> 4
> -2.451444
> .4728554
city87 | -.8080058 1.035742 -0.78 0.43
> 6
> -2.845127
> 1.229116
city88 | -.7275185 1.058468 -0.69 0.49
> 2
> -2.80934
> 1.354303
city89 | .0699361 .8032735 0.09 0.93
> 1
> -1.509962
> 1.649834
city90 | .5940494 .9868709 0.60 0.54
> 8
> -1.346952
> 2.535051
city91 | -2.196801 1.134106 -1.94 0.05
> 4
> -4.427388
> .0337858
city92 | -2.60364 1.499006 -1.74 0.08
> 3
> -5.551921
> .3446417
city93 | -1.42188 .891301 -1.60 0.11
> 2
> -3.174912
> .3311525
city94 | -1.298292 1.134334 -1.14 0.25
> 3
> -3.529328
> .9327437
city95 | -1.719895 .7824028 -2.20 0.02
> 9
> -3.258744
> -.1810465
city96 | 2.324633 1.040684 2.23 0.02
> 6
> .2777918
> 4.371475
city97 | 3.62189 1.631109 2.22 0.02
> 7
> .4137864
> 6.829994
city98 | 2.991336 1.548264 1.93 0.05
> 4
> -.0538264
> 6.036498
city99 | -.5233578 1.002931 -0.52 0.60
> 2
> -2.495946
> 1.44923
city100 | .867817 .9627758 0.90 0.36
> 8
> -1.025794
> 2.761428
city101 | .4874843 .9628737 0.51 0.61
> 3
> -1.406319
> 2.381287
city102 | 2.371765 1.000889 2.37 0.01
> 8
> .4031927
> 4.340336
city103 | -1.339085 1.14965 -1.16 0.24
> 5
> -3.600243
> .9220736
city104 | 1.139464 1.003457 1.14 0.25
> 7
> -.8341588
> 3.113086
city105 | 1.799751 1.358688 1.32 0.18
> 6
> -.8725499
> 4.472051
city106 | .0225928 .7995976 0.03 0.97
> 7
> -1.550075
> 1.595261
city107 | 1.432085 .8415417 1.70 0.09
> 0
> -.2230791
> 3.08725
city108 | 2.508592 1.307918 1.92 0.05
> 6
> -.0638526
> 5.081037
city109 | -.418186 .8418882 -0.50 0.62
> 0
> -2.074032
> 1.23766
city110 | -2.628518 1.444335 -1.82 0.07
> 0
> -5.46927
> .2122341
city111 | -.4577743 .8563911 -0.53 0.59
> 3
> -2.142145
> 1.226596
city112 | 2.862218 1.425573 2.01 0.04
> 5
> .0583668
> 5.66607
city113 | 1.485996 1.225003 1.21 0.22
> 6
> -.9233706
> 3.895362
city114 | 2.273673 1.332006 1.71 0.08
> 9
> -.346149
> 4.893495
city115 | 2.83137 1.155889 2.45 0.01
> 5
> .5579403
> 5.1048
city116 | 1.64145 1.011155 1.62 0.10
> 5
> -.347314
> 3.630214
rg1y1 | -5.084782 .5831869 -8.72 0.00
> 0
> -6.231808
> -3.937756
rg1y2 | -2.267527 .2550744 -8.89 0.00
> 0
> -2.769213
> -1.76584
rg2y1 | -6.343415 .8271028 -7.67 0.00
> 0
> -7.970181
> -4.71665
rg2y2 | -2.206025 .250796 -8.80 0.00
> 0
> -2.699297
> -1.712754
rg3y1 | -5.959648 .8328786 -7.16 0.00
> 0
> -7.597773
> -4.321522
rg3y2 | -2.082781 .1488029 -14.00 0.00
> 0
> -2.37545
> -1.790112
rg4y1 | -6.145209 .8469432 -7.26 0.00
> 0
> -7.810997
> -4.47942
rg4y2 | -2.039629 .2506176 -8.14 0.00
> 0
> -2.53255
> -1.546709
rg5y1 | -4.560406 .3952867 -11.54 0.00
> 0
> -5.337866
> -3.782947
rg5y2 | -1.473466 .173852 -8.48 0.00
> 0
> -1.815403
> -1.13153
rg6y1 | -4.129844 .7120136 -5.80 0.00
> 0
> -5.53025
> -2.729439
rg6y2 | -1.148265 .2378268 -4.83 0.00
> 0
> -1.616028
> -.6805014
rg7y1 | -4.163122 .4232228 -9.84 0.00
> 0
> -4.995527
> -3.330717
rg7y2 | -1.185834 .1570476 -7.55 0.00
> 0
> -1.494719
> -.876949
rg8y1 | -4.354423 .3238602 -13.45 0.00
> 0
> -4.991399
> -3.717447
rg8y2 | -.9983598 .3730266 -2.68 0.00
> 8
> -1.732037
> -.2646821
rg9y1 | -4.891009 .6777762 -7.22 0.00
> 0
> -6.224075
> -3.557942
rg9y2 | -1.399785 .3125147 -4.48 0.00
> 0
> -2.014446
> -.7851233
age | .9302473 .0290094 32.07 0.00
> 0
> .8731909
> .9873037
agesq | -.011672 .0003332 -35.03 0.00
> 0
> -.0123274
> -.0110167
married | -1.42996 .0575389 -24.85 0.00
> 0
> -1.543129
> -1.316791
black | .2589806 .1097685 2.36 0.01
> 9
> .0430852
> .4748759
children | -4.134167 .1041872 -39.68 0.00
> 0
> -4.339085
> -3.92925
child5 | -2.321867 .1120826 -20.72 0.00
> 0
> -2.542313
> -2.10142
_cons | 8.602824 6.433021 1.34 0.18
> 2
> -4.049796
> 21.25544
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg chrswork (indep =ins) lwagehourgradmorey70
> y1- lfwomencollegeplus70y2 city1-city116 rg1y1-rg9
> y2 age agesq married black children child5 if mast
> er==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 5.4244e+06)
Instrumental variables (2SLS) regression
> Number of obs = 252385
> F(152, 347) = 310.21
> Prob > F = 0.0000
> R-squared = 0.0817
> Root MSE = 11.019
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
chrsworkly | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 1.039658 .7911556 1.31 0.19
> 0
> -.516406
> 2.595722
lwagehourg~1 | -.7620353 .7327732 -1.04 0.29
> 9
> -2.203271
> .6792007
lwagehourg~2 | -.4525339 .4934621 -0.92 0.36
> 0
> -1.423087
> .5180192
fcollegepl~1 | -16.86241 5.327608 -3.17 0.00
> 2
> -27.34088
> -6.383944
fcollegepl~2 | -4.029461 3.824319 -1.05 0.29
> 3
> -11.55122
> 3.492302
agmin70y1 | 19.03663 8.36334 2.28 0.02
> 3
> 2.587415
> 35.48585
agmin70y2 | 5.145217 4.005805 1.28 0.20
> 0
> -2.733497
> 13.02393
manufact70y1 | .0537069 1.171435 0.05 0.96
> 3
> -2.250299
> 2.357713
manufact70y2 | -2.187686 .9738368 -2.25 0.02
> 5
> -4.103052
> -.2723207
hsservices~1 | 9.587129 4.427238 2.17 0.03
> 1
> .8795319
> 18.29473
hsservices~2 | -3.793882 3.125025 -1.21 0.22
> 6
> -9.940256
> 2.352491
lfwomencol~1 | -.8564861 1.956055 -0.44 0.66
> 2
> -4.703701
> 2.990729
lfwomencol~2 | .6607481 1.53387 0.43 0.66
> 7
> -2.356105
> 3.677601
city1 | 1.368079 1.120535 1.22 0.22
> 3
> -.8358166
> 3.571974
city2 | .8105849 .980863 0.83 0.40
> 9
> -1.1186
> 2.73977
city3 | .9721978 .9306792 1.04 0.29
> 7
> -.8582845
> 2.80268
city4 | 1.746622 1.086338 1.61 0.10
> 9
> -.3900142
> 3.883258
city5 | 3.55127 1.666781 2.13 0.03
> 4
> .2730045
> 6.829536
city6 | 1.208571 .8122484 1.49 0.13
> 8
> -.3889789
> 2.806121
city7 | 3.260322 1.087267 3.00 0.00
> 3
> 1.121859
> 5.398785
city8 | 1.33955 .614099 2.18 0.03
> 0
> .1317253
> 2.547375
city9 | 0 (omitted)
city10 | .0007392 .7479541 0.00 0.99
> 9
> -1.470355
> 1.471833
city11 | 1.906522 1.139153 1.67 0.09
> 5
> -.3339913
> 4.147035
city12 | 2.814145 1.18172 2.38 0.01
> 8
> .48991
> 5.138379
city13 | 1.503228 1.770242 0.85 0.39
> 6
> -1.978525
> 4.984982
city14 | 1.548255 .835232 1.85 0.06
> 5
> -.0944991
> 3.19101
city15 | -.7044848 .553537 -1.27 0.20
> 4
> -1.793195
> .3842252
city16 | .2750377 .8274805 0.33 0.74
> 0
> -1.352471
> 1.902546
city17 | 3.319475 1.627343 2.04 0.04
> 2
> .118777
> 6.520173
city18 | 1.529792 1.076259 1.42 0.15
> 6
> -.5870198
> 3.646604
city19 | .7598233 .5150987 1.48 0.14
> 1
> -.2532851
> 1.772932
city20 | 1.753677 1.022883 1.71 0.08
> 7
> -.2581538
> 3.765507
city21 | -.8754745 1.333711 -0.66 0.51
> 2
> -3.498649
> 1.7477
city22 | 1.915371 1.029844 1.86 0.06
> 4
> -.1101508
> 3.940894
city23 | .7488341 .5590493 1.34 0.18
> 1
> -.3507176
> 1.848386
city24 | .336403 .5145721 0.65 0.51
> 4
> -.6756698
> 1.348476
city25 | 2.236585 1.09497 2.04 0.04
> 2
> .0829727
> 4.390197
city26 | 1.583804 .6017345 2.63 0.00
> 9
> .4002978
> 2.76731
city27 | 3.49741 1.25444 2.79 0.00
> 6
> 1.030147
> 5.964673
city28 | 1.497993 1.073282 1.40 0.16
> 4
> -.612963
> 3.60895
city29 | 4.401042 1.60386 2.74 0.00
> 6
> 1.246531
> 7.555553
city30 | 1.981902 .8422447 2.35 0.01
> 9
> .3253554
> 3.638449
city31 | 1.438683 .5668065 2.54 0.01
> 2
> .3238741
> 2.553491
city32 | 6.09617 1.943313 3.14 0.00
> 2
> 2.274016
> 9.918324
city33 | .2911819 .7631056 0.38 0.70
> 3
> -1.209713
> 1.792076
city34 | 1.321042 2.262198 0.58 0.56
> 0
> -3.128304
> 5.770389
city35 | 2.895085 .5720567 5.06 0.00
> 0
> 1.769951
> 4.02022
city36 | 1.746885 1.692727 1.03 0.30
> 3
> -1.582411
> 5.07618
city37 | 3.80107 1.363368 2.79 0.00
> 6
> 1.119564
> 6.482576
city38 | .900747 .5237819 1.72 0.08
> 6
> -.1294398
> 1.930934
city39 | 3.659508 1.293466 2.83 0.00
> 5
> 1.115488
> 6.203529
city40 | -.6429221 .4477688 -1.44 0.15
> 2
> -1.523604
> .2377603
city41 | 1.344633 .9688326 1.39 0.16
> 6
> -.5608898
> 3.250157
city42 | .949721 .5413575 1.75 0.08
> 0
> -.115034
> 2.014476
city43 | 1.524984 .5917423 2.58 0.01
> 0
> .3611311
> 2.688837
city44 | .809351 1.030622 0.79 0.43
> 3
> -1.217701
> 2.836403
city45 | .2905802 .9247253 0.31 0.75
> 4
> -1.528192
> 2.109352
city46 | 2.596886 .8377178 3.10 0.00
> 2
> .9492429
> 4.24453
city47 | .8728209 1.206034 0.72 0.47
> 0
> -1.499235
> 3.244877
city48 | 1.955669 .5377357 3.64 0.00
> 0
> .8980373
> 3.0133
city49 | 2.070452 1.389193 1.49 0.13
> 7
> -.6618456
> 4.802749
city50 | 2.207835 .7586148 2.91 0.00
> 4
> .7157735
> 3.699897
city51 | 2.086409 1.560887 1.34 0.18
> 2
> -.9835802
> 5.156399
city52 | 3.194652 .5374786 5.94 0.00
> 0
> 2.137527
> 4.251778
city53 | .9555972 .9159535 1.04 0.29
> 8
> -.8459222
> 2.757117
city54 | 1.228286 .9969253 1.23 0.21
> 9
> -.7324905
> 3.189063
city55 | 1.352301 .5132242 2.63 0.00
> 9
> .342879
> 2.361722
city56 | 3.233579 1.27452 2.54 0.01
> 2
> .7268224
> 5.740336
city57 | -1.850517 1.976016 -0.94 0.35
> 0
> -5.736993
> 2.03596
city58 | .9405265 .6850245 1.37 0.17
> 1
> -.4067962
> 2.287849
city59 | 1.754353 1.866186 0.94 0.34
> 8
> -1.916107
> 5.424813
city60 | 1.051786 .7489948 1.40 0.16
> 1
> -.4213553
> 2.524926
city61 | .3433263 .8307952 0.41 0.68
> 0
> -1.290702
> 1.977354
city62 | 1.811877 .7114028 2.55 0.01
> 1
> .4126732
> 3.211082
city63 | 2.298421 .6180225 3.72 0.00
> 0
> 1.082879
> 3.513962
city64 | 1.820907 1.048642 1.74 0.08
> 3
> -.241588
> 3.883402
city65 | 1.451267 .5442619 2.67 0.00
> 8
> .3807992
> 2.521734
city66 | .0278547 .5484003 0.05 0.96
> 0
> -1.050752
> 1.106462
city67 | -2.626655 1.546225 -1.70 0.09
> 0
> -5.667806
> .414497
city68 | -1.973839 .5112354 -3.86 0.00
> 0
> -2.97935
> -.9683293
city69 | -.6552682 .5447521 -1.20 0.23
> 0
> -1.7267
> .4161634
city70 | .1545234 .6230835 0.25 0.80
> 4
> -1.070972
> 1.380019
city71 | -.1727346 .5091087 -0.34 0.73
> 5
> -1.174062
> .8285926
city72 | 2.369239 .7012873 3.38 0.00
> 1
> .9899299
> 3.748547
city73 | 4.854186 1.583099 3.07 0.00
> 2
> 1.740508
> 7.967863
city74 | 1.186457 .5665562 2.09 0.03
> 7
> .0721403
> 2.300773
city75 | 4.31604 1.525845 2.83 0.00
> 5
> 1.314972
> 7.317109
city76 | -.9178412 .7841632 -1.17 0.24
> 3
> -2.460152
> .6244699
city77 | 1.099961 .8456183 1.30 0.19
> 4
> -.5632212
> 2.763144
city78 | 1.1288 .6348215 1.78 0.07
> 6
> -.1197821
> 2.377382
city79 | .4261915 .5892578 0.72 0.47
> 0
> -.732775
> 1.585158
city80 | -1.282377 .6185359 -2.07 0.03
> 9
> -2.498929
> -.0658261
city81 | 2.15009 1.077298 2.00 0.04
> 7
> .0312335
> 4.268946
city82 | 1.111281 .7025733 1.58 0.11
> 5
> -.2705566
> 2.493119
city83 | .8813631 .7974125 1.11 0.27
> 0
> -.6870069
> 2.449733
city84 | 1.925917 .7611222 2.53 0.01
> 2
> .4289239
> 3.422911
city85 | 3.221594 1.392365 2.31 0.02
> 1
> .4830572
> 5.96013
city86 | .2917555 .6056172 0.48 0.63
> 0
> -.8993869
> 1.482898
city87 | 1.290547 .5774451 2.23 0.02
> 6
> .1548144
> 2.42628
city88 | -.1644865 .9057587 -0.18 0.85
> 6
> -1.945954
> 1.616982
city89 | 1.325465 .6328584 2.09 0.03
> 7
> .0807443
> 2.570187
city90 | 2.584712 .58012 4.46 0.00
> 0
> 1.443719
> 3.725706
city91 | .2461629 .6811903 0.36 0.71
> 8
> -1.093619
> 1.585944
city92 | -.0999492 .9511994 -0.11 0.91
> 6
> -1.970791
> 1.770893
city93 | .9149994 .5486787 1.67 0.09
> 6
> -.164155
> 1.994154
city94 | -.5506914 1.080451 -0.51 0.61
> 1
> -2.675748
> 1.574366
city95 | .0598042 .586606 0.10 0.91
> 9
> -1.093946
> 1.213555
city96 | 2.533293 1.094714 2.31 0.02
> 1
> .3801822
> 4.686403
city97 | 3.112756 1.774462 1.75 0.08
> 0
> -.3772987
> 6.60281
city98 | 2.361574 1.735527 1.36 0.17
> 4
> -1.051902
> 5.77505
city99 | -.1827065 1.057051 -0.17 0.86
> 3
> -2.261739
> 1.896327
city100 | 1.197988 .7882149 1.52 0.12
> 9
> -.3522919
> 2.748268
city101 | 1.097166 .9306085 1.18 0.23
> 9
> -.7331775
> 2.927509
city102 | 2.893137 1.078201 2.68 0.00
> 8
> .7725064
> 5.013768
city103 | .7957455 .6262726 1.27 0.20
> 5
> -.4360225
> 2.027514
city104 | 1.568307 1.09654 1.43 0.15
> 4
> -.588394
> 3.725009
city105 | 1.800178 1.533403 1.17 0.24
> 1
> -1.215756
> 4.816113
city106 | 1.162414 .6305847 1.84 0.06
> 6
> -.0778354
> 2.402663
city107 | 2.043435 .8510692 2.40 0.01
> 7
> .3695312
> 3.717338
city108 | 2.105115 1.439559 1.46 0.14
> 5
> -.726244
> 4.936475
city109 | .5888796 .6168471 0.95 0.34
> 0
> -.6243501
> 1.802109
city110 | .5515537 .903186 0.61 0.54
> 2
> -1.224854
> 2.327962
city111 | .6458485 .5469779 1.18 0.23
> 9
> -.4299607
> 1.721658
city112 | 2.762316 1.457253 1.90 0.05
> 9
> -.103843
> 5.628476
city113 | 1.744667 1.346183 1.30 0.19
> 6
> -.9030372
> 4.392372
city114 | 1.912511 1.526956 1.25 0.21
> 1
> -1.090744
> 4.915765
city115 | 3.020864 1.219299 2.48 0.01
> 4
> .6227181
> 5.41901
city116 | 1.818153 1.137568 1.60 0.11
> 1
> -.4192441
> 4.055549
rg1y1 | -2.429201 2.960854 -0.82 0.41
> 3
> -8.25268
> 3.394279
rg1y2 | .2403414 1.837524 0.13 0.89
> 6
> -3.373745
> 3.854428
rg2y1 | -3.429672 3.186521 -1.08 0.28
> 3
> -9.696998
> 2.837654
rg2y2 | .3374587 1.889161 0.18 0.85
> 8
> -3.378188
> 4.053105
rg3y1 | -3.021999 3.157931 -0.96 0.33
> 9
> -9.233094
> 3.189096
rg3y2 | .2637813 1.832435 0.14 0.88
> 6
> -3.340296
> 3.867858
rg4y1 | -3.417671 3.135418 -1.09 0.27
> 6
> -9.584486
> 2.749144
rg4y2 | .2326062 1.804619 0.13 0.89
> 8
> -3.316762
> 3.781975
rg5y1 | -2.082424 2.847514 -0.73 0.46
> 5
> -7.682983
> 3.518136
rg5y2 | .673479 1.796127 0.37 0.70
> 8
> -2.859186
> 4.206144
rg6y1 | -1.668257 3.109401 -0.54 0.59
> 2
> -7.783902
> 4.447389
rg6y2 | 1.069739 1.88415 0.57 0.57
> 1
> -2.636053
> 4.77553
rg7y1 | -2.151337 2.860725 -0.75 0.45
> 3
> -7.777879
> 3.475204
rg7y2 | .6217971 1.72742 0.36 0.71
> 9
> -2.775734
> 4.019329
rg8y1 | -2.785664 2.540441 -1.10 0.27
> 4
> -7.782264
> 2.210937
rg8y2 | .5360275 1.559054 0.34 0.73
> 1
> -2.530357
> 3.602412
rg9y1 | -2.715247 2.866061 -0.95 0.34
> 4
> -8.352285
> 2.921792
rg9y2 | .6927237 1.783538 0.39 0.69
> 8
> -2.815181
> 4.200628
age | .9311245 .0290904 32.01 0.00
> 0
> .8739087
> .9883402
agesq | -.0116825 .000334 -34.98 0.00
> 0
> -.0123393
> -.0110256
married | -1.427354 .0574966 -24.82 0.00
> 0
> -1.54044
> -1.314268
black | .2616761 .110241 2.37 0.01
> 8
> .0448514
> .4785008
children | -4.134793 .1039759 -39.77 0.00
> 0
> -4.339296
> -3.930291
child5 | -2.32418 .1124648 -20.67 0.00
> 0
> -2.545379
> -2.102982
_cons | 16.25373 6.35655 2.56 0.01
> 1
> 3.751514
> 28.75594
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg work50 (indep =ins) city1-city116 rg1y1-rg
> 9y2 age agesq married black children child5 if mas
> ter==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 6.1395e+06)
Instrumental variables (2SLS) regression
> Number of obs = 286506
> F(140, 347) = 88.95
> Prob > F = 0.0000
> R-squared = 0.0480
> Root MSE = .34149
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work50 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0659859 .0286055 2.31 0.02
> 2
> .0097238
> .122248
city1 | -.0676366 .0474019 -1.43 0.15
> 5
> -.1608679
> .0255947
city2 | -.1160971 .0497882 -2.33 0.02
> 0
> -.2140217
> -.0181724
city3 | -.102938 .055364 -1.86 0.06
> 4
> -.2118293
> .0059532
city4 | -.0583356 .0485681 -1.20 0.23
> 1
> -.1538606
> .0371894
city5 | -.0016048 .0410567 -0.04 0.96
> 9
> -.0823561
> .0791465
city6 | -.1562166 .0997892 -1.57 0.11
> 8
> -.3524843
> .0400512
city7 | -.0714601 .0500185 -1.43 0.15
> 4
> -.1698377
> .0269174
city8 | -.0828862 .0684156 -1.21 0.22
> 7
> -.2174477
> .0516753
city9 | -.118783 .0702257 -1.69 0.09
> 2
> -.2569045
> .0193386
city10 | -.17221 .0952725 -1.81 0.07
> 2
> -.3595943
> .0151742
city11 | -.0976578 .0514537 -1.90 0.05
> 9
> -.1988582
> .0035426
city12 | -.0673347 .0470289 -1.43 0.15
> 3
> -.1598323
> .0251629
city13 | -.057811 .0260898 -2.22 0.02
> 7
> -.109125
> -.006497
city14 | -.1043268 .0557962 -1.87 0.06
> 2
> -.214068
> .0054145
city15 | -.1656478 .086373 -1.92 0.05
> 6
> -.3355284
> .0042327
city16 | -.1492321 .0561533 -2.66 0.00
> 8
> -.2596758
> -.0387885
city17 | -.0311929 .0381896 -0.82 0.41
> 5
> -.1063051
> .0439194
city18 | -.0784534 .0509128 -1.54 0.12
> 4
> -.1785899
> .0216831
city19 | -.1365283 .0825185 -1.65 0.09
> 9
> -.2988277
> .025771
city20 | -.0748718 .0542613 -1.38 0.16
> 9
> -.1815943
> .0318507
city21 | -.2147778 .121843 -1.76 0.07
> 9
> -.4544215
> .0248659
city22 | -.0724918 .0469367 -1.54 0.12
> 3
> -.1648081
> .0198245
city23 | -.1257534 .0727583 -1.73 0.08
> 5
> -.2688562
> .0173494
city24 | -.1472936 .0823812 -1.79 0.07
> 5
> -.3093229
> .0147358
city25 | -.0765299 .0469358 -1.63 0.10
> 4
> -.1688444
> .0157845
city26 | -.085587 .069056 -1.24 0.21
> 6
> -.2214079
> .0502339
city27 | -.0303307 .0491289 -0.62 0.53
> 7
> -.1269585
> .0662972
city28 | -.1661743 .1117879 -1.49 0.13
> 8
> -.3860416
> .0536929
city29 | .0297478 .0312587 0.95 0.34
> 2
> -.0317327
> .0912282
city30 | -.0801691 .0561544 -1.43 0.15
> 4
> -.1906149
> .0302768
city31 | -.1302283 .0869144 -1.50 0.13
> 5
> -.3011737
> .0407171
city32 | .1011305 .0230727 4.38 0.00
> 0
> .0557505
> .1465105
city33 | -.1877132 .0994509 -1.89 0.06
> 0
> -.3833157
> .0078893
city34 | 0 (omitted)
city35 | -.0692847 .0686737 -1.01 0.31
> 4
> -.2043537
> .0657843
city36 | -.0320452 .0240359 -1.33 0.18
> 3
> -.0793196
> .0152292
city37 | -.0474996 .0351151 -1.35 0.17
> 7
> -.1165648
> .0215656
city38 | -.1451125 .0770183 -1.88 0.06
> 0
> -.296594
> .006369
city39 | .0045483 .0383707 0.12 0.90
> 6
> -.0709201
> .0800166
city40 | -.1209844 .0783644 -1.54 0.12
> 4
> -.2751134
> .0331445
city41 | -.0707753 .0517222 -1.37 0.17
> 2
> -.1725038
> .0309532
city42 | -.1407372 .0820739 -1.71 0.08
> 7
> -.3021622
> .0206879
city43 | -.1173464 .0698976 -1.68 0.09
> 4
> -.2548227
> .0201298
city44 | -.1016349 .0492782 -2.06 0.04
> 0
> -.1985565
> -.0047133
city45 | -.0964331 .0535648 -1.80 0.07
> 3
> -.2017857
> .0089196
city46 | -.0566733 .0553277 -1.02 0.30
> 6
> -.1654932
> .0521465
city47 | -.1740872 .115337 -1.51 0.13
> 2
> -.4009347
> .0527603
city48 | -.100124 .0736352 -1.36 0.17
> 5
> -.2449516
> .0447035
city49 | -.0562536 .0359446 -1.57 0.11
> 8
> -.1269504
> .0144431
city50 | -.1030744 .0699457 -1.47 0.14
> 1
> -.2406452
> .0344965
city51 | -.0461144 .0353053 -1.31 0.19
> 2
> -.1155537
> .0233249
city52 | -.0699195 .0688155 -1.02 0.31
> 0
> -.2052676
> .0654285
city53 | -.1071606 .0530785 -2.02 0.04
> 4
> -.2115566
> -.0027646
city54 | -.1031604 .0540076 -1.91 0.05
> 7
> -.2093838
> .0030631
city55 | -.1451512 .0812217 -1.79 0.07
> 5
> -.3049
> .0145977
city56 | -.0517596 .0431624 -1.20 0.23
> 1
> -.1366525
> .0331333
city57 | -.2776856 .1445515 -1.92 0.05
> 6
> -.5619929
> .0066217
city58 | -.1207028 .061443 -1.96 0.05
> 0
> -.2415505
> .0001448
city59 | .0202111 .0182318 1.11 0.26
> 8
> -.0156476
> .0560698
city60 | -.1024381 .0599831 -1.71 0.08
> 9
> -.2204144
> .0155382
city61 | -.190587 .0999104 -1.91 0.05
> 7
> -.3870931
> .0059192
city62 | -.0804939 .063657 -1.26 0.20
> 7
> -.205696
> .0447083
city63 | -.0700557 .0658482 -1.06 0.28
> 8
> -.1995675
> .0594562
city64 | -.106519 .0491098 -2.17 0.03
> 1
> -.2031093
> -.0099288
city65 | -.1282767 .071447 -1.80 0.07
> 3
> -.2688003
> .012247
city66 | -.1431128 .0752868 -1.90 0.05
> 8
> -.2911886
> .004963
city67 | -.2812632 .1280671 -2.20 0.02
> 9
> -.5331487
> -.0293777
city68 | -.2168782 .0821198 -2.64 0.00
> 9
> -.3783935
> -.055363
city69 | -.1580496 .069761 -2.27 0.02
> 4
> -.2952573
> -.020842
city70 | -.1189324 .0653202 -1.82 0.07
> 0
> -.2474057
> .0095408
city71 | -.164793 .0810711 -2.03 0.04
> 3
> -.3242456
> -.0053404
city72 | -.0859917 .0629488 -1.37 0.17
> 3
> -.209801
> .0378175
city73 | .0414456 .029995 1.38 0.16
> 8
> -.0175494
> .1004406
city74 | -.1445367 .0778473 -1.86 0.06
> 4
> -.2976486
> .0085753
city75 | -.0084624 .0326454 -0.26 0.79
> 6
> -.0726701
> .0557454
city76 | -.2126514 .0992504 -2.14 0.03
> 3
> -.4078595
> -.0174434
city77 | -.1595332 .1022455 -1.56 0.12
> 0
> -.3606321
> .0415657
city78 | -.1321522 .0654553 -2.02 0.04
> 4
> -.2608913
> -.0034132
city79 | -.1105318 .0713558 -1.55 0.12
> 2
> -.250876
> .0298124
city80 | -.1719769 .0729275 -2.36 0.01
> 9
> -.3154124
> -.0285414
city81 | -.0884328 .0435666 -2.03 0.04
> 3
> -.1741205
> -.002745
city82 | -.1014989 .0666134 -1.52 0.12
> 8
> -.2325157
> .0295179
city83 | -.1643119 .1007975 -1.63 0.10
> 4
> -.3625629
> .0339391
city84 | -.0886872 .0571211 -1.55 0.12
> 1
> -.2010343
> .02366
city85 | -.0254789 .0402786 -0.63 0.52
> 7
> -.1046999
> .0537421
city86 | -.1172335 .0677901 -1.73 0.08
> 5
> -.2505646
> .0160976
city87 | -.1415954 .0841416 -1.68 0.09
> 3
> -.3070871
> .0238963
city88 | -.088846 .0556629 -1.60 0.11
> 1
> -.1983252
> .0206332
city89 | -.1009536 .0660363 -1.53 0.12
> 7
> -.2308353
> .0289282
city90 | -.0937341 .0834089 -1.12 0.26
> 2
> -.2577848
> .0703165
city91 | -.1569647 .0911043 -1.72 0.08
> 6
> -.3361509
> .0222215
city92 | -.1312267 .0952463 -1.38 0.16
> 9
> -.3185594
> .056106
city93 | -.1006862 .0802659 -1.25 0.21
> 1
> -.2585551
> .0571828
city94 | -.0872041 .0557529 -1.56 0.11
> 9
> -.1968602
> .0224519
city95 | -.1180997 .0727558 -1.62 0.10
> 5
> -.2611976
> .0249982
city96 | -.0599422 .0473444 -1.27 0.20
> 6
> -.1530603
> .0331759
city97 | -.0210065 .034318 -0.61 0.54
> 1
> -.0885039
> .0464909
city98 | -.0054227 .0286443 -0.19 0.85
> 0
> -.0617609
> .0509155
city99 | -.1163873 .0472535 -2.46 0.01
> 4
> -.2093265
> -.023448
city100 | -.0903045 .0615337 -1.47 0.14
> 3
> -.2113305
> .0307216
city101 | -.1051711 .0524627 -2.00 0.04
> 6
> -.208356
> -.0019863
city102 | -.0279887 .049176 -0.57 0.57
> 0
> -.1247093
> .0687319
city103 | -.1740884 .0902839 -1.93 0.05
> 5
> -.3516609
> .003484
city104 | -.057878 .0475165 -1.22 0.22
> 4
> -.1513346
> .0355787
city105 | -.0317714 .0302983 -1.05 0.29
> 5
> -.0913628
> .02782
city106 | -.1084953 .0636581 -1.70 0.08
> 9
> -.2336996
> .0167089
city107 | -.0859399 .05306 -1.62 0.10
> 6
> -.1902995
> .0184198
city108 | -.0562883 .0304352 -1.85 0.06
> 5
> -.1161489
> .0035724
city109 | -.0928637 .0661693 -1.40 0.16
> 1
> -.223007
> .0372796
city110 | -.1689312 .1038591 -1.63 0.10
> 5
> -.3732038
> .0353414
city111 | -.1258602 .0688371 -1.83 0.06
> 8
> -.2612507
> .0095302
city112 | -.0123796 .0380553 -0.33 0.74
> 5
> -.0872278
> .0624685
city113 | -.0383911 .0437508 -0.88 0.38
> 1
> -.1244412
> .0476591
city114 | -.0557131 .0306229 -1.82 0.07
> 0
> -.115943
> .0045168
city115 | -.0503414 .0479944 -1.05 0.29
> 5
> -.144738
> .0440551
city116 | -.0766563 .04482 -1.71 0.08
> 8
> -.1648093
> .0114967
rg1y1 | -.1586912 .0201073 -7.89 0.00
> 0
> -.1982388
> -.1191435
rg1y2 | -.0652888 .010919 -5.98 0.00
> 0
> -.0867646
> -.0438131
rg2y1 | -.1703461 .0293016 -5.81 0.00
> 0
> -.2279772
> -.1127149
rg2y2 | -.0652372 .0085383 -7.64 0.00
> 0
> -.0820305
> -.048444
rg3y1 | -.1934425 .0274659 -7.04 0.00
> 0
> -.2474631
> -.139422
rg3y2 | -.0715208 .0042448 -16.85 0.00
> 0
> -.0798696
> -.0631719
rg4y1 | -.2027819 .0274973 -7.37 0.00
> 0
> -.2568643
> -.1486995
rg4y2 | -.0755446 .0047384 -15.94 0.00
> 0
> -.0848643
> -.0662249
rg5y1 | -.147684 .0119065 -12.40 0.00
> 0
> -.1711019
> -.1242661
rg5y2 | -.0626931 .0048377 -12.96 0.00
> 0
> -.0722079
> -.0531782
rg6y1 | -.1536382 .0236134 -6.51 0.00
> 0
> -.2000816
> -.1071947
rg6y2 | -.0648291 .0096919 -6.69 0.00
> 0
> -.0838913
> -.0457669
rg7y1 | -.1715006 .0143821 -11.92 0.00
> 0
> -.1997877
> -.1432134
rg7y2 | -.0632691 .0064152 -9.86 0.00
> 0
> -.0758867
> -.0506514
rg8y1 | -.1431539 .0111201 -12.87 0.00
> 0
> -.1650252
> -.1212826
rg8y2 | -.033431 .0127206 -2.63 0.00
> 9
> -.0584502
> -.0084119
rg9y1 | -.1681946 .0198346 -8.48 0.00
> 0
> -.2072057
> -.1291834
rg9y2 | -.0640793 .0091953 -6.97 0.00
> 0
> -.0821648
> -.0459938
age | .0222422 .0009342 23.81 0.00
> 0
> .0204048
> .0240797
agesq | -.0002746 .0000112 -24.41 0.00
> 0
> -.0002967
> -.0002524
married | -.0228093 .0016367 -13.94 0.00
> 0
> -.0260284
> -.0195901
black | -.0523447 .0031212 -16.77 0.00
> 0
> -.0584835
> -.0462058
children | -.0785057 .0037064 -21.18 0.00
> 0
> -.0857955
> -.0712158
child5 | -.0270388 .0022963 -11.78 0.00
> 0
> -.0315552
> -.0225224
_cons | -.5696658 .153803 -3.70 0.00
> 0
> -.8721693
> -.2671623
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg work50 (indep =ins) lwagehourgradmorey70y1
> - lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2
> age agesq married black children child5 if master
> ==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 6.1395e+06)
Instrumental variables (2SLS) regression
> Number of obs = 286506
> F(152, 347) = 392.74
> Prob > F = 0.0000
> R-squared = 0.0487
> Root MSE = .34136
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work50 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0471112 .0306839 1.54 0.12
> 6
> -.0132386
> .107461
lwagehourg~1 | -.0088567 .0241935 -0.37 0.71
> 5
> -.0564411
> .0387277
lwagehourg~2 | -.0082953 .0157988 -0.53 0.60
> 0
> -.0393688
> .0227782
fcollegepl~1 | -.4058042 .1996627 -2.03 0.04
> 3
> -.7985055
> -.0131029
fcollegepl~2 | -.0707801 .1502988 -0.47 0.63
> 8
> -.3663914
> .2248313
agmin70y1 | .8213215 .2934583 2.80 0.00
> 5
> .2441406
> 1.398502
agmin70y2 | .1773136 .1402068 1.26 0.20
> 7
> -.0984484
> .4530757
manufact70y1 | -.0835075 .0532215 -1.57 0.11
> 8
> -.1881849
> .0211699
manufact70y2 | -.0845727 .0387609 -2.18 0.03
> 0
> -.1608086
> -.0083368
hsservices~1 | .1834982 .1746847 1.05 0.29
> 4
> -.1600758
> .5270723
hsservices~2 | -.0243862 .1090535 -0.22 0.82
> 3
> -.2388753
> .1901029
lfwomencol~1 | -.0439676 .0917771 -0.48 0.63
> 2
> -.224477
> .1365418
lfwomencol~2 | -.0174729 .0602167 -0.29 0.77
> 2
> -.1359085
> .1009628
city1 | -.0068514 .0497957 -0.14 0.89
> 1
> -.1047907
> .091088
city2 | -.0555964 .0527869 -1.05 0.29
> 3
> -.1594189
> .0482262
city3 | -.0391367 .054999 -0.71 0.47
> 7
> -.14731
> .0690366
city4 | .0054113 .0506323 0.11 0.91
> 5
> -.0941736
> .1049962
city5 | .0392307 .0452286 0.87 0.38
> 6
> -.049726
> .1281873
city6 | -.0578764 .103805 -0.56 0.57
> 8
> -.2620426
> .1462898
city7 | -.0107926 .0533034 -0.20 0.84
> 0
> -.1156311
> .0940458
city8 | -.0076181 .0708945 -0.11 0.91
> 4
> -.1470551
> .131819
city9 | -.0998032 .0810783 -1.23 0.21
> 9
> -.25927
> .0596635
city10 | -.0819838 .094689 -0.87 0.38
> 7
> -.2682204
> .1042528
city11 | -.0333994 .0538285 -0.62 0.53
> 5
> -.1392707
> .0724718
city12 | -.0066412 .0483536 -0.14 0.89
> 1
> -.1017443
> .0884618
city13 | -.0177304 .0301123 -0.59 0.55
> 6
> -.076956
> .0414952
city14 | -.0416876 .0576681 -0.72 0.47
> 0
> -.1551105
> .0717354
city15 | -.0791382 .0895942 -0.88 0.37
> 8
> -.2553542
> .0970778
city16 | -.082007 .0571932 -1.43 0.15
> 3
> -.1944959
> .0304819
city17 | .0163835 .0393835 0.42 0.67
> 8
> -.0610768
> .0938439
city18 | -.0201983 .051754 -0.39 0.69
> 7
> -.1219894
> .0815928
city19 | -.0526891 .0842751 -0.63 0.53
> 2
> -.2184433
> .1130652
city20 | -.0086865 .0547774 -0.16 0.87
> 4
> -.116424
> .099051
city21 | -.1029613 .1274154 -0.81 0.42
> 0
> -.3535651
> .1476424
city22 | -.0120517 .0504433 -0.24 0.81
> 1
> -.1112648
> .0871615
city23 | -.0490005 .0746446 -0.66 0.51
> 2
> -.1958133
> .0978124
city24 | -.064688 .0846709 -0.76 0.44
> 5
> -.2312209
> .1018448
city25 | -.0189374 .0476343 -0.40 0.69
> 1
> -.1126257
> .0747509
city26 | -.0135371 .071036 -0.19 0.84
> 9
> -.1532523
> .1261781
city27 | .0077023 .0558137 0.14 0.89
> 0
> -.1020734
> .1174779
city28 | -.0569375 .114891 -0.50 0.62
> 1
> -.282908
> .169033
city29 | .0665934 .0357827 1.86 0.06
> 4
> -.003785
> .1369717
city30 | -.0135198 .0584688 -0.23 0.81
> 7
> -.1285175
> .101478
city31 | -.037851 .0903201 -0.42 0.67
> 5
> -.2154948
> .1397927
city32 | .1363045 .0289588 4.71 0.00
> 0
> .0793476
> .1932614
city33 | -.0907059 .1022379 -0.89 0.37
> 6
> -.2917899
> .110378
city34 | 0 (omitted)
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> 9
> -.1359448
> .1469301
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> 9
> -.0469497
> .0719708
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> 6
> -.0693852
> .0845836
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> 4
> -.2259711
> .0850939
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> 4
> -.0261622
> .1359999
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> 3
> -.247603
> .0886281
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> 9
> -.117094
> .1002277
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> 2
> -.2189428
> .1131779
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> 8
> -.1765786
> .1067197
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> 7
> -.1433145
> .0544524
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> 2
> -.1388874
> .0718102
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> -.1145855
> .1294131
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> -.3085518
> .1680235
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> 5
> -.1740764
> .1178965
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> -.0870148
> .0646543
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> 2
> -.1732089
> .1053964
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> -.0901267
> .0490465
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> -.1383192
> .1483601
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> -.1501884
> .0617594
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> -.1565601
> .059019
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> -.2293446
> .0993722
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> -.087427
> .1007812
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> 0
> -.4447572
> .1537991
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> -.1724914
> .0816143
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> -.0029665
> .1042768
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> -.1596932
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> -.3040647
> .0988613
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> -.138578
> .1199225
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> -.1267122
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> 0
> -.1536932
> .0489592
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> -.1946019
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> -.2183447
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> -.1849102
> .0951416
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> -.2401196
> .0854831
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> -.1436327
> .1114238
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> 5
> .0160794
> .1476485
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> -.2266052
> .0811909
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> -.0392663
> .103548
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> 2
> -.3182182
> .0836637
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> -.2719749
> .1449018
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> 3
> -.1919184
> .0686905
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> -.180849
> .1131304
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> 0
> -.243885
> .0486843
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> -.1243785
> .067322
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> 9
> -.1603424
> .104582
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> 5
> -.2803739
> .1283749
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> 5
> -.1349483
> .0979994
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> 1
> -.0482581
> .1084014
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> 1
> -.1889656
> .0876006
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> -.2279397
> .1161863
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> 6
> -.1645438
> .0871344
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> 9
> -.1654497
> .106338
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> 1
> -.1800595
> .1585806
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> 1
> -.2525066
> .1147296
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> 4
> -.2250077
> .1498762
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> 1
> -.1697304
> .1553374
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> -.1432251
> .0838595
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> -.1836428
> .1144554
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> -.1075572
> .087427
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> -.0483632
> .0932352
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> 7
> -.0393309
> .1012273
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> 6
> -.1578741
> .0422152
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> 0
> -.1646711
> .0702208
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> 5
> -.1504508
> .0608652
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> 3
> -.0709745
> .1346952
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> 8
> -.274126
> .0917647
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> 9
> -.0969313
> .0968195
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> 9
> -.047376
> .0875181
city106 | -.0450521 .0662576 -0.68 0.49
> 7
> -.1753691
> .085265
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> 9
> -.1360807
> .0810904
city108 | -.0115058 .035476 -0.32 0.74
> 6
> -.0812809
> .0582693
city109 | -.0323044 .0680581 -0.47 0.63
> 5
> -.1661628
> .1015539
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> 6
> -.2814167
> .1467286
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> 0
> -.2016831
> .0717157
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> 8
> -.0434766
> .114362
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> 8
> -.0651393
> .103093
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> 5
> -.0753574
> .0585704
city115 | .0074582 .0500382 0.15 0.88
> 2
> -.090958
> .1058745
city116 | -.0192848 .048069 -0.40 0.68
> 9
> -.1138279
> .0752584
rg1y1 | -.07823 .1091399 -0.72 0.47
> 4
> -.2928889
> .1364289
rg1y2 | -.0006668 .0603769 -0.01 0.99
> 1
> -.1194175
> .1180838
rg2y1 | -.0918993 .1186228 -0.77 0.43
> 9
> -.3252095
> .141411
rg2y2 | -.0007914 .0629284 -0.01 0.99
> 0
> -.1245603
> .1229776
rg3y1 | -.1104217 .116347 -0.95 0.34
> 3
> -.3392559
> .1184124
rg3y2 | -.0069359 .0603333 -0.11 0.90
> 9
> -.1256009
> .1117291
rg4y1 | -.1294411 .1152363 -1.12 0.26
> 2
> -.3560907
> .0972085
rg4y2 | -.0154758 .0594062 -0.26 0.79
> 5
> -.1323173
> .1013657
rg5y1 | -.0828919 .1045352 -0.79 0.42
> 8
> -.2884942
> .1227105
rg5y2 | -.0090208 .0586385 -0.15 0.87
> 8
> -.1243523
> .1063108
rg6y1 | -.087639 .1145398 -0.77 0.44
> 5
> -.3129186
> .1376406
rg6y2 | -.0052488 .0621493 -0.08 0.93
> 3
> -.1274856
> .116988
rg7y1 | -.1207258 .1061932 -1.14 0.25
> 6
> -.3295892
> .0881375
rg7y2 | -.0149794 .0569107 -0.26 0.79
> 3
> -.1269128
> .0969539
rg8y1 | -.1021654 .0920881 -1.11 0.26
> 8
> -.2832865
> .0789557
rg8y2 | .0067707 .0500328 0.14 0.89
> 2
> -.091635
> .1051765
rg9y1 | -.1094105 .104304 -1.05 0.29
> 5
> -.3145581
> .0957372
rg9y2 | -.0106627 .0575784 -0.19 0.85
> 3
> -.1239093
> .1025838
age | .0222597 .0009364 23.77 0.00
> 0
> .0204179
> .0241015
agesq | -.0002748 .0000113 -24.39 0.00
> 0
> -.0002969
> -.0002526
married | -.0227853 .001639 -13.90 0.00
> 0
> -.026009
> -.0195615
black | -.0523068 .0031301 -16.71 0.00
> 0
> -.0584632
> -.0461505
children | -.0784762 .0037085 -21.16 0.00
> 0
> -.0857702
> -.0711822
child5 | -.0271579 .0022949 -11.83 0.00
> 0
> -.0316716
> -.0226442
_cons | -.4996455 .1719653 -2.91 0.00
> 4
> -.837871
> -.16142
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg work60 (indep =ins) city1-city116 rg1y1-rg
> 9y2 age agesq married black children child5 if mas
> ter==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 6.1395e+06)
Instrumental variables (2SLS) regression
> Number of obs = 286506
> F(140, 347) = 47.52
> Prob > F = 0.0000
> R-squared = 0.0150
> Root MSE = .20117
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work60 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0318582 .0151376 2.10 0.03
> 6
> .0020852
> .0616311
city1 | -.0394077 .0231788 -1.70 0.09
> 0
> -.0849962
> .0061808
city2 | -.0509282 .0266925 -1.91 0.05
> 7
> -.1034276
> .0015713
city3 | -.0516776 .0285362 -1.81 0.07
> 1
> -.1078032
> .004448
city4 | -.0403176 .0246128 -1.64 0.10
> 2
> -.0887267
> .0080915
city5 | -.0106238 .0138929 -0.76 0.44
> 5
> -.0379487
> .016701
city6 | -.087762 .0526682 -1.67 0.09
> 7
> -.1913511
> .015827
city7 | -.0364549 .0258161 -1.41 0.15
> 9
> -.0872305
> .0143208
city8 | -.053532 .0359907 -1.49 0.13
> 8
> -.1243193
> .0172553
city9 | -.0520556 .0372711 -1.40 0.16
> 3
> -.1253613
> .02125
city10 | -.0874112 .0499716 -1.75 0.08
> 1
> -.1856965
> .010874
city11 | -.0457416 .0263093 -1.74 0.08
> 3
> -.0974873
> .0060041
city12 | -.0344334 .0243321 -1.42 0.15
> 8
> -.0822904
> .0134236
city13 | -.0236997 .011507 -2.06 0.04
> 0
> -.0463319
> -.0010674
city14 | -.0526898 .028909 -1.82 0.06
> 9
> -.1095488
> .0041692
city15 | -.088147 .0453294 -1.94 0.05
> 3
> -.177302
> .001008
city16 | -.0698929 .0294942 -2.37 0.01
> 8
> -.1279028
> -.011883
city17 | -.00532 .0173472 -0.31 0.75
> 9
> -.039439
> .0287989
city18 | -.0409181 .0255372 -1.60 0.11
> 0
> -.0911452
> .0093091
city19 | -.0762411 .0432735 -1.76 0.07
> 9
> -.1613524
> .0088701
city20 | -.0366039 .026537 -1.38 0.16
> 9
> -.0887975
> .0155897
city21 | -.1123721 .0639213 -1.76 0.08
> 0
> -.2380941
> .01335
city22 | -.0476147 .0239229 -1.99 0.04
> 7
> -.0946668
> -.0005625
city23 | -.0739429 .0377311 -1.96 0.05
> 1
> -.1481534
> .0002676
city24 | -.0812527 .0415118 -1.96 0.05
> 1
> -.1628992
> .0003937
city25 | -.0346325 .024379 -1.42 0.15
> 6
> -.0825816
> .0133166
city26 | -.0507403 .0359609 -1.41 0.15
> 9
> -.1214691
> .0199884
city27 | -.0083723 .0263296 -0.32 0.75
> 1
> -.060158
> .0434133
city28 | -.0888814 .0588954 -1.51 0.13
> 2
> -.2047182
> .0269554
city29 | -.0195047 .0135621 -1.44 0.15
> 1
> -.046179
> .0071696
city30 | -.049523 .0287553 -1.72 0.08
> 6
> -.1060795
> .0070335
city31 | -.075021 .0460255 -1.63 0.10
> 4
> -.165545
> .0155031
city32 | .0196958 .0147411 1.34 0.18
> 2
> -.0092973
> .0486889
city33 | -.0995939 .0517146 -1.93 0.05
> 5
> -.2013075
> .0021196
city34 | 0 (omitted)
city35 | -.0562355 .0353729 -1.59 0.11
> 3
> -.1258077
> .0133367
city36 | -.012885 .013335 -0.97 0.33
> 5
> -.0391125
> .0133425
city37 | -.0147918 .0174496 -0.85 0.39
> 7
> -.0491121
> .0195285
city38 | -.0739914 .0403872 -1.83 0.06
> 8
> -.153426
> .0054431
city39 | -.0144551 .0209551 -0.69 0.49
> 1
> -.0556701
> .0267598
city40 | -.0633194 .0403708 -1.57 0.11
> 8
> -.1427217
> .0160829
city41 | -.0499758 .0288392 -1.73 0.08
> 4
> -.1066975
> .0067459
city42 | -.0761504 .0428523 -1.78 0.07
> 6
> -.1604332
> .0081325
city43 | -.0574297 .0382986 -1.50 0.13
> 5
> -.1327563
> .0178969
city44 | -.0578989 .0262991 -2.20 0.02
> 8
> -.1096246
> -.0061732
city45 | -.0525537 .0279493 -1.88 0.06
> 1
> -.1075251
> .0024176
city46 | -.0267726 .0293049 -0.91 0.36
> 2
> -.0844101
> .030865
city47 | -.0980224 .0607395 -1.61 0.10
> 7
> -.2174863
> .0214416
city48 | -.0664485 .0382009 -1.74 0.08
> 3
> -.141583
> .0086859
city49 | -.0245831 .0180617 -1.36 0.17
> 4
> -.0601072
> .010941
city50 | -.0479741 .03516 -1.36 0.17
> 3
> -.1171277
> .0211795
city51 | -.0319053 .0167336 -1.91 0.05
> 7
> -.0648172
> .0010067
city52 | -.0583126 .0360214 -1.62 0.10
> 6
> -.1291603
> .0125352
city53 | -.0517419 .0277219 -1.87 0.06
> 3
> -.1062661
> .0027822
city54 | -.0521992 .0281925 -1.85 0.06
> 5
> -.1076488
> .0032504
city55 | -.077999 .0430039 -1.81 0.07
> 1
> -.16258
> .0065821
city56 | -.0238122 .0212701 -1.12 0.26
> 4
> -.0656468
> .0180224
city57 | -.1317239 .0763095 -1.73 0.08
> 5
> -.2818114
> .0183635
city58 | -.0574987 .0322749 -1.78 0.07
> 6
> -.1209777
> .0059803
city59 | -.0002432 .0084602 -0.03 0.97
> 7
> -.016883
> .0163966
city60 | -.0512092 .0308004 -1.66 0.09
> 7
> -.1117881
> .0093697
city61 | -.0950128 .0523448 -1.82 0.07
> 0
> -.1979659
> .0079402
city62 | -.0553428 .0323208 -1.71 0.08
> 8
> -.1189121
> .0082266
city63 | -.0562175 .0343873 -1.63 0.10
> 3
> -.1238512
> .0114163
city64 | -.0427821 .025823 -1.66 0.09
> 8
> -.0935714
> .0080073
city65 | -.0658928 .0375038 -1.76 0.08
> 0
> -.1396563
> .0078707
city66 | -.062985 .0396256 -1.59 0.11
> 3
> -.1409216
> .0149516
city67 | -.1333547 .0678215 -1.97 0.05
> 0
> -.2667476
> .0000382
city68 | -.0937917 .0430848 -2.18 0.03
> 0
> -.1785319
> -.0090514
city69 | -.0741431 .0366988 -2.02 0.04
> 4
> -.1463233
> -.001963
city70 | -.0690754 .0351091 -1.97 0.05
> 0
> -.1381288
> -.0000221
city71 | -.0792726 .0428652 -1.85 0.06
> 5
> -.1635809
> .0050357
city72 | -.0520581 .0332272 -1.57 0.11
> 8
> -.1174102
> .013294
city73 | .0054018 .0164941 0.33 0.74
> 3
> -.0270391
> .0378427
city74 | -.0679138 .0407873 -1.67 0.09
> 7
> -.1481352
> .0123077
city75 | -.0056702 .015304 -0.37 0.71
> 1
> -.0357705
> .0244302
city76 | -.1038663 .0523064 -1.99 0.04
> 8
> -.2067437
> -.0009889
city77 | -.0933846 .0540355 -1.73 0.08
> 5
> -.1996629
> .0128937
city78 | -.0648067 .0344617 -1.88 0.06
> 1
> -.1325868
> .0029734
city79 | -.058259 .0375553 -1.55 0.12
> 2
> -.1321237
> .0156056
city80 | -.0736079 .0362956 -2.03 0.04
> 3
> -.144995
> -.0022207
city81 | -.0372654 .0228183 -1.63 0.10
> 3
> -.082145
> .0076142
city82 | -.0576915 .034909 -1.65 0.09
> 9
> -.1263514
> .0109684
city83 | -.0743311 .0522145 -1.42 0.15
> 5
> -.1770278
> .0283656
city84 | -.0510857 .0299275 -1.71 0.08
> 9
> -.1099478
> .0077763
city85 | -.0247378 .0212547 -1.16 0.24
> 5
> -.0665421
> .0170666
city86 | -.0558024 .0358406 -1.56 0.12
> 0
> -.1262945
> .0146897
city87 | -.0804323 .0440411 -1.83 0.06
> 9
> -.1670533
> .0061888
city88 | -.0363627 .0276581 -1.31 0.18
> 9
> -.0907614
> .018036
city89 | -.0550638 .0347651 -1.58 0.11
> 4
> -.1234407
> .013313
city90 | -.0550326 .0436056 -1.26 0.20
> 8
> -.1407971
> .0307319
city91 | -.0773911 .0480382 -1.61 0.10
> 8
> -.1718738
> .0170916
city92 | -.0620069 .0496438 -1.25 0.21
> 2
> -.1596475
> .0356336
city93 | -.0580483 .0420845 -1.38 0.16
> 9
> -.140821
> .0247245
city94 | -.0501145 .0282254 -1.78 0.07
> 7
> -.1056288
> .0053999
city95 | -.0603216 .0380656 -1.58 0.11
> 4
> -.1351899
> .0145467
city96 | -.0291637 .0271424 -1.07 0.28
> 3
> -.0825479
> .0242205
city97 | -.0188225 .0168483 -1.12 0.26
> 5
> -.0519601
> .0143152
city98 | -.005464 .0143267 -0.38 0.70
> 3
> -.0336421
> .0227141
city99 | -.0555917 .0244085 -2.28 0.02
> 3
> -.1035989
> -.0075846
city100 | -.0496858 .0311392 -1.60 0.11
> 1
> -.1109311
> .0115594
city101 | -.054599 .0295398 -1.85 0.06
> 5
> -.1126987
> .0035006
city102 | -.0037507 .025449 -0.15 0.88
> 3
> -.0538045
> .046303
city103 | -.0892451 .0476686 -1.87 0.06
> 2
> -.1830009
> .0045107
city104 | -.0404399 .0238463 -1.70 0.09
> 1
> -.0873413
> .0064615
city105 | -.0095996 .0160174 -0.60 0.54
> 9
> -.0411031
> .0219039
city106 | -.0507783 .0329365 -1.54 0.12
> 4
> -.1155587
> .014002
city107 | -.0436072 .0277457 -1.57 0.11
> 7
> -.098178
> .0109637
city108 | -.0250084 .0181992 -1.37 0.17
> 0
> -.0608029
> .0107862
city109 | -.0393593 .0341559 -1.15 0.25
> 0
> -.1065379
> .0278193
city110 | -.0913429 .054645 -1.67 0.09
> 6
> -.19882
> .0161342
city111 | -.0647584 .0359615 -1.80 0.07
> 3
> -.1354883
> .0059715
city112 | -.0375461 .0212278 -1.77 0.07
> 8
> -.0792976
> .0042053
city113 | -.0332767 .0230516 -1.44 0.15
> 0
> -.0786152
> .0120617
city114 | -.0221485 .0162271 -1.36 0.17
> 3
> -.0540644
> .0097674
city115 | -.0328113 .0224521 -1.46 0.14
> 5
> -.0769707
> .011348
city116 | -.0425682 .0223747 -1.90 0.05
> 8
> -.0865752
> .0014388
rg1y1 | -.0540306 .0100684 -5.37 0.00
> 0
> -.0738334
> -.0342278
rg1y2 | -.0226329 .0039685 -5.70 0.00
> 0
> -.0304383
> -.0148274
rg2y1 | -.0628709 .0150156 -4.19 0.00
> 0
> -.0924039
> -.0333379
rg2y2 | -.0249349 .0040106 -6.22 0.00
> 0
> -.032823
> -.0170468
rg3y1 | -.0672222 .0162606 -4.13 0.00
> 0
> -.099204
> -.0352404
rg3y2 | -.0259295 .0030541 -8.49 0.00
> 0
> -.0319364
> -.0199226
rg4y1 | -.0630085 .014996 -4.20 0.00
> 0
> -.0925029
> -.033514
rg4y2 | -.0165084 .0046013 -3.59 0.00
> 0
> -.0255584
> -.0074585
rg5y1 | -.0497388 .0062781 -7.92 0.00
> 0
> -.0620867
> -.037391
rg5y2 | -.0221808 .0027365 -8.11 0.00
> 0
> -.0275632
> -.0167985
rg6y1 | -.0544803 .0124425 -4.38 0.00
> 0
> -.0789526
> -.030008
rg6y2 | -.0219943 .004054 -5.43 0.00
> 0
> -.0299677
> -.0140208
rg7y1 | -.0597208 .0074501 -8.02 0.00
> 0
> -.0743738
> -.0450678
rg7y2 | -.0161027 .0029348 -5.49 0.00
> 0
> -.0218748
> -.0103305
rg8y1 | -.0401736 .0066862 -6.01 0.00
> 0
> -.0533242
> -.0270229
rg8y2 | -.0019939 .0071418 -0.28 0.78
> 0
> -.0160406
> .0120527
rg9y1 | -.0632204 .0102347 -6.18 0.00
> 0
> -.0833503
> -.0430906
rg9y2 | -.0256136 .0052947 -4.84 0.00
> 0
> -.0360273
> -.0151999
age | .0076492 .0004951 15.45 0.00
> 0
> .0066754
> .008623
agesq | -.000091 5.79e-06 -15.73 0.00
> 0
> -.0001024
> -.0000797
married | -.0114813 .0009757 -11.77 0.00
> 0
> -.0134003
> -.0095623
black | -.0120024 .0015443 -7.77 0.00
> 0
> -.0150397
> -.008965
children | -.0251345 .0016976 -14.81 0.00
> 0
> -.0284733
> -.0217956
child5 | -.0075324 .0011303 -6.66 0.00
> 0
> -.0097555
> -.0053093
_cons | -.2585333 .0813984 -3.18 0.00
> 2
> -.4186297
> -.098437
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg work60 (indep =ins) lwagehourgradmorey70y1
> - lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2
> age agesq married black children child5 if master
> ==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 6.1395e+06)
Instrumental variables (2SLS) regression
> Number of obs = 286506
> F(152, 347) = 70.32
> Prob > F = 0.0000
> R-squared = 0.0159
> Root MSE = .20108
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work60 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0106572 .0129557 0.82 0.41
> 1
> -.0148244
> .0361387
lwagehourg~1 | -.0243347 .0106796 -2.28 0.02
> 3
> -.0453396
> -.0033298
lwagehourg~2 | -.0194027 .0077202 -2.51 0.01
> 2
> -.0345869
> -.0042185
fcollegepl~1 | -.2103407 .0920625 -2.28 0.02
> 3
> -.3914114
> -.02927
fcollegepl~2 | -.1266049 .0639196 -1.98 0.04
> 8
> -.2523234
> -.0008864
agmin70y1 | .3078561 .1248081 2.47 0.01
> 4
> .0623805
> .5533317
agmin70y2 | .1031324 .0653721 1.58 0.11
> 6
> -.025443
> .2317078
manufact70y1 | -.0307023 .0211214 -1.45 0.14
> 7
> -.0722443
> .0108397
manufact70y2 | -.0730132 .0170258 -4.29 0.00
> 0
> -.1065
> -.0395264
hsservices~1 | .1448518 .073725 1.96 0.05
> 0
> -.0001523
> .289856
hsservices~2 | .004834 .050954 0.09 0.92
> 4
> -.0953835
> .1050515
lfwomencol~1 | -.0790746 .0318263 -2.48 0.01
> 3
> -.1416713
> -.0164779
lfwomencol~2 | -.0581836 .0239749 -2.43 0.01
> 6
> -.105338
> -.0110292
city1 | .0090701 .0215022 0.42 0.67
> 3
> -.033221
> .0513611
city2 | -.0008884 .0245387 -0.04 0.97
> 1
> -.0491517
> .047375
city3 | .0000105 .0244206 0.00 1.00
> 0
> -.0480205
> .0480414
city4 | .0104342 .0226357 0.46 0.64
> 5
> -.0340863
> .0549547
city5 | .0204253 .0186113 1.10 0.27
> 3
> -.0161799
> .0570305
city6 | .0037784 .0443404 0.09 0.93
> 2
> -.0834314
> .0909882
city7 | .0157161 .0235469 0.67 0.50
> 5
> -.0305965
> .0620286
city8 | .0111013 .0309467 0.36 0.72
> 0
> -.0497654
> .071968
city9 | -.00931 .0345894 -0.27 0.78
> 8
> -.0773413
> .0587213
city10 | -.0058037 .0407068 -0.14 0.88
> 7
> -.0858668
> .0742594
city11 | .0060522 .0241865 0.25 0.80
> 3
> -.0415183
> .0536228
city12 | .0123225 .022335 0.55 0.58
> 2
> -.0316066
> .0562515
city13 | .0020706 .0149439 0.14 0.89
> 0
> -.0273214
> .0314625
city14 | .0016028 .0254144 0.06 0.95
> 0
> -.0483828
> .0515884
city15 | -.0087922 .0384006 -0.23 0.81
> 9
> -.0843194
> .066735
city16 | -.0152714 .0256139 -0.60 0.55
> 1
> -.0656495
> .0351067
city17 | .0279903 .0176454 1.59 0.11
> 4
> -.0067152
> .0626957
city18 | .0063432 .0226053 0.28 0.77
> 9
> -.0381174
> .0508039
city19 | -.0008668 .036322 -0.02 0.98
> 1
> -.0723057
> .0705722
city20 | .0181222 .0233336 0.78 0.43
> 8
> -.027771
> .0640153
city21 | -.0044691 .053829 -0.08 0.93
> 4
> -.1103414
> .1014031
city22 | .0008038 .0226679 0.04 0.97
> 2
> -.04378
> .0453876
city23 | -.005406 .0322786 -0.17 0.86
> 7
> -.0688922
> .0580803
city24 | -.008144 .0351109 -0.23 0.81
> 7
> -.077201
> .0609129
city25 | .010127 .0218761 0.46 0.64
> 4
> -.0328994
> .0531535
city26 | .0127127 .0309523 0.41 0.68
> 2
> -.0481649
> .0735904
city27 | .0270456 .0268155 1.01 0.31
> 4
> -.0256957
> .0797868
city28 | .0129819 .0490382 0.26 0.79
> 1
> -.0834676
> .1094314
city29 | .0075711 .0155536 0.49 0.62
> 7
> -.02302
> .0381622
city30 | .0064385 .0255451 0.25 0.80
> 1
> -.0438041
> .0566811
city31 | .0092606 .0388871 0.24 0.81
> 2
> -.0672235
> .0857446
city32 | .0413734 .0172559 2.40 0.01
> 7
> .0074341
> .0753127
city33 | -.0097704 .0433937 -0.23 0.82
> 2
> -.0951181
> .0755774
city34 | 0 (omitted)
city35 | .0096966 .0308177 0.31 0.75
> 3
> -.0509165
> .0703097
city36 | .0158251 .0164738 0.96 0.33
> 7
> -.0165761
> .0482262
city37 | .0320816 .0183553 1.75 0.08
> 1
> -.00402
> .0681833
city38 | -.0036526 .0341222 -0.11 0.91
> 5
> -.0707649
> .0634596
city39 | .0235842 .0196357 1.20 0.23
> 1
> -.0150359
> .0622042
city40 | -.006446 .0370379 -0.17 0.86
> 2
> -.079293
> .066401
city41 | .0023268 .0262435 0.09 0.92
> 9
> -.0492896
> .0539431
city42 | .000977 .035856 0.03 0.97
> 8
> -.0695455
> .0714995
city43 | .0125558 .032048 0.39 0.69
> 5
> -.050477
> .0755887
city44 | -.0113844 .0230521 -0.49 0.62
> 2
> -.0567239
> .0339551
city45 | -.001705 .024037 -0.07 0.94
> 3
> -.0489815
> .0455716
city46 | .029916 .0268724 1.11 0.26
> 6
> -.0229374
> .0827693
city47 | .0026846 .0514867 0.05 0.95
> 8
> -.0985807
> .1039499
city48 | -.0036651 .0320268 -0.11 0.90
> 9
> -.0666562
> .059326
city49 | .0103879 .0182226 0.57 0.56
> 9
> -.0254527
> .0462285
city50 | .0148363 .0299361 0.50 0.62
> 0
> -.0440427
> .0737153
city51 | -.0107786 .0167986 -0.64 0.52
> 2
> -.0438184
> .0222612
city52 | .0084664 .0314825 0.27 0.78
> 8
> -.0534542
> .0703869
city53 | -.0012289 .0243141 -0.05 0.96
> 0
> -.0490504
> .0465926
city54 | -.0066078 .0246572 -0.27 0.78
> 9
> -.0551042
> .0418887
city55 | -.0058699 .0358241 -0.16 0.87
> 0
> -.0763296
> .0645898
city56 | .0239385 .0211796 1.13 0.25
> 9
> -.0177181
> .0655951
city57 | -.0028989 .0644082 -0.05 0.96
> 4
> -.1295784
> .1237807
city58 | .007276 .0281847 0.26 0.79
> 6
> -.0481583
> .0627103
city59 | .0205652 .0145941 1.41 0.16
> 0
> -.0081388
> .0492691
city60 | .0044195 .026944 0.16 0.87
> 0
> -.0485746
> .0574136
city61 | -.0098197 .0436996 -0.22 0.82
> 2
> -.0957692
> .0761298
city62 | .0059524 .02828 0.21 0.83
> 3
> -.0496693
> .0615742
city63 | .0083174 .0294796 0.28 0.77
> 8
> -.0496638
> .0662987
city64 | .0039435 .0247616 0.16 0.87
> 4
> -.0447581
> .0526451
city65 | .0040693 .0321711 0.13 0.89
> 9
> -.0592056
> .0673442
city66 | .0045061 .0332916 0.14 0.89
> 2
> -.0609727
> .0699849
city67 | -.020315 .057389 -0.35 0.72
> 4
> -.133189
> .092559
city68 | -.0215938 .0359989 -0.60 0.54
> 9
> -.0923972
> .0492096
city69 | -.005468 .0315286 -0.17 0.86
> 2
> -.0674792
> .0565433
city70 | -.0012489 .0312415 -0.04 0.96
> 8
> -.0626953
> .0601976
city71 | -.00226 .0359534 -0.06 0.95
> 0
> -.072974
> .0684539
city72 | .0081089 .0287671 0.28 0.77
> 8
> -.0484708
> .0646887
city73 | .0356253 .0179394 1.99 0.04
> 8
> .0003416
> .070909
city74 | -.0006518 .0339939 -0.02 0.98
> 5
> -.0675118
> .0662083
city75 | .0248445 .0173718 1.43 0.15
> 4
> -.0093228
> .0590119
city76 | -.0149749 .0437652 -0.34 0.73
> 2
> -.1010534
> .0711035
city77 | -.0036887 .0452504 -0.08 0.93
> 5
> -.0926884
> .0853109
city78 | -.0042227 .0292171 -0.14 0.88
> 5
> -.0616875
> .0532422
city79 | .0090241 .0325156 0.28 0.78
> 2
> -.0549283
> .0729765
city80 | -.0079861 .0308017 -0.26 0.79
> 6
> -.0685676
> .0525954
city81 | .0110763 .0222423 0.50 0.61
> 9
> -.0326704
> .0548231
city82 | .0046862 .0296955 0.16 0.87
> 5
> -.0537196
> .063092
city83 | .0110266 .0439007 0.25 0.80
> 2
> -.0753184
> .0973717
city84 | .0075325 .0263907 0.29 0.77
> 5
> -.0443734
> .0594385
city85 | .0184129 .0209082 0.88 0.37
> 9
> -.0227099
> .0595357
city86 | .0041677 .0307711 0.14 0.89
> 2
> -.0563537
> .0646891
city87 | -.0012088 .0373741 -0.03 0.97
> 4
> -.0747171
> .0722995
city88 | .012678 .0274316 0.46 0.64
> 4
> -.0412752
> .0666312
city89 | .0087292 .0303589 0.29 0.77
> 4
> -.0509814
> .0684398
city90 | .0205154 .036796 0.56 0.57
> 8
> -.0518558
> .0928867
city91 | .0027349 .040139 0.07 0.94
> 6
> -.0762114
> .0816812
city92 | .0208744 .0408466 0.51 0.61
> 0
> -.0594637
> .1012126
city93 | .0219869 .0358975 0.61 0.54
> 1
> -.0486171
> .0925909
city94 | .0016865 .0256195 0.07 0.94
> 8
> -.0487025
> .0520755
city95 | .0113113 .0326312 0.35 0.72
> 9
> -.0528686
> .0754911
city96 | .0136245 .0253174 0.54 0.59
> 1
> -.0361704
> .0634194
city97 | .0090701 .017659 0.51 0.60
> 8
> -.025662
> .0438023
city98 | .0254394 .0167957 1.51 0.13
> 1
> -.0075947
> .0584735
city99 | -.0068122 .0225856 -0.30 0.76
> 3
> -.051234
> .0376096
city100 | -.0087653 .0265998 -0.33 0.74
> 2
> -.0610825
> .0435519
city101 | -.0051586 .0251799 -0.20 0.83
> 8
> -.054683
> .0443658
city102 | .0459935 .0233906 1.97 0.05
> 0
> -.0000118
> .0919987
city103 | -.0115004 .0400143 -0.29 0.77
> 4
> -.0902015
> .0672008
city104 | .0065271 .0220303 0.30 0.76
> 7
> -.0368026
> .0498568
city105 | .0298043 .0171075 1.74 0.08
> 2
> -.0038432
> .0634517
city106 | .0069436 .0291676 0.24 0.81
> 2
> -.0504239
> .0643111
city107 | .0062474 .0248045 0.25 0.80
> 1
> -.0425388
> .0550335
city108 | .0088838 .0187185 0.47 0.63
> 5
> -.0279321
> .0456997
city109 | .0171671 .0297085 0.58 0.56
> 4
> -.0412643
> .0755984
city110 | .0040563 .0464291 0.09 0.93
> 0
> -.0872615
> .0953741
city111 | -.0079483 .0304884 -0.26 0.79
> 4
> -.0679136
> .0520171
city112 | -.001053 .0193563 -0.05 0.95
> 7
> -.0391235
> .0370175
city113 | .0109477 .0204961 0.53 0.59
> 4
> -.0293645
> .0512598
city114 | .0115757 .0173971 0.67 0.50
> 6
> -.0226413
> .0457928
city115 | .012925 .0211882 0.61 0.54
> 2
> -.0287484
> .0545985
city116 | .003002 .0212622 0.14 0.88
> 8
> -.0388169
> .044821
rg1y1 | .0631372 .0429486 1.47 0.14
> 2
> -.021335
> .1476095
rg1y2 | .0912858 .0258586 3.53 0.00
> 0
> .0404265
> .142145
rg2y1 | .0598702 .0463741 1.29 0.19
> 8
> -.0313395
> .15108
rg2y2 | .0897673 .0268593 3.34 0.00
> 1
> .0369399
> .1425948
rg3y1 | .0562959 .0460753 1.22 0.22
> 3
> -.0343261
> .1469178
rg3y2 | .0871798 .0259689 3.36 0.00
> 1
> .0361036
> .1382561
rg4y1 | .0551242 .0456387 1.21 0.22
> 8
> -.034639
> .1448875
rg4y2 | .0923863 .0257044 3.59 0.00
> 0
> .0418302
> .1429423
rg5y1 | .0600855 .0410533 1.46 0.14
> 4
> -.0206592
> .1408302
rg5y2 | .0831683 .0254278 3.27 0.00
> 1
> .0331564
> .1331802
rg6y1 | .0616677 .0451575 1.37 0.17
> 3
> -.0271492
> .1504845
rg6y2 | .0882205 .0269337 3.28 0.00
> 1
> .0352467
> .1411944
rg7y1 | .043702 .0416962 1.05 0.29
> 5
> -.038307
> .125711
rg7y2 | .0827124 .0248007 3.34 0.00
> 1
> .0339338
> .1314911
rg8y1 | .0492916 .036329 1.36 0.17
> 6
> -.0221612
> .1207444
rg8y2 | .0857968 .0219324 3.91 0.00
> 0
> .0426597
> .1289339
rg9y1 | .0410531 .0412857 0.99 0.32
> 1
> -.0401486
> .1222548
rg9y2 | .0777108 .025296 3.07 0.00
> 2
> .027958
> .1274635
age | .0076659 .0004966 15.44 0.00
> 0
> .0066891
> .0086427
agesq | -.0000912 5.80e-06 -15.72 0.00
> 0
> -.0001027
> -.0000798
married | -.0114406 .0009743 -11.74 0.00
> 0
> -.0133569
> -.0095242
black | -.0119656 .0015425 -7.76 0.00
> 0
> -.0149996
> -.0089317
children | -.0251698 .0017008 -14.80 0.00
> 0
> -.0285149
> -.0218247
child5 | -.007563 .001131 -6.69 0.00
> 0
> -.0097875
> -.0053385
_cons | -.1617959 .0736601 -2.20 0.02
> 9
> -.3066725
> -.0169194
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg uhrswork (indep =ins) city1-city116 rg1y1-
> rg9y2 age agesq married black children child5 if c
> ollege==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.6577e+07)
Instrumental variables (2SLS) regression
> Number of obs = 756040
> F(140, 347) = 455.13
> Prob > F = 0.0000
> R-squared = 0.1647
> Root MSE = 15.816
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
uhrswork | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | -1.159116 .7094792 -1.63 0.10
> 3
> -2.554537
> .2363045
city1 | -2.602232 .7660475 -3.40 0.00
> 1
> -4.108913
> -1.095551
city2 | -1.486722 .6801103 -2.19 0.02
> 9
> -2.82438
> -.1490652
city3 | -2.007946 .7967502 -2.52 0.01
> 2
> -3.575013
> -.4408785
city4 | -1.858424 .7935402 -2.34 0.02
> 0
> -3.419178
> -.2976704
city5 | -1.629081 1.55042 -1.05 0.29
> 4
> -4.678484
> 1.420321
city6 | 1.313328 .9090334 1.44 0.14
> 9
> -.4745809
> 3.101236
city7 | -.9512697 .9201988 -1.03 0.30
> 2
> -2.761139
> .8585994
city8 | .6880983 .5298057 1.30 0.19
> 5
> -.3539364
> 1.730133
city9 | 0 (omitted)
city10 | .6358547 .7647027 0.83 0.40
> 6
> -.8681809
> 2.13989
city11 | -1.390178 .8168666 -1.70 0.09
> 0
> -2.996811
> .2164547
city12 | -.403303 .880379 -0.46 0.64
> 7
> -2.134853
> 1.328248
city13 | -3.599317 1.404539 -2.56 0.01
> 1
> -6.361799
> -.836835
city14 | -2.200336 .6340263 -3.47 0.00
> 1
> -3.447354
> -.9533177
city15 | -.2755415 .6423364 -0.43 0.66
> 8
> -1.538904
> .9878211
city16 | -2.548127 .6181281 -4.12 0.00
> 0
> -3.763876
> -1.332378
city17 | -2.695391 1.033857 -2.61 0.01
> 0
> -4.728805
> -.6619776
city18 | -1.368722 .7847664 -1.74 0.08
> 2
> -2.91222
> .174775
city19 | .8936181 .5877428 1.52 0.12
> 9
> -.2623687
> 2.049605
city20 | -1.547445 .6739062 -2.30 0.02
> 2
> -2.8729
> -.22199
city21 | 1.382113 1.411137 0.98 0.32
> 8
> -1.393346
> 4.157572
city22 | -1.841099 1.05931 -1.74 0.08
> 3
> -3.924576
> .242378
city23 | -.7602301 .4845557 -1.57 0.11
> 8
> -1.713266
> .1928057
city24 | -.4687339 .6432744 -0.73 0.46
> 7
> -1.733941
> .7964737
city25 | -.9166965 .8160052 -1.12 0.26
> 2
> -2.521635
> .688242
city26 | .3524526 .4595426 0.77 0.44
> 4
> -.5513869
> 1.256292
city27 | -.0155125 .8026869 -0.02 0.98
> 5
> -1.594256
> 1.563231
city28 | 2.647127 1.187866 2.23 0.02
> 6
> .3108027
> 4.983451
city29 | -1.06671 1.264725 -0.84 0.40
> 0
> -3.554202
> 1.420783
city30 | -.5219816 .5955469 -0.88 0.38
> 1
> -1.693318
> .6493544
city31 | 1.203635 .6379478 1.89 0.06
> 0
> -.0510956
> 2.458366
city32 | -.1168599 1.500445 -0.08 0.93
> 8
> -3.06797
> 2.834251
city33 | .0894459 .9236951 0.10 0.92
> 3
> -1.7273
> 1.906192
city34 | -3.493054 1.758927 -1.99 0.04
> 8
> -6.952553
> -.0335547
city35 | 2.160217 .592546 3.65 0.00
> 0
> .9947834
> 3.325651
city36 | -3.360879 1.36473 -2.46 0.01
> 4
> -6.045062
> -.6766964
city37 | -1.599014 1.166306 -1.37 0.17
> 1
> -3.892933
> .6949054
city38 | .6115093 .5609216 1.09 0.27
> 6
> -.4917247
> 1.714743
city39 | -2.395643 .9795521 -2.45 0.01
> 5
> -4.322249
> -.4690361
city40 | .4732839 .7114288 0.67 0.50
> 6
> -.9259714
> 1.872539
city41 | -2.222863 .6688715 -3.32 0.00
> 1
> -3.538415
> -.9073102
city42 | 1.108997 .5982471 1.85 0.06
> 5
> -.0676501
> 2.285643
city43 | -.6570229 .4782547 -1.37 0.17
> 0
> -1.597666
> .2836199
city44 | -1.094143 .799663 -1.37 0.17
> 2
> -2.66694
> .478653
city45 | -1.959059 .707311 -2.77 0.00
> 6
> -3.350216
> -.5679029
city46 | 1.146012 .6446993 1.78 0.07
> 6
> -.121998
> 2.414022
city47 | 2.133239 1.275917 1.67 0.09
> 5
> -.3762651
> 4.642742
city48 | 1.025765 .4749112 2.16 0.03
> 1
> .091698
> 1.959832
city49 | -1.703243 1.110064 -1.53 0.12
> 6
> -3.886544
> .4800569
city50 | .0561024 .4679135 0.12 0.90
> 5
> -.8642012
> .9764059
city51 | -3.888587 1.290334 -3.01 0.00
> 3
> -6.426447
> -1.350726
city52 | .9980982 .4589463 2.17 0.03
> 0
> .0954315
> 1.900765
city53 | -2.166981 .6293342 -3.44 0.00
> 1
> -3.404771
> -.9291913
city54 | -1.262783 .6816273 -1.85 0.06
> 5
> -2.603424
> .0778581
city55 | .9635812 .5660753 1.70 0.09
> 0
> -.1497892
> 2.076952
city56 | -.2349074 .8762595 -0.27 0.78
> 9
> -1.958356
> 1.488541
city57 | 2.610052 2.019663 1.29 0.19
> 7
> -1.36227
> 6.582374
city58 | -1.118568 .6256006 -1.79 0.07
> 5
> -2.349014
> .1118782
city59 | -2.775204 1.502829 -1.85 0.06
> 6
> -5.731003
> .1805954
city60 | -1.465284 .5335033 -2.75 0.00
> 6
> -2.514591
> -.4159767
city61 | .8097688 .9713635 0.83 0.40
> 5
> -1.100732
> 2.72027
city62 | -.5863785 .4944874 -1.19 0.23
> 7
> -1.558948
> .3861911
city63 | .506744 .4610018 1.10 0.27
> 2
> -.3999654
> 1.413453
city64 | -1.813739 .8227131 -2.20 0.02
> 8
> -3.431871
> -.1956072
city65 | .2901851 .4783284 0.61 0.54
> 4
> -.6506026
> 1.230973
city66 | -1.169167 .4897379 -2.39 0.01
> 8
> -2.132395
> -.2059388
city67 | 1.136335 1.584548 0.72 0.47
> 4
> -1.980192
> 4.252863
city68 | -3.227249 .5964392 -5.41 0.00
> 0
> -4.40034
> -2.054158
city69 | -1.67917 .4816587 -3.49 0.00
> 1
> -2.626508
> -.7318322
city70 | .3444304 .581176 0.59 0.55
> 4
> -.7986404
> 1.487501
city71 | -1.45506 .5660079 -2.57 0.01
> 1
> -2.568298
> -.341822
city72 | .2291389 .6435285 0.36 0.72
> 2
> -1.036568
> 1.494846
city73 | -.7707695 1.112651 -0.69 0.48
> 9
> -2.959158
> 1.417618
city74 | .849467 .5080702 1.67 0.09
> 5
> -.1498177
> 1.848752
city75 | -2.222705 1.093427 -2.03 0.04
> 3
> -4.373284
> -.0721253
city76 | .2179097 .8855535 0.25 0.80
> 6
> -1.523818
> 1.959638
city77 | 1.457129 .9907798 1.47 0.14
> 2
> -.4915609
> 3.405818
city78 | -1.680146 .5248841 -3.20 0.00
> 1
> -2.712501
> -.6477913
city79 | -1.050148 .5160137 -2.04 0.04
> 3
> -2.065056
> -.0352403
city80 | -1.535106 .7260165 -2.11 0.03
> 5
> -2.963052
> -.1071589
city81 | -1.563411 .9805502 -1.59 0.11
> 2
> -3.491981
> .3651585
city82 | .4118548 .5290263 0.78 0.43
> 7
> -.6286469
> 1.452357
city83 | 1.351633 .9525009 1.42 0.15
> 7
> -.5217683
> 3.225035
city84 | -1.265754 .625273 -2.02 0.04
> 4
> -2.495556
> -.0359518
city85 | -1.158892 1.03175 -1.12 0.26
> 2
> -3.188163
> .8703791
city86 | .049446 .5263824 0.09 0.92
> 5
> -.9858556
> 1.084748
city87 | .5758763 .6067246 0.95 0.34
> 3
> -.6174442
> 1.769197
city88 | -1.74223 .8934919 -1.95 0.05
> 2
> -3.499571
> .0151115
city89 | -2.063974 .4812862 -4.29 0.00
> 0
> -3.010579
> -1.117369
city90 | 1.3699 .6308925 2.17 0.03
> 1
> .1290456
> 2.610755
city91 | -.32039 .7857084 -0.41 0.68
> 4
> -1.86574
> 1.22496
city92 | -.0380394 .6328099 -0.06 0.95
> 2
> -1.282665
> 1.206586
city93 | .3951021 .5962486 0.66 0.50
> 8
> -.7776139
> 1.567818
city94 | -3.878128 .6625292 -5.85 0.00
> 0
> -5.181206
> -2.57505
city95 | -.5999155 .5104341 -1.18 0.24
> 1
> -1.603849
> .4040185
city96 | -.6498863 .819478 -0.79 0.42
> 8
> -2.261655
> .9618827
city97 | -2.768988 1.161805 -2.38 0.01
> 8
> -5.054053
> -.4839222
city98 | -3.535354 1.286946 -2.75 0.00
> 6
> -6.06655
> -1.004158
city99 | -1.93421 .7823316 -2.47 0.01
> 4
> -3.472918
> -.3955013
city100 | .2957292 .5673207 0.52 0.60
> 3
> -.8200908
> 1.411549
city101 | -1.941918 .6641072 -2.92 0.00
> 4
> -3.2481
> -.6357362
city102 | -1.566953 .7303648 -2.15 0.03
> 3
> -3.003452
> -.1304543
city103 | 1.223205 .7388174 1.66 0.09
> 9
> -.2299184
> 2.676329
city104 | -1.650649 .7353827 -2.24 0.02
> 5
> -3.097017
> -.2042802
city105 | -2.774622 1.211809 -2.29 0.02
> 3
> -5.158036
> -.3912078
city106 | -1.546662 .4995864 -3.10 0.00
> 2
> -2.52926
> -.5640633
city107 | -.6596743 .7550423 -0.87 0.38
> 3
> -2.14471
> .8253611
city108 | -1.708834 1.276258 -1.34 0.18
> 1
> -4.219008
> .8013404
city109 | -.8890604 .6027883 -1.47 0.14
> 1
> -2.074639
> .296518
city110 | 1.979668 .9976365 1.98 0.04
> 8
> .0174925
> 3.941843
city111 | -2.132248 .5195727 -4.10 0.00
> 0
> -3.154156
> -1.11034
city112 | -.0216228 .9300564 -0.02 0.98
> 1
> -1.85088
> 1.807634
city113 | -.8878953 1.062895 -0.84 0.40
> 4
> -2.978422
> 1.202632
city114 | -1.828104 1.160601 -1.58 0.11
> 6
> -4.110802
> .4545937
city115 | -.7680575 .8090143 -0.95 0.34
> 3
> -2.359246
> .8231311
city116 | -2.450602 1.018415 -2.41 0.01
> 7
> -4.453644
> -.4475594
rg1y1 | -4.31321 .4876183 -8.85 0.00
> 0
> -5.272269
> -3.35415
rg1y2 | -1.70355 .1978185 -8.61 0.00
> 0
> -2.092624
> -1.314476
rg2y1 | -4.480831 .7236633 -6.19 0.00
> 0
> -5.90415
> -3.057513
rg2y2 | -1.176275 .1977223 -5.95 0.00
> 0
> -1.56516
> -.7873902
rg3y1 | -4.550863 .6729248 -6.76 0.00
> 0
> -5.874387
> -3.227338
rg3y2 | -1.331565 .1267905 -10.50 0.00
> 0
> -1.58094
> -1.082191
rg4y1 | -4.575731 .6872399 -6.66 0.00
> 0
> -5.927411
> -3.224052
rg4y2 | -1.521479 .1014348 -15.00 0.00
> 0
> -1.720983
> -1.321974
rg5y1 | -5.105362 .308877 -16.53 0.00
> 0
> -5.712869
> -4.497855
rg5y2 | -.8635898 .0818611 -10.55 0.00
> 0
> -1.024596
> -.7025834
rg6y1 | -3.417626 .5858473 -5.83 0.00
> 0
> -4.569885
> -2.265368
rg6y2 | -.8107415 .2668453 -3.04 0.00
> 3
> -1.335579
> -.2859039
rg7y1 | -4.575241 .3490763 -13.11 0.00
> 0
> -5.261813
> -3.888669
rg7y2 | -1.455877 .1428232 -10.19 0.00
> 0
> -1.736785
> -1.174969
rg8y1 | -5.787127 .2588764 -22.35 0.00
> 0
> -6.296291
> -5.277963
rg8y2 | -1.675451 .3351671 -5.00 0.00
> 0
> -2.334665
> -1.016236
rg9y1 | -5.417027 .3014884 -17.97 0.00
> 0
> -6.010002
> -4.824053
rg9y2 | -1.108009 .121897 -9.09 0.00
> 0
> -1.347758
> -.8682586
age | 1.642437 .0385142 42.64 0.00
> 0
> 1.566687
> 1.718188
agesq | -.023945 .0004204 -56.96 0.00
> 0
> -.0247718
> -.0231182
married | -3.726086 .0688303 -54.13 0.00
> 0
> -3.861463
> -3.590709
black | 2.815217 .1823249 15.44 0.00
> 0
> 2.456615
> 3.173818
children | -7.944382 .1297504 -61.23 0.00
> 0
> -8.199578
> -7.689186
child5 | -4.947658 .1185683 -41.73 0.00
> 0
> -5.180861
> -4.714455
_cons | 23.43116 5.637992 4.16 0.00
> 0
> 12.34223
> 34.5201
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg uhrswork (indep =ins) lwagehourgradmorey70
> y1- lfwomencollegeplus70y2 city1-city116 rg1y1-rg9
> y2 age agesq married black children child5 if coll
> ege==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.6577e+07)
Instrumental variables (2SLS) regression
> Number of obs = 756040
> F(152, 347) = .
> Prob > F = 0.0000
> R-squared = 0.1648
> Root MSE = 15.815
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
uhrswork | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | -.5535093 .6848661 -0.81 0.42
> 0
> -1.90052
> .7935017
lwagehourg~1 | -.0311614 .6083385 -0.05 0.95
> 9
> -1.227656
> 1.165333
lwagehourg~2 | .8795973 .391495 2.25 0.02
> 5
> .1095955
> 1.649599
fcollegepl~1 | -8.140471 4.339842 -1.88 0.06
> 2
> -16.67618
> .3952355
fcollegepl~2 | -1.452148 2.807486 -0.52 0.60
> 5
> -6.973978
> 4.069682
agmin70y1 | -10.26797 7.7239 -1.33 0.18
> 5
> -25.45952
> 4.923585
agmin70y2 | -3.448936 3.421984 -1.01 0.31
> 4
> -10.17938
> 3.281504
manufact70y1 | -1.810921 1.41968 -1.28 0.20
> 3
> -4.603182
> .9813408
manufact70y2 | -1.900815 .8345599 -2.28 0.02
> 3
> -3.542247
> -.2593824
hsservices~1 | 4.26478 3.999685 1.07 0.28
> 7
> -3.601897
> 12.13146
hsservices~2 | -.6341413 2.240704 -0.28 0.77
> 7
> -5.041211
> 3.772928
lfwomencol~1 | 3.621938 1.878748 1.93 0.05
> 5
> -.0732289
> 7.317104
lfwomencol~2 | -1.038818 1.244493 -0.83 0.40
> 4
> -3.486518
> 1.408881
city1 | -4.502519 2.916265 -1.54 0.12
> 4
> -10.2383
> 1.233261
city2 | -3.494183 3.035085 -1.15 0.25
> 0
> -9.463661
> 2.475296
city3 | -4.279269 3.100734 -1.38 0.16
> 8
> -10.37787
> 1.819328
city4 | -3.5791 2.942423 -1.22 0.22
> 5
> -9.366329
> 2.208129
city5 | -2.925711 2.625689 -1.11 0.26
> 6
> -8.089978
> 2.238557
city6 | -1.787049 4.172181 -0.43 0.66
> 9
> -9.992994
> 6.418896
city7 | -2.944987 3.047781 -0.97 0.33
> 5
> -8.939435
> 3.049461
city8 | -1.757017 3.478144 -0.51 0.61
> 4
> -8.597914
> 5.08388
city9 | -2.167628 3.601657 -0.60 0.54
> 8
> -9.251453
> 4.916198
city10 | -2.298964 3.971166 -0.58 0.56
> 3
> -10.10955
> 5.51162
city11 | -3.413351 3.047495 -1.12 0.26
> 3
> -9.407236
> 2.580535
city12 | -2.261053 2.885313 -0.78 0.43
> 4
> -7.935957
> 3.41385
city13 | -4.807021 2.387801 -2.01 0.04
> 5
> -9.503405
> -.1106361
city14 | -4.371009 3.142898 -1.39 0.16
> 5
> -10.55254
> 1.810519
city15 | -3.11272 3.856557 -0.81 0.42
> 0
> -10.69789
> 4.472448
city16 | -4.608418 3.148023 -1.46 0.14
> 4
> -10.80002
> 1.58319
city17 | -4.265033 2.654152 -1.61 0.10
> 9
> -9.485283
> .9552172
city18 | -3.386999 2.96004 -1.14 0.25
> 3
> -9.208878
> 2.43488
city19 | -1.811234 3.763956 -0.48 0.63
> 1
> -9.214273
> 5.591804
city20 | -3.550756 3.022793 -1.17 0.24
> 1
> -9.496057
> 2.394545
city21 | -2.226302 4.681117 -0.48 0.63
> 5
> -11.43324
> 6.980632
city22 | -3.731558 3.01695 -1.24 0.21
> 7
> -9.665367
> 2.202251
city23 | -3.320281 3.534745 -0.94 0.34
> 8
> -10.2725
> 3.63194
city24 | -3.110136 3.742007 -0.83 0.40
> 6
> -10.47001
> 4.249734
city25 | -2.822804 2.97561 -0.95 0.34
> 3
> -8.675304
> 3.029697
city26 | -2.135521 3.468374 -0.62 0.53
> 8
> -8.957202
> 4.68616
city27 | -1.853064 2.924165 -0.63 0.52
> 7
> -7.604381
> 3.898254
city28 | -.7198044 4.429947 -0.16 0.87
> 1
> -9.432731
> 7.993122
city29 | -2.519141 2.526013 -1.00 0.31
> 9
> -7.487364
> 2.449082
city30 | -2.629068 3.172009 -0.83 0.40
> 8
> -8.867852
> 3.609716
city31 | -1.653119 3.85437 -0.43 0.66
> 8
> -9.233987
> 5.927749
city32 | -1.46154 2.358642 -0.62 0.53
> 6
> -6.100574
> 3.177494
city33 | -3.013911 4.142145 -0.73 0.46
> 7
> -11.16078
> 5.132959
city34 | -4.283069 2.164186 -1.98 0.04
> 9
> -8.539643
> -.026495
city35 | -.3353702 3.492071 -0.10 0.92
> 4
> -7.203659
> 6.532919
city36 | -4.53958 2.463799 -1.84 0.06
> 6
> -9.385439
> .3062778
city37 | -3.350996 2.68221 -1.25 0.21
> 2
> -8.626431
> 1.924439
city38 | -2.159595 3.652789 -0.59 0.55
> 5
> -9.343987
> 5.024797
city39 | -4.109112 2.778945 -1.48 0.14
> 0
> -9.574808
> 1.356584
city40 | -2.067909 3.767816 -0.55 0.58
> 3
> -9.47854
> 5.342722
city41 | -4.20477 3.091269 -1.36 0.17
> 5
> -10.28475
> 1.875212
city42 | -1.376468 3.744547 -0.37 0.71
> 3
> -8.741333
> 5.988398
city43 | -2.957106 3.477577 -0.85 0.39
> 6
> -9.796888
> 3.882677
city44 | -3.112839 3.026451 -1.03 0.30
> 4
> -9.065336
> 2.839658
city45 | -3.941987 3.061712 -1.29 0.19
> 9
> -9.963836
> 2.079861
city46 | -.9987091 3.134639 -0.32 0.75
> 0
> -7.163991
> 5.166573
city47 | -1.274833 4.547266 -0.28 0.77
> 9
> -10.2185
> 7.668838
city48 | -1.487139 3.534359 -0.42 0.67
> 4
> -8.438601
> 5.464323
city49 | -3.388175 2.717942 -1.25 0.21
> 3
> -8.73389
> 1.957539
city50 | -2.491689 3.374674 -0.74 0.46
> 1
> -9.12908
> 4.145701
city51 | -5.077837 2.521742 -2.01 0.04
> 5
> -10.03766
> -.1180145
city52 | -1.458879 3.497602 -0.42 0.67
> 7
> -8.338047
> 5.420289
city53 | -4.196319 3.082809 -1.36 0.17
> 4
> -10.25966
> 1.867023
city54 | -3.015342 3.112593 -0.97 0.33
> 3
> -9.137265
> 3.106582
city55 | -1.849511 3.723708 -0.50 0.62
> 0
> -9.17339
> 5.474367
city56 | -2.115397 2.850117 -0.74 0.45
> 8
> -7.721077
> 3.490282
city57 | -1.549726 5.257219 -0.29 0.76
> 8
> -11.88975
> 8.790298
city58 | -3.383587 3.3177 -1.02 0.30
> 9
> -9.908919
> 3.141746
city59 | -3.99372 2.316359 -1.72 0.08
> 6
> -8.549591
> .5621517
city60 | -3.68768 3.221351 -1.14 0.25
> 3
> -10.02351
> 2.648149
city61 | -2.44231 4.15558 -0.59 0.55
> 7
> -10.6156
> 5.730984
city62 | -2.857084 3.30289 -0.87 0.38
> 8
> -9.353287
> 3.639119
city63 | -1.857135 3.383094 -0.55 0.58
> 3
> -8.511085
> 4.796815
city64 | -3.791564 2.950667 -1.28 0.20
> 0
> -9.595006
> 2.011878
city65 | -2.239308 3.530284 -0.63 0.52
> 6
> -9.182755
> 4.704139
city66 | -3.802707 3.552467 -1.07 0.28
> 5
> -10.78978
> 3.184371
city67 | -2.725662 4.850139 -0.56 0.57
> 4
> -12.26503
> 6.813708
city68 | -5.963279 3.705782 -1.61 0.10
> 8
> -13.2519
> 1.325343
city69 | -4.119185 3.466654 -1.19 0.23
> 6
> -10.93748
> 2.699113
city70 | -2.061127 3.44403 -0.60 0.55
> 0
> -8.834929
> 4.712675
city71 | -4.091463 3.722681 -1.10 0.27
> 3
> -11.41332
> 3.230395
city72 | -2.086453 3.292734 -0.63 0.52
> 7
> -8.562681
> 4.389775
city73 | -2.431852 2.561583 -0.95 0.34
> 3
> -7.470036
> 2.606331
city74 | -1.829697 3.630032 -0.50 0.61
> 5
> -8.969331
> 5.309937
city75 | -3.750741 2.614066 -1.43 0.15
> 2
> -8.892148
> 1.390667
city76 | -2.884259 4.134904 -0.70 0.48
> 6
> -11.01689
> 5.248369
city77 | -1.630833 4.223363 -0.39 0.70
> 0
> -9.937444
> 6.675779
city78 | -4.00478 3.318946 -1.21 0.22
> 8
> -10.53256
> 2.523004
city79 | -3.525248 3.535228 -1.00 0.31
> 9
> -10.47842
> 3.427924
city80 | -3.952105 3.431271 -1.15 0.25
> 0
> -10.70081
> 2.796602
city81 | -3.22511 2.980105 -1.08 0.28
> 0
> -9.086452
> 2.636232
city82 | -1.941515 3.39041 -0.57 0.56
> 7
> -8.609856
> 4.726825
city83 | -1.823136 4.20603 -0.43 0.66
> 5
> -10.09566
> 6.449385
city84 | -3.272003 3.224452 -1.01 0.31
> 1
> -9.613932
> 3.069926
city85 | -2.87746 2.797096 -1.03 0.30
> 4
> -8.378856
> 2.623936
city86 | -2.490488 3.428184 -0.73 0.46
> 8
> -9.233123
> 4.252147
city87 | -2.260929 3.826433 -0.59 0.55
> 5
> -9.786849
> 5.264992
city88 | -3.67987 3.299298 -1.12 0.26
> 5
> -10.16901
> 2.809268
city89 | -4.450914 3.377306 -1.32 0.18
> 8
> -11.09348
> 2.191652
city90 | -1.518082 3.801307 -0.40 0.69
> 0
> -8.994584
> 5.95842
city91 | -3.35226 3.952308 -0.85 0.39
> 7
> -11.12575
> 4.421234
city92 | -2.85366 3.810203 -0.75 0.45
> 4
> -10.34766
> 4.640339
city93 | -2.206202 3.745594 -0.59 0.55
> 6
> -9.573126
> 5.160723
city94 | -5.948556 3.067046 -1.94 0.05
> 3
> -11.9809
> .0837833
city95 | -3.086491 3.554322 -0.87 0.38
> 6
> -10.07722
> 3.904235
city96 | -2.463436 2.937766 -0.84 0.40
> 2
> -8.241503
> 3.314632
city97 | -4.2029 2.547655 -1.65 0.10
> 0
> -9.213689
> .8078887
city98 | -5.227796 2.580735 -2.03 0.04
> 4
> -10.30365
> -.1519441
city99 | -3.914014 2.999878 -1.30 0.19
> 3
> -9.814246
> 1.986218
city100 | -1.805115 3.230871 -0.56 0.57
> 7
> -8.159671
> 4.54944
city101 | -3.912242 3.070651 -1.27 0.20
> 3
> -9.951672
> 2.127189
city102 | -3.632617 2.973137 -1.22 0.22
> 3
> -9.480254
> 2.21502
city103 | -1.697891 3.950991 -0.43 0.66
> 8
> -9.468794
> 6.073013
city104 | -3.571194 2.928446 -1.22 0.22
> 3
> -9.330932
> 2.188545
city105 | -4.357838 2.608687 -1.67 0.09
> 6
> -9.488666
> .7729892
city106 | -3.798853 3.338804 -1.14 0.25
> 6
> -10.36569
> 2.767986
city107 | -2.652315 3.066318 -0.86 0.38
> 8
> -8.683223
> 3.378593
city108 | -3.181632 2.687381 -1.18 0.23
> 7
> -8.467238
> 2.103974
city109 | -3.245591 3.443595 -0.94 0.34
> 7
> -10.01854
> 3.527354
city110 | -1.269613 4.28297 -0.30 0.76
> 7
> -9.693462
> 7.154236
city111 | -4.455734 3.457503 -1.29 0.19
> 8
> -11.25603
> 2.344566
city112 | -1.673246 2.74769 -0.61 0.54
> 3
> -7.077468
> 3.730976
city113 | -2.636135 2.853443 -0.92 0.35
> 6
> -8.248355
> 2.976085
city114 | -3.309909 2.575514 -1.29 0.20
> 0
> -8.375492
> 1.755674
city115 | -2.428319 2.890834 -0.84 0.40
> 1
> -8.114081
> 3.257443
city116 | -4.251156 2.973906 -1.43 0.15
> 4
> -10.10031
> 1.597994
rg1y1 | -6.44113 2.58537 -2.49 0.01
> 3
> -11.5261
> -1.356162
rg1y2 | -2.312228 1.349485 -1.71 0.08
> 8
> -4.966428
> .3419724
rg2y1 | -6.893722 2.693308 -2.56 0.01
> 1
> -12.19099
> -1.596459
rg2y2 | -2.073872 1.395415 -1.49 0.13
> 8
> -4.818407
> .6706624
rg3y1 | -6.787358 2.66156 -2.55 0.01
> 1
> -12.02218
> -1.552539
rg3y2 | -1.988754 1.339613 -1.48 0.13
> 9
> -4.623537
> .6460276
rg4y1 | -6.943328 2.631989 -2.64 0.00
> 9
> -12.11999
> -1.76667
rg4y2 | -2.162998 1.312191 -1.65 0.10
> 0
> -4.743846
> .417851
rg5y1 | -7.113646 2.40286 -2.96 0.00
> 3
> -11.83965
> -2.387644
rg5y2 | -1.648105 1.293384 -1.27 0.20
> 3
> -4.191965
> .8957543
rg6y1 | -5.818442 2.570591 -2.26 0.02
> 4
> -10.87434
> -.7625419
rg6y2 | -1.623692 1.37504 -1.18 0.23
> 8
> -4.328154
> 1.080769
rg7y1 | -6.589896 2.474092 -2.66 0.00
> 8
> -11.456
> -1.723792
rg7y2 | -2.071379 1.257852 -1.65 0.10
> 1
> -4.545352
> .4025935
rg8y1 | -7.371509 2.273995 -3.24 0.00
> 1
> -11.84406
> -2.898961
rg8y2 | -2.136751 1.160543 -1.84 0.06
> 6
> -4.419334
> .1458321
rg9y1 | -7.244832 2.408121 -3.01 0.00
> 3
> -11.98118
> -2.508482
rg9y2 | -1.806697 1.295767 -1.39 0.16
> 4
> -4.355242
> .7418484
age | 1.642524 .0384899 42.67 0.00
> 0
> 1.566821
> 1.718227
agesq | -.0239464 .00042 -57.01 0.00
> 0
> -.0247725
> -.0231202
married | -3.728032 .0689585 -54.06 0.00
> 0
> -3.863661
> -3.592403
black | 2.816496 .1821476 15.46 0.00
> 0
> 2.458244
> 3.174749
children | -7.942748 .1297595 -61.21 0.00
> 0
> -8.197962
> -7.687533
child5 | -4.94905 .1186804 -41.70 0.00
> 0
> -5.182474
> -4.715627
_cons | 21.21829 2.673882 7.94 0.00
> 0
> 15.95923
> 26.47735
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg lflw (indep =ins) city1-city116 rg1y1-rg9y
> 2 age agesq married black children child5 if colle
> ge==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.6596e+07)
Instrumental variables (2SLS) regression
> Number of obs = 756902
> F(140, 347) = 155.83
> Prob > F = 0.0000
> R-squared = 0.1254
> Root MSE = .37923
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
lflw | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | -.111687 .0347717 -3.21 0.00
> 1
> -.1800769
> -.0432972
city1 | -.0956222 .0323538 -2.96 0.00
> 3
> -.1592564
> -.0319879
city2 | -.0680623 .0293125 -2.32 0.02
> 1
> -.1257149
> -.0104097
city3 | -.074753 .0257527 -2.90 0.00
> 4
> -.125404
> -.0241019
city4 | -.0751217 .0346338 -2.17 0.03
> 1
> -.1432403
> -.0070031
city5 | -.1336069 .0611088 -2.19 0.02
> 9
> -.2537971
> -.0134166
city6 | .1048127 .0443203 2.36 0.01
> 9
> .0176424
> .191983
city7 | -.0930404 .0325434 -2.86 0.00
> 5
> -.1570475
> -.0290332
city8 | .0013118 .0218355 0.06 0.95
> 2
> -.0416347
> .0442584
city9 | 0 (omitted)
city10 | .1025305 .0401266 2.56 0.01
> 1
> .0236085
> .1814526
city11 | -.0920458 .030002 -3.07 0.00
> 2
> -.1510544
> -.0330372
city12 | -.0789769 .0353497 -2.23 0.02
> 6
> -.1485035
> -.0094503
city13 | -.2039554 .0700057 -2.91 0.00
> 4
> -.3416443
> -.0662666
city14 | -.0869631 .0268554 -3.24 0.00
> 1
> -.139783
> -.0341432
city15 | .0751771 .0293646 2.56 0.01
> 1
> .0174221
> .132932
city16 | -.0512781 .0246647 -2.08 0.03
> 8
> -.0997893
> -.0027669
city17 | -.1405143 .0456998 -3.07 0.00
> 2
> -.2303978
> -.0506308
city18 | -.1075232 .0350642 -3.07 0.00
> 2
> -.1764884
> -.038558
city19 | .054795 .025512 2.15 0.03
> 2
> .0046174
> .1049726
city20 | -.0828768 .0284321 -2.91 0.00
> 4
> -.1387978
> -.0269558
city21 | .2111539 .0691013 3.06 0.00
> 2
> .0752438
> .3470641
city22 | -.082782 .0386206 -2.14 0.03
> 3
> -.158742
> -.0068221
city23 | .0114314 .0185868 0.62 0.53
> 9
> -.0251255
> .0479884
city24 | .0546987 .0274732 1.99 0.04
> 7
> .0006638
> .1087337
city25 | -.0891852 .034071 -2.62 0.00
> 9
> -.1561969
> -.0221736
city26 | .0231913 .0174463 1.33 0.18
> 5
> -.0111225
> .057505
city27 | -.0951254 .0412865 -2.30 0.02
> 2
> -.1763287
> -.0139221
city28 | .1683894 .0575324 2.93 0.00
> 4
> .0552332
> .2815455
city29 | -.1444142 .0586641 -2.46 0.01
> 4
> -.2597962
> -.0290323
city30 | -.029224 .0225176 -1.30 0.19
> 5
> -.0735122
> .0150641
city31 | .0880872 .0292441 3.01 0.00
> 3
> .0305692
> .1456052
city32 | -.1374339 .0670179 -2.05 0.04
> 1
> -.2692462
> -.0056216
city33 | .1135815 .0439159 2.59 0.01
> 0
> .0272066
> .1999564
city34 | -.2285708 .0809481 -2.82 0.00
> 5
> -.3877815
> -.0693601
city35 | .0397217 .0230534 1.72 0.08
> 6
> -.0056202
> .0850636
city36 | -.1808811 .0634024 -2.85 0.00
> 5
> -.3055825
> -.0561797
city37 | -.1141652 .0532287 -2.14 0.03
> 3
> -.2188567
> -.0094737
city38 | .0180535 .0221046 0.82 0.41
> 5
> -.0254223
> .0615293
city39 | -.1173186 .0531653 -2.21 0.02
> 8
> -.2218854
> -.0127519
city40 | .0577384 .032547 1.77 0.07
> 7
> -.0062757
> .1217525
city41 | -.0505239 .0301521 -1.68 0.09
> 5
> -.1098279
> .0087801
city42 | .0623084 .0245322 2.54 0.01
> 2
> .0140579
> .1105588
city43 | -.0069783 .017993 -0.39 0.69
> 8
> -.0423673
> .0284107
city44 | -.0626728 .0326719 -1.92 0.05
> 6
> -.1269327
> .0015871
city45 | -.0537588 .0272365 -1.97 0.04
> 9
> -.1073282
> -.0001894
city46 | -.0158295 .0314206 -0.50 0.61
> 5
> -.0776283
> .0459693
city47 | .169341 .0623142 2.72 0.00
> 7
> .04678
> .2919021
city48 | .054704 .0191646 2.85 0.00
> 5
> .0170107
> .0923974
city49 | -.1446062 .0512212 -2.82 0.00
> 5
> -.2453493
> -.0438631
city50 | -.0186604 .0184122 -1.01 0.31
> 2
> -.0548739
> .0175532
city51 | -.1714356 .0632816 -2.71 0.00
> 7
> -.2958994
> -.0469719
city52 | .0382256 .0182626 2.09 0.03
> 7
> .0023063
> .0741448
city53 | -.0855287 .0281312 -3.04 0.00
> 3
> -.1408579
> -.0301995
city54 | -.0363041 .03058 -1.19 0.23
> 6
> -.0964496
> .0238414
city55 | .0455088 .0253128 1.80 0.07
> 3
> -.004277
> .0952945
city56 | -.1016817 .0412054 -2.47 0.01
> 4
> -.1827255
> -.0206379
city57 | .3037358 .0984295 3.09 0.00
> 2
> .1101423
> .4973292
city58 | -.0177876 .0194454 -0.91 0.36
> 1
> -.0560333
> .0204581
city59 | -.1795074 .0714441 -2.51 0.01
> 2
> -.3200254
> -.0389894
city60 | -.0591477 .0205461 -2.88 0.00
> 4
> -.0995583
> -.0187371
city61 | .1073788 .0469566 2.29 0.02
> 3
> .0150235
> .1997342
city62 | .0074296 .019396 0.38 0.70
> 2
> -.030719
> .0455781
city63 | .0388901 .0177574 2.19 0.02
> 9
> .0039645
> .0738158
city64 | -.11575 .0359799 -3.22 0.00
> 1
> -.1865161
> -.0449839
city65 | .016939 .0182046 0.93 0.35
> 3
> -.0188663
> .0527442
city66 | .002905 .0213514 0.14 0.89
> 2
> -.0390896
> .0448995
city67 | .2180494 .077637 2.81 0.00
> 5
> .0653512
> .3707477
city68 | .004988 .0259594 0.19 0.84
> 8
> -.0460695
> .0560454
city69 | -.0087908 .0188421 -0.47 0.64
> 1
> -.0458499
> .0282683
city70 | .0159135 .0207902 0.77 0.44
> 5
> -.0249772
> .0568043
city71 | .0349044 .0248507 1.40 0.16
> 1
> -.0139725
> .0837813
city72 | -.0276051 .0234362 -1.18 0.24
> 0
> -.0737001
> .0184898
city73 | -.1285771 .0513307 -2.50 0.01
> 3
> -.2295355
> -.0276186
city74 | .0298642 .0223494 1.34 0.18
> 2
> -.0140931
> .0738214
city75 | -.1529875 .0504174 -3.03 0.00
> 3
> -.2521497
> -.0538253
city76 | .1181947 .0422387 2.80 0.00
> 5
> .0351187
> .2012708
city77 | .1316383 .0474599 2.77 0.00
> 6
> .038293
> .2249835
city78 | -.0310406 .0190513 -1.63 0.10
> 4
> -.0685112
> .0064299
city79 | .0167314 .0209539 0.80 0.42
> 5
> -.0244813
> .057944
city80 | .0143874 .0359304 0.40 0.68
> 9
> -.0562813
> .0850561
city81 | -.0955277 .0379888 -2.51 0.01
> 2
> -.170245
> -.0208104
city82 | .0026686 .0193853 0.14 0.89
> 1
> -.0354589
> .0407962
city83 | .1306357 .0486081 2.69 0.00
> 8
> .0350321
> .2262394
city84 | -.0338085 .02858 -1.18 0.23
> 8
> -.0900202
> .0224033
city85 | -.1028742 .0451827 -2.28 0.02
> 3
> -.1917406
> -.0140078
city86 | .0164533 .0180725 0.91 0.36
> 3
> -.0190921
> .0519988
city87 | .0799049 .0278769 2.87 0.00
> 4
> .0250759
> .1347338
city88 | -.086021 .0297368 -2.89 0.00
> 4
> -.1445081
> -.0275339
city89 | -.0304595 .0187834 -1.62 0.10
> 6
> -.0674031
> .0064841
city90 | .0554704 .0270679 2.05 0.04
> 1
> .0022325
> .1087082
city91 | .0806787 .0363653 2.22 0.02
> 7
> .0091547
> .1522028
city92 | .0566901 .0413068 1.37 0.17
> 1
> -.0245531
> .1379333
city93 | .0513026 .0243168 2.11 0.03
> 6
> .0034756
> .0991295
city94 | -.104853 .0312521 -3.36 0.00
> 1
> -.1663204
> -.0433856
city95 | .0144125 .0185122 0.78 0.43
> 7
> -.0219977
> .0508227
city96 | -.0992048 .0352956 -2.81 0.00
> 5
> -.168625
> -.0297846
city97 | -.1688823 .0562111 -3.00 0.00
> 3
> -.2794396
> -.0583249
city98 | -.1864849 .0557795 -3.34 0.00
> 1
> -.2961933
> -.0767764
city99 | -.0576727 .0319348 -1.81 0.07
> 2
> -.1204829
> .0051375
city100 | -.0000457 .0216297 -0.00 0.99
> 8
> -.0425875
> .0424962
city101 | -.0659474 .0345687 -1.91 0.05
> 7
> -.133938
> .0020432
city102 | -.0811019 .0321253 -2.52 0.01
> 2
> -.1442867
> -.017917
city103 | .0851715 .0345831 2.46 0.01
> 4
> .0171526
> .1531904
city104 | -.0645234 .0324912 -1.99 0.04
> 8
> -.1284279
> -.000619
city105 | -.1525552 .0515249 -2.96 0.00
> 3
> -.2538956
> -.0512148
city106 | -.0490148 .0194976 -2.51 0.01
> 2
> -.0873632
> -.0106665
city107 | -.0656011 .0299673 -2.19 0.02
> 9
> -.1245415
> -.0066607
city108 | -.1150152 .0579833 -1.98 0.04
> 8
> -.2290581
> -.0009723
city109 | -.0109448 .0199346 -0.55 0.58
> 3
> -.0501526
> .028263
city110 | .1469007 .0482578 3.04 0.00
> 3
> .0519861
> .2418153
city111 | -.0497916 .0196318 -2.54 0.01
> 2
> -.0884039
> -.0111794
city112 | -.0887359 .0432662 -2.05 0.04
> 1
> -.1738329
> -.003639
city113 | -.0868567 .0380107 -2.29 0.02
> 3
> -.1616169
> -.0120964
city114 | -.1326406 .0537256 -2.47 0.01
> 4
> -.2383094
> -.0269718
city115 | -.0623456 .0367291 -1.70 0.09
> 1
> -.1345852
> .009894
city116 | -.0882754 .0404442 -2.18 0.03
> 0
> -.167822
> -.0087287
rg1y1 | -.0039596 .0232914 -0.17 0.86
> 5
> -.0497698
> .0418505
rg1y2 | -.0104347 .0098846 -1.06 0.29
> 2
> -.0298759
> .0090065
rg2y1 | .0337999 .0370216 0.91 0.36
> 2
> -.0390152
> .1066149
rg2y2 | .0256647 .0097421 2.63 0.00
> 9
> .0065036
> .0448257
rg3y1 | .0134359 .0327799 0.41 0.68
> 2
> -.0510363
> .0779082
rg3y2 | .0095131 .0051471 1.85 0.06
> 5
> -.0006104
> .0196365
rg4y1 | .012318 .0336599 0.37 0.71
> 5
> -.053885
> .078521
rg4y2 | -.0028881 .0073441 -0.39 0.69
> 4
> -.0173327
> .0115564
rg5y1 | -.032439 .0144487 -2.25 0.02
> 5
> -.0608571
> -.004021
rg5y2 | .0126323 .0062591 2.02 0.04
> 4
> .0003217
> .0249428
rg6y1 | .0154145 .0274238 0.56 0.57
> 4
> -.0385233
> .0693522
rg6y2 | .0230767 .0113478 2.03 0.04
> 3
> .0007577
> .0453957
rg7y1 | -.0218822 .0174019 -1.26 0.20
> 9
> -.0561087
> .0123443
rg7y2 | -.0123 .0054085 -2.27 0.02
> 4
> -.0229375
> -.0016624
rg8y1 | -.0920227 .0141605 -6.50 0.00
> 0
> -.1198739
> -.0641714
rg8y2 | -.041905 .0145645 -2.88 0.00
> 4
> -.0705508
> -.0132592
rg9y1 | -.0391861 .023462 -1.67 0.09
> 6
> -.0853317
> .0069595
rg9y2 | .0022849 .0068581 0.33 0.73
> 9
> -.0112037
> .0157735
age | .0332065 .0006601 50.31 0.00
> 0
> .0319083
> .0345047
agesq | -.000497 7.91e-06 -62.87 0.00
> 0
> -.0005126
> -.0004815
married | -.0762846 .0020566 -37.09 0.00
> 0
> -.0803296
> -.0722396
black | .0660118 .0040289 16.38 0.00
> 0
> .0580877
> .073936
children | -.0984174 .0022465 -43.81 0.00
> 0
> -.1028358
> -.093999
child5 | -.180154 .003484 -51.71 0.00
> 0
> -.1870064
> -.1733016
_cons | 1.285383 .2675462 4.80 0.00
> 0
> .759167
> 1.811599
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg lflw (indep =ins) lwagehourgradmorey70y1-
> lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2 a
> ge agesq married black children child5 if college=
> =1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.6596e+07)
Instrumental variables (2SLS) regression
> Number of obs = 756902
> F(152, 347) = 204.38
> Prob > F = 0.0000
> R-squared = 0.1264
> Root MSE = .379
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
lflw | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | -.067366 .0273072 -2.47 0.01
> 4
> -.1210744
> -.0136575
lwagehourg~1 | .0319063 .0236737 1.35 0.17
> 9
> -.0146556
> .0784683
lwagehourg~2 | .0297936 .012795 2.33 0.02
> 0
> .0046282
> .054959
fcollegepl~1 | -.150325 .2091347 -0.72 0.47
> 3
> -.5616561
> .2610062
fcollegepl~2 | -.0315388 .1296394 -0.24 0.80
> 8
> -.2865167
> .2234392
agmin70y1 | -.8198396 .3160828 -2.59 0.01
> 0
> -1.441519
> -.1981603
agmin70y2 | -.141401 .1037436 -1.36 0.17
> 4
> -.3454465
> .0626445
manufact70y1 | -.0447659 .0513982 -0.87 0.38
> 4
> -.1458571
> .0563253
manufact70y2 | -.0111209 .0283316 -0.39 0.69
> 5
> -.0668442
> .0446024
hsservices~1 | .1594926 .173389 0.92 0.35
> 8
> -.1815331
> .5005182
hsservices~2 | -.0255191 .1004303 -0.25 0.80
> 0
> -.2230478
> .1720097
lfwomencol~1 | .1411235 .07589 1.86 0.06
> 4
> -.0081387
> .2903858
lfwomencol~2 | -.0025996 .047957 -0.05 0.95
> 7
> -.0969226
> .0917234
city1 | -.0826578 .0333342 -2.48 0.01
> 4
> -.1482204
> -.0170953
city2 | -.0605586 .0289405 -2.09 0.03
> 7
> -.1174794
> -.0036378
city3 | -.0804442 .0279602 -2.88 0.00
> 4
> -.135437
> -.0254514
city4 | -.0566853 .0329827 -1.72 0.08
> 7
> -.1215564
> .0081858
city5 | -.0793313 .0534888 -1.48 0.13
> 9
> -.1845343
> .0258717
city6 | .0300385 .0294425 1.02 0.30
> 8
> -.0278697
> .0879467
city7 | -.0862882 .0319976 -2.70 0.00
> 7
> -.1492219
> -.0233545
city8 | -.0236106 .0188371 -1.25 0.21
> 1
> -.0606598
> .0134386
city9 | 0 (omitted)
city10 | .0407152 .0243866 1.67 0.09
> 6
> -.007249
> .0886794
city11 | -.08709 .0303728 -2.87 0.00
> 4
> -.1468279
> -.0273522
city12 | -.0624104 .0374218 -1.67 0.09
> 6
> -.1360126
> .0111917
city13 | -.143264 .0624225 -2.30 0.02
> 2
> -.2660381
> -.0204898
city14 | -.0899441 .026737 -3.36 0.00
> 1
> -.1425311
> -.0373571
city15 | .0219493 .0191825 1.14 0.25
> 3
> -.0157793
> .0596779
city16 | -.0511352 .0256282 -2.00 0.04
> 7
> -.1015413
> -.000729
city17 | -.1021806 .0447084 -2.29 0.02
> 3
> -.1901141
> -.0142472
city18 | -.0986812 .034033 -2.90 0.00
> 4
> -.1656181
> -.0317443
city19 | .0092529 .0172088 0.54 0.59
> 1
> -.0245937
> .0430995
city20 | -.0790513 .0301031 -2.63 0.00
> 9
> -.1382588
> -.0198439
city21 | .1012627 .0485742 2.08 0.03
> 8
> .0057258
> .1967996
city22 | -.0688631 .0386765 -1.78 0.07
> 6
> -.144933
> .0072069
city23 | -.0208004 .0155591 -1.34 0.18
> 2
> -.0514025
> .0098017
city24 | .0141177 .0200932 0.70 0.48
> 3
> -.0254022
> .0536376
city25 | -.0749415 .0343342 -2.18 0.03
> 0
> -.1424707
> -.0074122
city26 | -.0023662 .0164267 -0.14 0.88
> 6
> -.0346746
> .0299421
city27 | -.0684393 .0394056 -1.74 0.08
> 3
> -.1459432
> .0090646
city28 | .0729024 .0385259 1.89 0.05
> 9
> -.0028713
> .1486762
city29 | -.0951272 .0545738 -1.74 0.08
> 2
> -.2024644
> .0122099
city30 | -.0315078 .0238628 -1.32 0.18
> 8
> -.0784417
> .015426
city31 | .031693 .0190408 1.66 0.09
> 7
> -.0057569
> .0691428
city32 | -.0793467 .0618868 -1.28 0.20
> 1
> -.2010672
> .0423738
city33 | .039907 .0284496 1.40 0.16
> 2
> -.0160484
> .0958624
city34 | -.1269957 .0715421 -1.78 0.07
> 7
> -.2677064
> .013715
city35 | .0132754 .0209288 0.63 0.52
> 6
> -.0278878
> .0544386
city36 | -.1214106 .0552858 -2.20 0.02
> 9
> -.2301481
> -.012673
city37 | -.0890519 .0468168 -1.90 0.05
> 8
> -.1811322
> .0030284
city38 | -.0240011 .0176527 -1.36 0.17
> 5
> -.0587208
> .0107187
city39 | -.089211 .0461551 -1.93 0.05
> 4
> -.1799899
> .001568
city40 | .0313124 .020837 1.50 0.13
> 4
> -.0096702
> .0722951
city41 | -.0444587 .0280136 -1.59 0.11
> 3
> -.0995565
> .0106391
city42 | .0240492 .016943 1.42 0.15
> 7
> -.0092746
> .057373
city43 | -.030641 .0167116 -1.83 0.06
> 8
> -.0635098
> .0022277
city44 | -.0542538 .0312821 -1.73 0.08
> 4
> -.1157802
> .0072726
city45 | -.0482588 .0286871 -1.68 0.09
> 3
> -.1046812
> .0081636
city46 | -.0153402 .0277884 -0.55 0.58
> 1
> -.069995
> .0393146
city47 | .0729779 .0435512 1.68 0.09
> 5
> -.0126796
> .1586354
city48 | .0262021 .0155401 1.69 0.09
> 3
> -.0043626
> .0567668
city49 | -.1111936 .0445816 -2.49 0.01
> 3
> -.1988777
> -.0235095
city50 | -.0442248 .0185994 -2.38 0.01
> 8
> -.0808066
> -.007643
city51 | -.1065672 .0514805 -2.07 0.03
> 9
> -.2078204
> -.0053141
city52 | .0124319 .0169026 0.74 0.46
> 3
> -.0208125
> .0456762
city53 | -.0817265 .0282325 -2.89 0.00
> 4
> -.1372549
> -.0261982
city54 | -.0191609 .026774 -0.72 0.47
> 5
> -.0718207
> .0334989
city55 | -.0012106 .0167881 -0.07 0.94
> 3
> -.0342298
> .0318086
city56 | -.0852041 .0380282 -2.24 0.02
> 6
> -.1599989
> -.0104092
city57 | .1516001 .0712898 2.13 0.03
> 4
> .0113857
> .2918146
city58 | -.0331475 .0206411 -1.61 0.10
> 9
> -.0737449
> .0074499
city59 | -.1130807 .0608276 -1.86 0.06
> 4
> -.232718
> .0065566
city60 | -.0662481 .0221351 -2.99 0.00
> 3
> -.109784
> -.0227122
city61 | .0307021 .0311336 0.99 0.32
> 5
> -.0305323
> .0919366
city62 | -.0064247 .0201293 -0.32 0.75
> 0
> -.0460156
> .0331661
city63 | .0182792 .0179426 1.02 0.30
> 9
> -.0170107
> .0535692
city64 | -.1029063 .0339927 -3.03 0.00
> 3
> -.1697639
> -.0360488
city65 | -.0146868 .0156394 -0.94 0.34
> 8
> -.0454467
> .0160731
city66 | -.0315652 .016082 -1.96 0.05
> 0
> -.0631956
> .0000653
city67 | .0936456 .0550031 1.70 0.09
> 0
> -.0145359
> .2018271
city68 | -.0385403 .0180693 -2.13 0.03
> 4
> -.0740795
> -.0030011
city69 | -.0349153 .0167646 -2.08 0.03
> 8
> -.0678883
> -.0019423
city70 | -.0069566 .0199904 -0.35 0.72
> 8
> -.0462742
> .032361
city71 | -.0087723 .0176073 -0.50 0.61
> 9
> -.0434028
> .0258582
city72 | -.0416147 .0220334 -1.89 0.06
> 0
> -.0849506
> .0017211
city73 | -.0904952 .0492358 -1.84 0.06
> 7
> -.1873334
> .0063429
city74 | -.0078721 .0161144 -0.49 0.62
> 5
> -.0395663
> .0238222
city75 | -.1084768 .0461733 -2.35 0.01
> 9
> -.1992916
> -.0176619
city76 | .0453482 .0277354 1.64 0.10
> 3
> -.0092024
> .0998988
city77 | .0568112 .0314091 1.81 0.07
> 1
> -.004965
> .1185874
city78 | -.047023 .0201607 -2.33 0.02
> 0
> -.0866755
> -.0073705
city79 | -.0115231 .0165597 -0.70 0.48
> 7
> -.0440931
> .021047
city80 | -.008733 .027623 -0.32 0.75
> 2
> -.0630626
> .0455965
city81 | -.0728987 .0342601 -2.13 0.03
> 4
> -.1402823
> -.0055152
city82 | -.0172453 .0188628 -0.91 0.36
> 1
> -.0543451
> .0198545
city83 | .0547007 .0324096 1.69 0.09
> 2
> -.0090434
> .1184447
city84 | -.0351312 .0249648 -1.41 0.16
> 0
> -.0842325
> .0139702
city85 | -.0785835 .0457515 -1.72 0.08
> 7
> -.1685687
> .0114016
city86 | -.0090164 .0179558 -0.50 0.61
> 6
> -.0443323
> .0262996
city87 | .0273046 .018089 1.51 0.13
> 2
> -.0082733
> .0628824
city88 | -.0746329 .0239655 -3.11 0.00
> 2
> -.1217689
> -.0274969
city89 | -.049742 .0190737 -2.61 0.01
> 0
> -.0872566
> -.0122274
city90 | .0039194 .0187572 0.21 0.83
> 5
> -.0329727
> .0408116
city91 | .017313 .0237324 0.73 0.46
> 6
> -.0293645
> .0639905
city92 | .0035671 .025249 0.14 0.88
> 8
> -.0460933
> .0532275
city93 | .0066645 .0171117 0.39 0.69
> 7
> -.0269912
> .0403203
city94 | -.1008953 .0288523 -3.50 0.00
> 1
> -.1576426
> -.044148
city95 | -.0174799 .0164275 -1.06 0.28
> 8
> -.0497899
> .0148302
city96 | -.0775965 .0348592 -2.23 0.02
> 7
> -.1461583
> -.0090346
city97 | -.1222145 .0524855 -2.33 0.02
> 0
> -.2254443
> -.0189847
city98 | -.1477075 .0516847 -2.86 0.00
> 5
> -.2493622
> -.0460528
city99 | -.0464052 .0308793 -1.50 0.13
> 4
> -.1071393
> .014329
city100 | .0022777 .0230306 0.10 0.92
> 1
> -.0430194
> .0475748
city101 | -.0582873 .0305401 -1.91 0.05
> 7
> -.1183544
> .0017798
city102 | -.0749118 .0327733 -2.29 0.02
> 3
> -.1393711
> -.0104525
city103 | .0275762 .0226372 1.22 0.22
> 4
> -.0169472
> .0720997
city104 | -.051182 .0330625 -1.55 0.12
> 3
> -.11621
> .0138461
city105 | -.1161512 .0476022 -2.44 0.01
> 5
> -.2097765
> -.022526
city106 | -.058874 .0200629 -2.93 0.00
> 4
> -.0983341
> -.0194139
city107 | -.0583307 .0308639 -1.89 0.06
> 0
> -.1190345
> .0023732
city108 | -.0711831 .04921 -1.45 0.14
> 9
> -.1679706
> .0256043
city109 | -.0277463 .0187368 -1.48 0.14
> 0
> -.0645982
> .0091056
city110 | .063833 .0340673 1.87 0.06
> 2
> -.0031714
> .1308374
city111 | -.0648388 .0171994 -3.77 0.00
> 0
> -.0986669
> -.0310107
city112 | -.0568857 .0402338 -1.41 0.15
> 8
> -.1360185
> .0222472
city113 | -.0657021 .0404254 -1.63 0.10
> 5
> -.1452117
> .0138074
city114 | -.0910344 .0505519 -1.80 0.07
> 3
> -.1904612
> .0083923
city115 | -.0371316 .0347657 -1.07 0.28
> 6
> -.1055095
> .0312464
city116 | -.0681113 .0379991 -1.79 0.07
> 4
> -.1428489
> .0066263
rg1y1 | -.1982838 .1010586 -1.96 0.05
> 1
> -.3970483
> .0004807
rg1y2 | -.0663623 .0444957 -1.49 0.13
> 7
> -.1538776
> .0211529
rg2y1 | -.176418 .1075649 -1.64 0.10
> 2
> -.3879792
> .0351432
rg2y2 | -.0439259 .0463533 -0.95 0.34
> 4
> -.1350947
> .0472428
rg3y1 | -.1861585 .1063366 -1.75 0.08
> 1
> -.3953038
> .0229869
rg3y2 | -.0513179 .0442134 -1.16 0.24
> 7
> -.138278
> .0356421
rg4y1 | -.188442 .1054178 -1.79 0.07
> 5
> -.3957803
> .0188963
rg4y2 | -.059716 .0440925 -1.35 0.17
> 7
> -.1464382
> .0270063
rg5y1 | -.2104548 .0954611 -2.20 0.02
> 8
> -.3982099
> -.0226997
rg5y2 | -.0436757 .0431936 -1.01 0.31
> 3
> -.1286299
> .0412784
rg6y1 | -.1801032 .103839 -1.73 0.08
> 4
> -.3843361
> .0241298
rg6y2 | -.0427707 .046354 -0.92 0.35
> 7
> -.1339409
> .0483994
rg7y1 | -.1917292 .0988224 -1.94 0.05
> 3
> -.3860954
> .002637
rg7y2 | -.0605762 .0413023 -1.47 0.14
> 3
> -.1418105
> .0206582
rg8y1 | -.2388734 .087786 -2.72 0.00
> 7
> -.411533
> -.0662138
rg8y2 | -.0747028 .0370643 -2.02 0.04
> 5
> -.1476018
> -.0018039
rg9y1 | -.2068416 .0981316 -2.11 0.03
> 6
> -.3998492
> -.0138339
rg9y2 | -.0512149 .0432746 -1.18 0.23
> 7
> -.1363284
> .0338986
age | .0331954 .0006602 50.28 0.00
> 0
> .0318969
> .0344939
agesq | -.0004969 7.90e-06 -62.89 0.00
> 0
> -.0005125
> -.0004814
married | -.0764099 .0020663 -36.98 0.00
> 0
> -.0804738
> -.0723459
black | .066107 .0040243 16.43 0.00
> 0
> .058192
> .074022
children | -.0984459 .0022437 -43.88 0.00
> 0
> -.1028589
> -.0940328
child5 | -.1801366 .0034864 -51.67 0.00
> 0
> -.1869937
> -.1732795
_cons | .9698638 .2176254 4.46 0.00
> 0
> .541833
> 1.397895
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg chrswork (indep =ins) city1-city116 rg1y1-
> rg9y2 age agesq married black children child5 if c
> ollege==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.3993e+07)
Instrumental variables (2SLS) regression
> Number of obs = 634448
> F(140, 347) = 170.05
> Prob > F = 0.0000
> R-squared = 0.0838
> Root MSE = 11.065
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
chrsworkly | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 2.191539 .673671 3.25 0.00
> 1
> .8665466
> 3.516531
city1 | -.0432927 .6572914 -0.07 0.94
> 8
> -1.336069
> 1.249484
city2 | -.0151287 .6901383 -0.02 0.98
> 3
> -1.372509
> 1.342252
city3 | -.2344741 .5131492 -0.46 0.64
> 8
> -1.243748
> .7748
city4 | .5541877 .6757737 0.82 0.41
> 3
> -.7749403
> 1.883316
city5 | 2.497461 1.354149 1.84 0.06
> 6
> -.1659113
> 5.160833
city6 | -1.959856 .9291999 -2.11 0.03
> 6
> -3.787428
> -.1322828
city7 | 1.517088 .6262851 2.42 0.01
> 6
> .2852956
> 2.748881
city8 | .3545205 .3975945 0.89 0.37
> 3
> -.4274778
> 1.136519
city9 | 0 (omitted)
city10 | -2.755494 .8903187 -3.09 0.00
> 2
> -4.506594
> -1.004394
city11 | 1.317047 .6277751 2.10 0.03
> 7
> .082324
> 2.55177
city12 | 2.70203 .702247 3.85 0.00
> 0
> 1.320833
> 4.083226
city13 | 1.987411 1.339274 1.48 0.13
> 9
> -.6467066
> 4.621528
city14 | .4099604 .5028291 0.82 0.41
> 5
> -.579016
> 1.398937
city15 | -2.815078 .6147576 -4.58 0.00
> 0
> -4.024198
> -1.605958
city16 | -1.238023 .5468865 -2.26 0.02
> 4
> -2.313652
> -.1623933
city17 | 1.468786 .9890274 1.49 0.13
> 8
> -.4764571
> 3.414028
city18 | 1.421107 .7665834 1.85 0.06
> 5
> -.0866278
> 2.928841
city19 | -1.085056 .575998 -1.88 0.06
> 0
> -2.217943
> .0478304
city20 | .822566 .5667172 1.45 0.14
> 8
> -.2920671
> 1.937199
city21 | -5.103374 1.363675 -3.74 0.00
> 0
> -7.785484
> -2.421265
city22 | .6333558 .6781073 0.93 0.35
> 1
> -.7003619
> 1.967074
city23 | -1.264482 .4283147 -2.95 0.00
> 3
> -2.106902
> -.4220623
city24 | -2.385269 .5035586 -4.74 0.00
> 0
> -3.37568
> -1.394858
city25 | 1.552962 .6357866 2.44 0.01
> 5
> .3024814
> 2.803442
city26 | -.7365983 .4419402 -1.67 0.09
> 6
> -1.605817
> .1326203
city27 | 3.201095 .8907786 3.59 0.00
> 0
> 1.44909
> 4.9531
city28 | -2.363687 1.153658 -2.05 0.04
> 1
> -4.632728
> -.094645
city29 | 2.699397 1.070554 2.52 0.01
> 2
> .593806
> 4.804988
city30 | .1017276 .4709637 0.22 0.82
> 9
> -.8245751
> 1.02803
city31 | -1.721679 .6195554 -2.78 0.00
> 6
> -2.940236
> -.5031226
city32 | 4.350509 1.289636 3.37 0.00
> 1
> 1.814023
> 6.886996
city33 | -3.469488 .8675287 -4.00 0.00
> 0
> -5.175764
> -1.763211
city34 | 2.152889 1.582592 1.36 0.17
> 5
> -.9597904
> 5.265568
city35 | 1.344025 .45717 2.94 0.00
> 4
> .4448517
> 2.243197
city36 | 2.10995 1.220495 1.73 0.08
> 5
> -.2905491
> 4.510449
city37 | 2.008426 1.005953 2.00 0.04
> 7
> .0298931
> 3.986958
city38 | -.0295554 .4924362 -0.06 0.95
> 2
> -.9980907
> .93898
city39 | .5956989 .90348 0.66 0.51
> 0
> -1.181287
> 2.372685
city40 | -1.533402 .6448186 -2.38 0.01
> 8
> -2.801647
> -.2651575
city41 | -1.018312 .6435562 -1.58 0.11
> 4
> -2.284073
> .2474503
city42 | -1.17958 .5309037 -2.22 0.02
> 7
> -2.223774
> -.1353861
city43 | -.51107 .5119465 -1.00 0.31
> 9
> -1.517979
> .4958387
city44 | .8151013 .67513 1.21 0.22
> 8
> -.5127607
> 2.142963
city45 | -.3478937 .5367964 -0.65 0.51
> 7
> -1.403678
> .7078903
city46 | 1.737359 .5791124 3.00 0.00
> 3
> .5983473
> 2.876372
city47 | -2.589415 1.246216 -2.08 0.03
> 8
> -5.040503
> -.138327
city48 | -.6666236 .4462822 -1.49 0.13
> 6
> -1.544382
> .2111351
city49 | 2.590952 1.159184 2.24 0.02
> 6
> .3110413
> 4.870862
city50 | .8414156 .4422765 1.90 0.05
> 8
> -.0284644
> 1.711296
city51 | 1.510291 1.274479 1.19 0.23
> 7
> -.9963843
> 4.016967
city52 | -.1377281 .4248994 -0.32 0.74
> 6
> -.9734305
> .6979742
city53 | .2677627 .7132139 0.38 0.70
> 8
> -1.135003
> 1.670529
city54 | -.1570643 .5728466 -0.27 0.78
> 4
> -1.283753
> .9696241
city55 | -.5522294 .547454 -1.01 0.31
> 4
> -1.628975
> .5245163
city56 | 2.290531 .7529979 3.04 0.00
> 3
> .8095164
> 3.771545
city57 | -6.457335 1.941249 -3.33 0.00
> 1
> -10.27543
> -2.639239
city58 | -.3996284 .4309869 -0.93 0.35
> 4
> -1.247304
> .448047
city59 | 2.322724 1.458687 1.59 0.11
> 2
> -.5462568
> 5.191705
city60 | .3599554 .4449352 0.81 0.41
> 9
> -.5151539
> 1.235065
city61 | -2.219637 .9188362 -2.42 0.01
> 6
> -4.026827
> -.4124482
city62 | -.9600195 .4598781 -2.09 0.03
> 8
> -1.864519
> -.0555202
city63 | -.9423006 .3970501 -2.37 0.01
> 8
> -1.723228
> -.161373
city64 | 1.98252 .6607236 3.00 0.00
> 3
> .6829927
> 3.282047
city65 | -.4257341 .4171532 -1.02 0.30
> 8
> -1.246201
> .3947328
city66 | -1.27371 .4318153 -2.95 0.00
> 3
> -2.123015
> -.4244055
city67 | -5.197363 1.526322 -3.41 0.00
> 1
> -8.199369
> -2.195356
city68 | -3.407576 .5362473 -6.35 0.00
> 0
> -4.46228
> -2.352872
city69 | -1.462885 .4030774 -3.63 0.00
> 0
> -2.255667
> -.6701024
city70 | .6198298 .4844532 1.28 0.20
> 2
> -.3330043
> 1.572664
city71 | -2.527718 .536244 -4.71 0.00
> 0
> -3.582416
> -1.47302
city72 | .6575274 .4337621 1.52 0.13
> 0
> -.1956063
> 1.510661
city73 | 2.911617 .9952112 2.93 0.00
> 4
> .9542115
> 4.869022
city74 | .1632272 .4992062 0.33 0.74
> 4
> -.8186235
> 1.145078
city75 | 2.401514 .982696 2.44 0.01
> 5
> .4687242
> 4.334304
city76 | -3.332984 .8662327 -3.85 0.00
> 0
> -5.036712
> -1.629257
city77 | -2.389189 .9652134 -2.48 0.01
> 4
> -4.287594
> -.4907841
city78 | -.6916018 .418645 -1.65 0.09
> 9
> -1.515003
> .1317992
city79 | -1.927226 .6011131 -3.21 0.00
> 1
> -3.10951
> -.7449424
city80 | -2.017208 .6061851 -3.33 0.00
> 1
> -3.209468
> -.8249489
city81 | .9417846 .7170489 1.31 0.19
> 0
> -.4685244
> 2.352094
city82 | -.061115 .4346691 -0.14 0.88
> 8
> -.9160325
> .7938025
city83 | -2.590751 .9845842 -2.63 0.00
> 9
> -4.527255
> -.654247
city84 | -.7371405 .4856301 -1.52 0.13
> 0
> -1.692289
> .2180085
city85 | 1.609165 .897403 1.79 0.07
> 4
> -.1558684
> 3.374199
city86 | -.564043 .4069754 -1.39 0.16
> 7
> -1.364492
> .2364061
city87 | -1.88346 .5950244 -3.17 0.00
> 2
> -3.053768
> -.7131517
city88 | .7960908 .5118654 1.56 0.12
> 1
> -.2106584
> 1.80284
city89 | -1.79755 .475119 -3.78 0.00
> 0
> -2.732025
> -.863074
city90 | -.1533166 .5727601 -0.27 0.78
> 9
> -1.279835
> .9732016
city91 | -2.746474 .714613 -3.84 0.00
> 0
> -4.151992
> -1.340956
city92 | -1.80447 .9664911 -1.87 0.06
> 3
> -3.705388
> .0964476
city93 | -1.316024 .5649407 -2.33 0.02
> 0
> -2.427163
> -.2048854
city94 | -1.066642 .661075 -1.61 0.10
> 8
> -2.36686
> .2335763
city95 | -1.541891 .3957193 -3.90 0.00
> 0
> -2.320201
> -.7635807
city96 | 2.641215 .7033779 3.76 0.00
> 0
> 1.257794
> 4.024635
city97 | 1.268229 1.126518 1.13 0.26
> 1
> -.9474335
> 3.483891
city98 | 1.678598 1.187573 1.41 0.15
> 8
> -.6571482
> 4.014345
city99 | -.5839746 .6375656 -0.92 0.36
> 0
> -1.837954
> .6700047
city100 | .4150786 .5271331 0.79 0.43
> 2
> -.6216994
> 1.451857
city101 | -.3215088 .701516 -0.46 0.64
> 7
> -1.701267
> 1.05825
city102 | 1.131587 .7729464 1.46 0.14
> 4
> -.3886624
> 2.651836
city103 | -1.157499 .7114742 -1.63 0.10
> 5
> -2.556844
> .2418451
city104 | .0257474 .6519296 0.04 0.96
> 9
> -1.256483
> 1.307978
city105 | 1.873826 .9995419 1.87 0.06
> 2
> -.0920967
> 3.839749
city106 | -.506455 .5565781 -0.91 0.36
> 3
> -1.601146
> .5882362
city107 | 1.231539 .5764283 2.14 0.03
> 3
> .0978064
> 2.365272
city108 | 2.109037 1.018796 2.07 0.03
> 9
> .1052457
> 4.112829
city109 | -.540536 .4058509 -1.33 0.18
> 4
> -1.338773
> .2577013
city110 | -2.568488 .9720728 -2.64 0.00
> 9
> -4.480384
> -.656592
city111 | -.2012829 .542321 -0.37 0.71
> 1
> -1.267933
> .8653671
city112 | 2.513193 .8269698 3.04 0.00
> 3
> .8866889
> 4.139697
city113 | 1.685819 .897688 1.88 0.06
> 1
> -.0797752
> 3.451413
city114 | 1.769348 1.112933 1.59 0.11
> 3
> -.4195949
> 3.958292
city115 | 1.461041 .7034603 2.08 0.03
> 9
> .0774579
> 2.844623
city116 | .2209176 .7395389 0.30 0.76
> 5
> -1.233625
> 1.675461
rg1y1 | -4.307386 .4617561 -9.33 0.00
> 0
> -5.215579
> -3.399193
rg1y2 | -1.416929 .1444291 -9.81 0.00
> 0
> -1.700996
> -1.132862
rg2y1 | -5.662679 .6670746 -8.49 0.00
> 0
> -6.974697
> -4.35066
rg2y2 | -2.073005 .1863373 -11.13 0.00
> 0
> -2.439498
> -1.706513
rg3y1 | -4.978187 .6407765 -7.77 0.00
> 0
> -6.238482
> -3.717892
rg3y2 | -1.494595 .1229372 -12.16 0.00
> 0
> -1.736391
> -1.2528
rg4y1 | -4.915495 .6967619 -7.05 0.00
> 0
> -6.285903
> -3.545087
rg4y2 | -1.399509 .1555637 -9.00 0.00
> 0
> -1.705475
> -1.093542
rg5y1 | -3.828469 .3149926 -12.15 0.00
> 0
> -4.448004
> -3.208934
rg5y2 | -1.129224 .1778053 -6.35 0.00
> 0
> -1.478936
> -.7795124
rg6y1 | -3.542985 .565647 -6.26 0.00
> 0
> -4.655513
> -2.430457
rg6y2 | -1.381402 .2217766 -6.23 0.00
> 0
> -1.817597
> -.9452061
rg7y1 | -3.766682 .3532906 -10.66 0.00
> 0
> -4.461542
> -3.071821
rg7y2 | -1.021205 .1161843 -8.79 0.00
> 0
> -1.249719
> -.7926905
rg8y1 | -3.274813 .3861831 -8.48 0.00
> 0
> -4.034367
> -2.515259
rg8y2 | -.2245003 .3163861 -0.71 0.47
> 8
> -.846776
> .3977754
rg9y1 | -4.375775 .6135685 -7.13 0.00
> 0
> -5.582557
> -3.168994
rg9y2 | -1.240223 .1829986 -6.78 0.00
> 0
> -1.600149
> -.8802967
age | 1.052501 .0246891 42.63 0.00
> 0
> 1.003942
> 1.10106
agesq | -.0136551 .0002936 -46.51 0.00
> 0
> -.0142326
> -.0130776
married | -1.687579 .0398428 -42.36 0.00
> 0
> -1.765943
> -1.609215
black | 1.153271 .1101307 10.47 0.00
> 0
> .9366632
> 1.369878
children | -5.505763 .1048017 -52.54 0.00
> 0
> -5.71189
> -5.299637
child5 | -.7961978 .0790028 -10.08 0.00
> 0
> -.9515824
> -.6408131
_cons | 6.559793 5.117308 1.28 0.20
> 1
> -3.505051
> 16.62464
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg chrswork (indep =ins) lwagehourgradmorey70
> y1- lfwomencollegeplus70y2 city1-city116 rg1y1-rg9
> y2 age agesq married black children child5 if coll
> ege==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.3993e+07)
Instrumental variables (2SLS) regression
> Number of obs = 634448
> F(152, 347) = 313.14
> Prob > F = 0.0000
> R-squared = 0.0843
> Root MSE = 11.062
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
chrsworkly | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | 1.434971 .5982354 2.40 0.01
> 7
> .2583475
> 2.611595
lwagehourg~1 | -.9534672 .7033198 -1.36 0.17
> 6
> -2.336773
> .429839
lwagehourg~2 | .0394478 .3474622 0.11 0.91
> 0
> -.6439493
> .7228448
fcollegepl~1 | -1.711278 5.564101 -0.31 0.75
> 9
> -12.65488
> 9.232329
fcollegepl~2 | -.4295018 2.895593 -0.15 0.88
> 2
> -6.124623
> 5.265619
agmin70y1 | 16.56226 7.294707 2.27 0.02
> 4
> 2.214858
> 30.90967
agmin70y2 | 4.279623 2.768011 1.55 0.12
> 3
> -1.164568
> 9.723813
manufact70y1 | -.5390858 1.182713 -0.46 0.64
> 9
> -2.865275
> 1.787103
manufact70y2 | -1.011448 .7294474 -1.39 0.16
> 6
> -2.446142
> .4232471
hsservices~1 | -4.690529 4.478643 -1.05 0.29
> 6
> -13.49923
> 4.118174
hsservices~2 | -2.417909 2.337497 -1.03 0.30
> 2
> -7.015353
> 2.179536
lfwomencol~1 | .8413486 1.81805 0.46 0.64
> 4
> -2.734436
> 4.417133
lfwomencol~2 | .0690532 1.146934 0.06 0.95
> 2
> -2.186763
> 2.32487
city1 | .1214183 .7122703 0.17 0.86
> 5
> -1.279492
> 1.522329
city2 | .2266863 .6826325 0.33 0.74
> 0
> -1.115932
> 1.569304
city3 | .2162412 .5872079 0.37 0.71
> 3
> -.9386933
> 1.371176
city4 | .6043426 .6999049 0.86 0.38
> 8
> -.7722472
> 1.980932
city5 | 1.900983 1.325562 1.43 0.15
> 2
> -.7061641
> 4.508129
city6 | -.3299386 .6345523 -0.52 0.60
> 3
> -1.577991
> .9181142
city7 | 1.647797 .6337681 2.60 0.01
> 0
> .4012863
> 2.894307
city8 | 1.229493 .3041056 4.04 0.00
> 0
> .6313706
> 1.827615
city9 | 0 (omitted)
city10 | -1.327583 .5902478 -2.25 0.02
> 5
> -2.488497
> -.1666696
city11 | 1.662991 .6968402 2.39 0.01
> 8
> .2924292
> 3.033553
city12 | 2.736685 .7726713 3.54 0.00
> 0
> 1.216976
> 4.256393
city13 | 1.357986 1.31428 1.03 0.30
> 2
> -1.226972
> 3.942943
city14 | .7672745 .5128766 1.50 0.13
> 6
> -.2414635
> 1.776012
city15 | -1.544654 .3548432 -4.35 0.00
> 0
> -2.242568
> -.8467398
city16 | -.8498637 .5672399 -1.50 0.13
> 5
> -1.965525
> .2657973
city17 | 1.183174 1.009361 1.17 0.24
> 2
> -.8020611
> 3.168408
city18 | 1.521657 .8048455 1.89 0.06
> 0
> -.0613325
> 3.104646
city19 | .0679953 .3418691 0.20 0.84
> 2
> -.6044011
> .7403917
city20 | 1.116221 .6196571 1.80 0.07
> 3
> -.1025354
> 2.334977
city21 | -2.904435 1.030597 -2.82 0.00
> 5
> -4.931438
> -.8774331
city22 | .6888775 .7194363 0.96 0.33
> 9
> -.726127
> 2.103882
city23 | -.3699446 .2973285 -1.24 0.21
> 4
> -.9547374
> .2148482
city24 | -1.311722 .2833682 -4.63 0.00
> 0
> -1.869058
> -.7543869
city25 | 1.689569 .7142687 2.37 0.01
> 9
> .2847283
> 3.09441
city26 | .0965964 .3209788 0.30 0.76
> 4
> -.5347124
> .7279051
city27 | 2.90229 .969298 2.99 0.00
> 3
> .9958519
> 4.808729
city28 | -.3252603 .8143518 -0.40 0.69
> 0
> -1.926947
> 1.276426
city29 | 2.196927 1.108203 1.98 0.04
> 8
> .0172873
> 4.376566
city30 | .4786533 .4906899 0.98 0.33
> 0
> -.4864473
> 1.443754
city31 | -.3839468 .3546582 -1.08 0.28
> 0
> -1.081497
> .3136033
city32 | 3.79339 1.338619 2.83 0.00
> 5
> 1.160561
> 6.426219
city33 | -1.857662 .5896987 -3.15 0.00
> 2
> -3.017496
> -.6978285
city34 | .6663444 1.568444 0.42 0.67
> 1
> -2.418508
> 3.751197
city35 | 2.097256 .3732496 5.62 0.00
> 0
> 1.36314
> 2.831372
city36 | 1.475435 1.198653 1.23 0.21
> 9
> -.8821047
> 3.832974
city37 | 1.805265 1.029373 1.75 0.08
> 0
> -.2193306
> 3.829861
city38 | .9209515 .3311943 2.78 0.00
> 6
> .2695505
> 1.572352
city39 | .4992747 .8942327 0.56 0.57
> 7
> -1.259524
> 2.258073
city40 | -.9500418 .2713316 -3.50 0.00
> 1
> -1.483703
> -.4163803
city41 | -.7573087 .6049187 -1.25 0.21
> 1
> -1.947077
> .4324599
city42 | -.110567 .3116553 -0.35 0.72
> 3
> -.7235381
> .5024041
city43 | .3104674 .418916 0.74 0.45
> 9
> -.5134667
> 1.134402
city44 | 1.000192 .6952481 1.44 0.15
> 1
> -.3672385
> 2.367623
city45 | .0150441 .5915902 0.03 0.98
> 0
> -1.14851
> 1.178598
city46 | 1.940203 .5655153 3.43 0.00
> 1
> .8279344
> 3.052473
city47 | -.6224264 .9243748 -0.67 0.50
> 1
> -2.440509
> 1.195656
city48 | .1929049 .283402 0.68 0.49
> 7
> -.364497
> .7503067
city49 | 2.386806 1.084636 2.20 0.02
> 8
> .253519
> 4.520094
city50 | 1.500631 .3839707 3.91 0.00
> 0
> .7454278
> 2.255834
city51 | .5809722 1.099826 0.53 0.59
> 8
> -1.582192
> 2.744136
city52 | .5988949 .2970831 2.02 0.04
> 5
> .0145847
> 1.183205
city53 | .6170845 .7102817 0.87 0.38
> 6
> -.7799147
> 2.014084
city54 | -.0637466 .5251426 -0.12 0.90
> 3
> -1.09661
> .9691164
city55 | .4777816 .3114359 1.53 0.12
> 6
> -.134758
> 1.090321
city56 | 2.313743 .788049 2.94 0.00
> 4
> .7637895
> 3.863697
city57 | -3.508593 1.555812 -2.26 0.02
> 5
> -6.568601
> -.4485836
city58 | .2182873 .4019421 0.54 0.58
> 7
> -.572262
> 1.008837
city59 | 1.656419 1.351839 1.23 0.22
> 1
> -1.00241
> 4.315249
city60 | .8151627 .4408072 1.85 0.06
> 5
> -.0518275
> 1.682153
city61 | -.6393219 .614782 -1.04 0.29
> 9
> -1.84849
> .569846
city62 | -.3265093 .424386 -0.77 0.44
> 2
> -1.161202
> .5081834
city63 | -.1737881 .3447415 -0.50 0.61
> 5
> -.8518339
> .5042577
city64 | 1.98722 .6789059 2.93 0.00
> 4
> .651932
> 3.322509
city65 | .4967482 .2824802 1.76 0.08
> 0
> -.0588407
> 1.052337
city66 | -.3906823 .2646783 -1.48 0.14
> 1
> -.911258
> .1298933
city67 | -2.77565 1.18693 -2.34 0.02
> 0
> -5.110133
> -.4411671
city68 | -2.250121 .3395459 -6.63 0.00
> 0
> -2.917948
> -1.582294
city69 | -.6385067 .2903293 -2.20 0.02
> 9
> -1.209533
> -.06748
city70 | 1.211196 .4707876 2.57 0.01
> 1
> .2852394
> 2.137152
city71 | -1.324175 .2987148 -4.43 0.00
> 0
> -1.911695
> -.7366559
city72 | 1.233012 .4235303 2.91 0.00
> 4
> .400002
> 2.066021
city73 | 2.611217 1.044822 2.50 0.01
> 3
> .5562363
> 4.666199
city74 | 1.094036 .2754482 3.97 0.00
> 0
> .5522776
> 1.635794
city75 | 1.940004 1.018076 1.91 0.05
> 8
> -.062373
> 3.942381
city76 | -1.763555 .5642751 -3.13 0.00
> 2
> -2.873385
> -.6537254
city77 | -.7319459 .6544628 -1.12 0.26
> 4
> -2.019159
> .5552672
city78 | -.0748785 .3873658 -0.19 0.84
> 7
> -.836759
> .6870019
city79 | -1.066358 .4784865 -2.23 0.02
> 6
> -2.007456
> -.1252589
city80 | -1.326085 .3999724 -3.32 0.00
> 1
> -2.11276
> -.5394095
city81 | .8921029 .728708 1.22 0.22
> 2
> -.5411375
> 2.325343
city82 | .6769782 .3899122 1.74 0.08
> 3
> -.0899104
> 1.443867
city83 | -1.019336 .6677901 -1.53 0.12
> 8
> -2.332761
> .2940898
city84 | -.2322092 .4718684 -0.49 0.62
> 3
> -1.160291
> .6958729
city85 | 1.62907 .9794948 1.66 0.09
> 7
> -.2974238
> 3.555564
city86 | .1598347 .3833984 0.42 0.67
> 7
> -.5942424
> .9139118
city87 | -.7010685 .3511443 -2.00 0.04
> 7
> -1.391708
> -.0104295
city88 | .8468723 .4704578 1.80 0.07
> 3
> -.0784354
> 1.77218
city89 | -1.155875 .407989 -2.83 0.00
> 5
> -1.958318
> -.3534324
city90 | .9758105 .3420885 2.85 0.00
> 5
> .3029826
> 1.648638
city91 | -1.340162 .4481049 -2.99 0.00
> 3
> -2.221505
> -.4588183
city92 | -.4893712 .6792128 -0.72 0.47
> 2
> -1.825263
> .8465208
city93 | -.0341552 .3861043 -0.09 0.93
> 0
> -.7935544
> .725244
city94 | -.7515086 .6454619 -1.16 0.24
> 5
> -2.021019
> .5180014
city95 | -.5682355 .325756 -1.74 0.08
> 2
> -1.20894
> .0724692
city96 | 2.57853 .7236729 3.56 0.00
> 0
> 1.155193
> 4.001867
city97 | .9094439 1.147476 0.79 0.42
> 9
> -1.347439
> 3.166327
city98 | 1.258456 1.234854 1.02 0.30
> 9
> -1.170285
> 3.687196
city99 | -.5539607 .6677107 -0.83 0.40
> 7
> -1.86723
> .7593087
city100 | .6984585 .4471711 1.56 0.11
> 9
> -.1810483
> 1.577965
city101 | -.0374348 .6654758 -0.06 0.95
> 5
> -1.346309
> 1.271439
city102 | 1.305011 .7744838 1.69 0.09
> 3
> -.2182629
> 2.828284
city103 | .1336462 .4322 0.31 0.75
> 7
> -.716415
> .9837074
city104 | .1437173 .7020101 0.20 0.83
> 8
> -1.237013
> 1.524448
city105 | 1.66153 1.037117 1.60 0.11
> 0
> -.3782959
> 3.701357
city106 | .0119783 .4888142 0.02 0.98
> 0
> -.9494333
> .9733899
city107 | 1.457146 .5862718 2.49 0.01
> 3
> .3040524
> 2.610239
city108 | 1.702349 .980462 1.74 0.08
> 3
> -.226047
> 3.630746
city109 | .0718431 .3515763 0.20 0.83
> 8
> -.6196457
> .7633318
city110 | -.7583852 .6919575 -1.10 0.27
> 4
> -2.119344
> .6025733
city111 | .3786045 .3759106 1.01 0.31
> 5
> -.3607455
> 1.117954
city112 | 2.30387 .8516193 2.71 0.00
> 7
> .6288847
> 3.978855
city113 | 1.770743 .9237726 1.92 0.05
> 6
> -.046155
> 3.587641
city114 | 1.421487 1.127019 1.26 0.20
> 8
> -.7951607
> 3.638134
city115 | 1.355669 .7382238 1.84 0.06
> 7
> -.0962873
> 2.807625
city116 | .1744044 .7665529 0.23 0.82
> 0
> -1.33327
> 1.682079
rg1y1 | -.8623102 2.599224 -0.33 0.74
> 0
> -5.974526
> 4.249905
rg1y2 | -.7162734 1.187022 -0.60 0.54
> 7
> -3.050937
> 1.61839
rg2y1 | -2.075055 2.749434 -0.75 0.45
> 1
> -7.482708
> 3.332597
rg2y2 | -1.30852 1.224786 -1.07 0.28
> 6
> -3.717458
> 1.100418
rg3y1 | -1.603292 2.723216 -0.59 0.55
> 6
> -6.959378
> 3.752794
rg3y2 | -.8312916 1.169468 -0.71 0.47
> 8
> -3.13143
> 1.468846
rg4y1 | -1.570673 2.680519 -0.59 0.55
> 8
> -6.842783
> 3.701436
rg4y2 | -.7687823 1.156685 -0.66 0.50
> 7
> -3.043779
> 1.506214
rg5y1 | -.878027 2.533351 -0.35 0.72
> 9
> -5.860683
> 4.104629
rg5y2 | -.6337861 1.157828 -0.55 0.58
> 4
> -2.911029
> 1.643457
rg6y1 | -.5112909 2.685103 -0.19 0.84
> 9
> -5.792416
> 4.769835
rg6y2 | -.736312 1.225838 -0.60 0.54
> 8
> -3.147319
> 1.674696
rg7y1 | -1.097266 2.525777 -0.43 0.66
> 4
> -6.065026
> 3.870494
rg7y2 | -.6639582 1.112136 -0.60 0.55
> 1
> -2.851333
> 1.523417
rg8y1 | -.7407515 2.29464 -0.32 0.74
> 7
> -5.253904
> 3.772401
rg8y2 | -.0785033 1.003458 -0.08 0.93
> 8
> -2.052129
> 1.895123
rg9y1 | -1.529632 2.551121 -0.60 0.54
> 9
> -6.547237
> 3.487974
rg9y2 | -.7605403 1.150936 -0.66 0.50
> 9
> -3.024228
> 1.503148
age | 1.052768 .0246859 42.65 0.00
> 0
> 1.004215
> 1.101321
agesq | -.0136579 .0002936 -46.52 0.00
> 0
> -.0142354
> -.0130804
married | -1.686022 .0399207 -42.23 0.00
> 0
> -1.764539
> -1.607505
black | 1.152186 .1099804 10.48 0.00
> 0
> .9358734
> 1.368498
children | -5.503046 .1047399 -52.54 0.00
> 0
> -5.709051
> -5.297041
child5 | -.7985283 .0790265 -10.10 0.00
> 0
> -.9539595
> -.6430971
_cons | 11.59054 4.732364 2.45 0.01
> 5
> 2.282817
> 20.89827
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg work50 (indep =ins) city1-city116 rg1y1-rg
> 9y2 age agesq married black children child5 if col
> lege==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.6596e+07)
Instrumental variables (2SLS) regression
> Number of obs = 756902
> F(140, 347) = 57.83
> Prob > F = 0.0000
> R-squared = 0.0357
> Root MSE = .30843
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work50 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .1118638 .0294923 3.79 0.00
> 0
> .0538577
> .1698699
city1 | .0724143 .0275716 2.63 0.00
> 9
> .0181858
> .1266427
city2 | .0494307 .0264751 1.87 0.06
> 3
> -.0026411
> .1015026
city3 | .0307137 .0209786 1.46 0.14
> 4
> -.0105476
> .071975
city4 | .0797633 .0278989 2.86 0.00
> 5
> .0248912
> .1346355
city5 | .1836686 .0506759 3.62 0.00
> 0
> .0839981
> .2833392
city6 | -.0945505 .0407315 -2.32 0.02
> 1
> -.1746623
> -.0144387
city7 | .0812736 .0244381 3.33 0.00
> 1
> .0332081
> .1293391
city8 | .0344663 .0169239 2.04 0.04
> 2
> .0011799
> .0677528
city9 | 0 (omitted)
city10 | -.0954705 .0387554 -2.46 0.01
> 4
> -.1716957
> -.0192454
city11 | .0660139 .0246774 2.68 0.00
> 8
> .0174777
> .1145501
city12 | .0897165 .0297832 3.01 0.00
> 3
> .0311382
> .1482947
city13 | .1583918 .0566672 2.80 0.00
> 5
> .0469374
> .2698462
city14 | .0315712 .02379 1.33 0.18
> 5
> -.0152196
> .0783619
city15 | -.0705465 .0275068 -2.56 0.01
> 1
> -.1246475
> -.0164455
city16 | .0193116 .02076 0.93 0.35
> 3
> -.0215196
> .0601427
city17 | .1115419 .0391167 2.85 0.00
> 5
> .0346062
> .1884776
city18 | .0810679 .0312623 2.59 0.01
> 0
> .0195805
> .1425553
city19 | -.0432681 .0253074 -1.71 0.08
> 8
> -.0930433
> .0065072
city20 | .0680413 .0250179 2.72 0.00
> 7
> .0188355
> .1172471
city21 | -.2031261 .0599921 -3.39 0.00
> 1
> -.3211201
> -.0851322
city22 | .0747388 .027433 2.72 0.00
> 7
> .0207829
> .1286947
city23 | -.0189758 .0173634 -1.09 0.27
> 5
> -.0531265
> .015175
city24 | -.0579005 .0218188 -2.65 0.00
> 8
> -.1008142
> -.0149868
city25 | .0874182 .0267418 3.27 0.00
> 1
> .0348219
> .1400146
city26 | -.0031604 .0192372 -0.16 0.87
> 0
> -.0409966
> .0346759
city27 | .10838 .0336449 3.22 0.00
> 1
> .0422064
> .1745536
city28 | -.1369496 .0506533 -2.70 0.00
> 7
> -.2365756
> -.0373235
city29 | .1586815 .0458636 3.46 0.00
> 1
> .0684759
> .2488871
city30 | .0404041 .019468 2.08 0.03
> 9
> .002114
> .0786942
city31 | -.0605746 .0271927 -2.23 0.02
> 7
> -.1140578
> -.0070913
city32 | .2121757 .0545822 3.89 0.00
> 0
> .1048221
> .3195294
city33 | -.1263917 .0376849 -3.35 0.00
> 1
> -.2005112
> -.0522722
city34 | .21642 .0674785 3.21 0.00
> 1
> .0837016
> .3491384
city35 | .006416 .0212876 0.30 0.76
> 3
> -.0354529
> .0482849
city36 | .1544372 .0515625 3.00 0.00
> 3
> .0530229
> .2558516
city37 | .1290622 .0428046 3.02 0.00
> 3
> .0448731
> .2132513
city38 | -.0195051 .0213845 -0.91 0.36
> 2
> -.0615645
> .0225544
city39 | .1076343 .050005 2.15 0.03
> 2
> .0092833
> .2059853
city40 | -.0368905 .0249228 -1.48 0.14
> 0
> -.0859093
> .0121282
city41 | .0487965 .026909 1.81 0.07
> 1
> -.0041288
> .1017219
city42 | -.0482599 .0231313 -2.09 0.03
> 8
> -.0937551
> -.0027647
city43 | -.0051813 .0168665 -0.31 0.75
> 9
> -.0383547
> .0279921
city44 | .0616186 .0302934 2.03 0.04
> 3
> .0020369
> .1212003
city45 | .0523037 .0261138 2.00 0.04
> 6
> .0009425
> .1036648
city46 | .0763765 .0251813 3.03 0.00
> 3
> .0268494
> .1259036
city47 | -.159193 .0545414 -2.92 0.00
> 4
> -.2664663
> -.0519196
city48 | -.0073847 .0179849 -0.41 0.68
> 2
> -.0427579
> .0279884
city49 | .1108091 .0452231 2.45 0.01
> 5
> .0218633
> .199755
city50 | .0188853 .0180578 1.05 0.29
> 6
> -.0166312
> .0544018
city51 | .1438335 .0557875 2.58 0.01
> 0
> .0341094
> .2535576
city52 | .0009367 .0169537 0.06 0.95
> 6
> -.0324081
> .0342816
city53 | .0457328 .0252748 1.81 0.07
> 1
> -.0039783
> .0954439
city54 | .0538373 .0244027 2.21 0.02
> 8
> .0058414
> .1018332
city55 | -.0482776 .0244176 -1.98 0.04
> 9
> -.0963028
> -.0002524
city56 | .1024062 .0317381 3.23 0.00
> 1
> .039983
> .1648294
city57 | -.2913376 .0849802 -3.43 0.00
> 1
> -.4584787
> -.1241965
city58 | .0205267 .0175506 1.17 0.24
> 3
> -.0139921
> .0550456
city59 | .2054135 .0604569 3.40 0.00
> 1
> .0865055
> .3243215
city60 | .0240347 .0180879 1.33 0.18
> 5
> -.011541
> .0596104
city61 | -.115316 .0393614 -2.93 0.00
> 4
> -.192733
> -.037899
city62 | .0228084 .0179065 1.27 0.20
> 4
> -.0124105
> .0580273
city63 | .0037692 .0174018 0.22 0.82
> 9
> -.030457
> .0379954
city64 | .079021 .0298734 2.65 0.00
> 9
> .0202654
> .1377767
city65 | -.0160648 .0173142 -0.93 0.35
> 4
> -.0501188
> .0179892
city66 | -.0366248 .0198458 -1.85 0.06
> 6
> -.0756579
> .0024084
city67 | -.2147176 .0671392 -3.20 0.00
> 2
> -.3467687
> -.0826665
city68 | -.0782606 .0240072 -3.26 0.00
> 1
> -.1254785
> -.0310427
city69 | -.0184373 .0176981 -1.04 0.29
> 8
> -.0532463
> .0163718
city70 | .0553705 .0191523 2.89 0.00
> 4
> .0177013
> .0930397
city71 | -.0592868 .0225294 -2.63 0.00
> 9
> -.1035981
> -.0149755
city72 | .0215631 .0177749 1.21 0.22
> 6
> -.013397
> .0565232
city73 | .1632716 .0429703 3.80 0.00
> 0
> .0787566
> .2477865
city74 | -.019178 .0212565 -0.90 0.36
> 8
> -.0609858
> .0226297
city75 | .1429926 .0423082 3.38 0.00
> 1
> .0597798
> .2262054
city76 | -.1263608 .0381808 -3.31 0.00
> 1
> -.2014557
> -.0512659
city77 | -.1192126 .042083 -2.83 0.00
> 5
> -.2019826
> -.0364427
city78 | .0017951 .018359 0.10 0.92
> 2
> -.0343138
> .0379041
city79 | -.0177652 .0265354 -0.67 0.50
> 4
> -.0699557
> .0344253
city80 | -.0277074 .0336389 -0.82 0.41
> 1
> -.0938691
> .0384544
city81 | .0942142 .0306255 3.08 0.00
> 2
> .0339792
> .1544493
city82 | .0110747 .0179747 0.62 0.53
> 8
> -.0242785
> .0464279
city83 | -.1208525 .0443407 -2.73 0.00
> 7
> -.2080629
> -.0336421
city84 | .0287423 .0232713 1.24 0.21
> 8
> -.0170282
> .0745128
city85 | .1352913 .0367634 3.68 0.00
> 0
> .0629842
> .2075983
city86 | .0020877 .0153334 0.14 0.89
> 2
> -.0280704
> .0322457
city87 | -.0685834 .0266227 -2.58 0.01
> 0
> -.1209456
> -.0162213
city88 | .081383 .0218549 3.72 0.00
> 0
> .0383982
> .1243678
city89 | .0015035 .0183513 0.08 0.93
> 5
> -.0345903
> .0375973
city90 | -.0383582 .0245115 -1.56 0.11
> 9
> -.086568
> .0098517
city91 | -.0887235 .0313533 -2.83 0.00
> 5
> -.15039
> -.0270571
city92 | -.0318193 .0450849 -0.71 0.48
> 1
> -.1204934
> .0568548
city93 | -.025141 .0244248 -1.03 0.30
> 4
> -.0731802
> .0228982
city94 | .0640302 .0324082 1.98 0.04
> 9
> .000289
> .1277714
city95 | -.0182999 .0160884 -1.14 0.25
> 6
> -.0499429
> .0133431
city96 | .0949126 .0285152 3.33 0.00
> 1
> .0388282
> .150997
city97 | .1550359 .0451157 3.44 0.00
> 1
> .0663012
> .2437705
city98 | .1482425 .0482885 3.07 0.00
> 2
> .0532674
> .2432176
city99 | .0577862 .0261627 2.21 0.02
> 8
> .0063288
> .1092435
city100 | .0504353 .020453 2.47 0.01
> 4
> .0102079
> .0906627
city101 | .0535315 .0305837 1.75 0.08
> 1
> -.0066212
> .1136842
city102 | .0806372 .030223 2.67 0.00
> 8
> .0211939
> .1400805
city103 | -.0781479 .0306858 -2.55 0.01
> 1
> -.1385015
> -.0177943
city104 | .072828 .0270103 2.70 0.00
> 7
> .0197035
> .1259524
city105 | .1519396 .0429317 3.54 0.00
> 0
> .0675004
> .2363787
city106 | .0224471 .0205449 1.09 0.27
> 5
> -.0179612
> .0628553
city107 | .0503052 .022046 2.28 0.02
> 3
> .0069447
> .0936657
city108 | .123113 .0490568 2.51 0.01
> 3
> .026627
> .219599
city109 | .0155409 .0168582 0.92 0.35
> 7
> -.0176162
> .0486981
city110 | -.1140826 .0425717 -2.68 0.00
> 8
> -.1978136
> -.0303515
city111 | -.0010767 .0186963 -0.06 0.95
> 4
> -.037849
> .0356956
city112 | .1363192 .0350186 3.89 0.00
> 0
> .0674439
> .2051946
city113 | .1293117 .0364038 3.55 0.00
> 0
> .0577119
> .2009115
city114 | .1568462 .046838 3.35 0.00
> 1
> .0647241
> .2489683
city115 | .0959358 .031842 3.01 0.00
> 3
> .0333082
> .1585634
city116 | .0686389 .0313773 2.19 0.02
> 9
> .0069252
> .1303526
rg1y1 | -.1619399 .021048 -7.69 0.00
> 0
> -.2033377
> -.1205422
rg1y2 | -.0469023 .0109918 -4.27 0.00
> 0
> -.0685212
> -.0252834
rg2y1 | -.2008572 .0304898 -6.59 0.00
> 0
> -.2608253
> -.140889
rg2y2 | -.0722323 .0087946 -8.21 0.00
> 0
> -.0895299
> -.0549348
rg3y1 | -.1863637 .0286255 -6.51 0.00
> 0
> -.242665
> -.1300623
rg3y2 | -.0519217 .0045249 -11.47 0.00
> 0
> -.0608214
> -.0430219
rg4y1 | -.1836689 .0286452 -6.41 0.00
> 0
> -.2400089
> -.1273288
rg4y2 | -.0469738 .0082971 -5.66 0.00
> 0
> -.0632928
> -.0306549
rg5y1 | -.1366208 .0129676 -10.54 0.00
> 0
> -.1621257
> -.1111159
rg5y2 | -.0423344 .0078357 -5.40 0.00
> 0
> -.0577458
> -.026923
rg6y1 | -.1536088 .0235782 -6.51 0.00
> 0
> -.1999829
> -.1072347
rg6y2 | -.0589501 .0098004 -6.02 0.00
> 0
> -.0782258
> -.0396744
rg7y1 | -.1457125 .0150462 -9.68 0.00
> 0
> -.1753057
> -.1161193
rg7y2 | -.0278726 .00412 -6.77 0.00
> 0
> -.035976
> -.0197692
rg8y1 | -.0961317 .0134764 -7.13 0.00
> 0
> -.1226375
> -.069626
rg8y2 | .0090059 .0131111 0.69 0.49
> 3
> -.0167814
> .0347931
rg9y1 | -.1445629 .0275895 -5.24 0.00
> 0
> -.1988266
> -.0902993
rg9y2 | -.0443709 .0091646 -4.84 0.00
> 0
> -.0623961
> -.0263457
age | .0209557 .0007292 28.74 0.00
> 0
> .0195215
> .0223899
agesq | -.0002649 9.23e-06 -28.70 0.00
> 0
> -.000283
> -.0002467
married | -.024642 .0011309 -21.79 0.00
> 0
> -.0268662
> -.0224178
black | -.042059 .0033096 -12.71 0.00
> 0
> -.0485684
> -.0355496
children | -.077482 .0033777 -22.94 0.00
> 0
> -.0841254
> -.0708386
child5 | -.0136345 .0010764 -12.67 0.00
> 0
> -.0157515
> -.0115175
_cons | -1.052246 .2243944 -4.69 0.00
> 0
> -1.49359
> -.6109015
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg work50 (indep =ins) lwagehourgradmorey70y1
> - lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2
> age agesq married black children child5 if colleg
> e==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.6596e+07)
Instrumental variables (2SLS) regression
> Number of obs = 756902
> F(152, 347) = 81.71
> Prob > F = 0.0000
> R-squared = 0.0371
> Root MSE = .3082
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work50 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0793448 .0236642 3.35 0.00
> 1
> .0328015
> .1258882
lwagehourg~1 | -.0304144 .0273882 -1.11 0.26
> 8
> -.0842821
> .0234534
lwagehourg~2 | -.0258033 .0152261 -1.69 0.09
> 1
> -.0557504
> .0041437
fcollegepl~1 | -.0175575 .216849 -0.08 0.93
> 6
> -.4440612
> .4089463
fcollegepl~2 | .0297398 .1267908 0.23 0.81
> 5
> -.2196353
> .2791149
agmin70y1 | .7736958 .3019686 2.56 0.01
> 1
> .1797768
> 1.367615
agmin70y2 | .1407098 .098385 1.43 0.15
> 4
> -.0527961
> .3342157
manufact70y1 | -.0158952 .0537181 -0.30 0.76
> 7
> -.1215492
> .0897589
manufact70y2 | -.0267489 .0307152 -0.87 0.38
> 4
> -.0871603
> .0336626
hsservices~1 | -.1219246 .1743464 -0.70 0.48
> 5
> -.4648332
> .220984
hsservices~2 | -.0645229 .0986727 -0.65 0.51
> 4
> -.2585948
> .129549
lfwomencol~1 | -.0311045 .0765921 -0.41 0.68
> 5
> -.1817477
> .1195387
lfwomencol~2 | .0050248 .0509872 0.10 0.92
> 2
> -.095258
> .1053076
city1 | .0764901 .0286959 2.67 0.00
> 8
> .0200502
> .1329299
city2 | .0552667 .0262371 2.11 0.03
> 6
> .003663
> .1068704
city3 | .047133 .0249652 1.89 0.06
> 0
> -.0019691
> .0962351
city4 | .0789324 .027618 2.86 0.00
> 5
> .0246127
> .1332521
city5 | .1557721 .0457428 3.41 0.00
> 1
> .0658042
> .2457401
city6 | -.0273896 .0246934 -1.11 0.26
> 8
> -.0759571
> .021178
city7 | .0862291 .0243015 3.55 0.00
> 0
> .0384322
> .134026
city8 | .0657483 .0127564 5.15 0.00
> 0
> .0406587
> .0908379
city9 | 0 (omitted)
city10 | -.037364 .0232942 -1.60 0.11
> 0
> -.0831796
> .0084516
city11 | .0761942 .0268837 2.83 0.00
> 5
> .0233187
> .1290697
city12 | .0897056 .0310089 2.89 0.00
> 4
> .0287166
> .1506946
city13 | .1266135 .0522419 2.42 0.01
> 6
> .023863
> .2293641
city14 | .0450222 .0227257 1.98 0.04
> 8
> .0003247
> .0897197
city15 | -.0191898 .0145209 -1.32 0.18
> 7
> -.0477499
> .0093702
city16 | .031903 .0214591 1.49 0.13
> 8
> -.0103032
> .0741092
city17 | .0944895 .0395618 2.39 0.01
> 7
> .0166783
> .1723006
city18 | .0843594 .0312611 2.70 0.00
> 7
> .0228743
> .1458444
city19 | .0027595 .0143918 0.19 0.84
> 8
> -.0255466
> .0310656
city20 | .0793215 .0253756 3.13 0.00
> 2
> .0294122
> .1292308
city21 | -.1106421 .040062 -2.76 0.00
> 6
> -.1894371
> -.0318471
city22 | .0746022 .02781 2.68 0.00
> 8
> .0199049
> .1292996
city23 | .0170258 .0105895 1.61 0.10
> 9
> -.0038019
> .0378534
city24 | -.0159529 .010856 -1.47 0.14
> 3
> -.0373047
> .005399
city25 | .0887365 .0289066 3.07 0.00
> 2
> .0318823
> .1455908
city26 | .0278806 .0140403 1.99 0.04
> 8
> .0002658
> .0554954
city27 | .0933672 .0329144 2.84 0.00
> 5
> .0286303
> .1581042
city28 | -.0521015 .0313808 -1.66 0.09
> 8
> -.113822
> .009619
city29 | .1337307 .0440745 3.03 0.00
> 3
> .0470439
> .2204176
city30 | .0538714 .0196751 2.74 0.00
> 6
> .0151739
> .0925689
city31 | -.0054668 .0135369 -0.40 0.68
> 7
> -.0320915
> .0211579
city32 | .1829821 .0526549 3.48 0.00
> 1
> .0794192
> .286545
city33 | -.0594042 .0213968 -2.78 0.00
> 6
> -.101488
> -.0173204
city34 | .1465777 .0595646 2.46 0.01
> 4
> .0294247
> .2637307
city35 | .0361424 .0169925 2.13 0.03
> 4
> .0027212
> .0695636
city36 | .121975 .0482342 2.53 0.01
> 2
> .0271069
> .2168431
city37 | .1237817 .0394369 3.14 0.00
> 2
> .0462162
> .2013471
city38 | .021345 .012588 1.70 0.09
> 1
> -.0034134
> .0461034
city39 | .0987598 .0452338 2.18 0.03
> 0
> .0097929
> .1877267
city40 | -.0137365 .0103128 -1.33 0.18
> 4
> -.03402
> .006547
city41 | .0557925 .0245071 2.28 0.02
> 3
> .0075914
> .1039936
city42 | -.0062183 .0124818 -0.50 0.61
> 9
> -.0307678
> .0183311
city43 | .0262916 .012851 2.05 0.04
> 2
> .0010159
> .0515673
city44 | .066024 .0290268 2.27 0.02
> 4
> .0089335
> .1231146
city45 | .0629585 .0268973 2.34 0.02
> 0
> .0100562
> .1158608
city46 | .0839118 .0234527 3.58 0.00
> 0
> .0377845
> .1300391
city47 | -.0772898 .0360191 -2.15 0.03
> 3
> -.1481331
> -.0064465
city48 | .0251285 .0107733 2.33 0.02
> 0
> .0039392
> .0463178
city49 | .0967377 .0404814 2.39 0.01
> 7
> .0171179
> .1763576
city50 | .047212 .0160886 2.93 0.00
> 4
> .0155685
> .0788554
city51 | .1003775 .0440709 2.28 0.02
> 3
> .0136978
> .1870571
city52 | .0298434 .0119833 2.49 0.01
> 3
> .0062743
> .0534125
city53 | .0558206 .0253398 2.20 0.02
> 8
> .0059818
> .1056594
city54 | .0522141 .0210871 2.48 0.01
> 4
> .0107395
> .0936888
city55 | -.0057078 .0118713 -0.48 0.63
> 1
> -.0290566
> .017641
city56 | .1018916 .0314376 3.24 0.00
> 1
> .0400593
> .1637239
city57 | -.1662933 .0605161 -2.75 0.00
> 6
> -.2853179
> -.0472687
city58 | .044652 .0166658 2.68 0.00
> 8
> .0118733
> .0774307
city59 | .1694565 .0538571 3.15 0.00
> 2
> .063529
> .275384
city60 | .0401733 .0179518 2.24 0.02
> 6
> .0048653
> .0754814
city61 | -.0493073 .0225275 -2.19 0.02
> 9
> -.0936149
> -.0049997
city62 | .0464022 .0164979 2.81 0.00
> 5
> .0139538
> .0788507
city63 | .0327865 .0154778 2.12 0.03
> 5
> .0023445
> .0632285
city64 | .078138 .0277642 2.81 0.00
> 5
> .0235308
> .1327453
city65 | .0205115 .011103 1.85 0.06
> 6
> -.0013261
> .0423491
city66 | -.000868 .0121715 -0.07 0.94
> 3
> -.0248072
> .0230712
city67 | -.1127368 .0458628 -2.46 0.01
> 4
> -.2029408
> -.0225328
city68 | -.0326727 .0152727 -2.14 0.03
> 3
> -.0627113
> -.002634
city69 | .0136859 .0127487 1.07 0.28
> 4
> -.0113885
> .0387603
city70 | .0805837 .0170558 4.72 0.00
> 0
> .047038
> .1141293
city71 | -.0118899 .0114958 -1.03 0.30
> 2
> -.0345001
> .0107204
city72 | .0432737 .0162627 2.66 0.00
> 8
> .0112879
> .0752595
city73 | .1474028 .042523 3.47 0.00
> 1
> .0637676
> .231038
city74 | .0195072 .0116467 1.67 0.09
> 5
> -.0033997
> .0424142
city75 | .1190492 .0401327 2.97 0.00
> 3
> .0401152
> .1979833
city76 | -.0611067 .0219206 -2.79 0.00
> 6
> -.1042207
> -.0179927
city77 | -.0522287 .025155 -2.08 0.03
> 9
> -.1017041
> -.0027533
city78 | .0256748 .0163678 1.57 0.11
> 8
> -.0065177
> .0578673
city79 | .0149189 .0203026 0.73 0.46
> 3
> -.0250128
> .0548507
city80 | .0002522 .0249099 0.01 0.99
> 2
> -.0487412
> .0492456
city81 | .0881657 .0288442 3.06 0.00
> 2
> .0314343
> .1448972
city82 | .0383349 .0162828 2.35 0.01
> 9
> .0063095
> .0703602
city83 | -.0553031 .0278301 -1.99 0.04
> 8
> -.11004
> -.0005662
city84 | .0449131 .0207768 2.16 0.03
> 1
> .0040489
> .0857774
city85 | .1342517 .0375993 3.57 0.00
> 0
> .0603006
> .2082029
city86 | .0303327 .0129479 2.34 0.02
> 0
> .0048665
> .0557989
city87 | -.0187273 .0141605 -1.32 0.18
> 7
> -.0465784
> .0091239
city88 | .0785876 .0183911 4.27 0.00
> 0
> .0424154
> .1147597
city89 | .026877 .0153161 1.75 0.08
> 0
> -.0032472
> .0570011
city90 | .008813 .0127704 0.69 0.49
> 1
> -.016304
> .0339301
city91 | -.0311063 .0177297 -1.75 0.08
> 0
> -.0659775
> .003765
city92 | .0209301 .0328622 0.64 0.52
> 5
> -.043704
> .0855642
city93 | .0249172 .0167466 1.49 0.13
> 8
> -.0080204
> .0578547
city94 | .0747977 .0297038 2.52 0.01
> 2
> .0163755
> .1332199
city95 | .0187557 .0121294 1.55 0.12
> 3
> -.0051006
> .0426121
city96 | .0890748 .0277151 3.21 0.00
> 1
> .034564
> .1435856
city97 | .1331681 .0447419 2.98 0.00
> 3
> .0451686
> .2211676
city98 | .1295161 .0463073 2.80 0.00
> 5
> .0384379
> .2205944
city99 | .0581819 .0260722 2.23 0.02
> 6
> .0069025
> .1094612
city100 | .0575531 .0184155 3.13 0.00
> 2
> .021333
> .0937731
city101 | .0599599 .0274644 2.18 0.03
> 0
> .0059423
> .1139776
city102 | .0863595 .0301599 2.86 0.00
> 4
> .0270403
> .1456787
city103 | -.0256331 .0163445 -1.57 0.11
> 8
> -.0577798
> .0065137
city104 | .0750393 .0280263 2.68 0.00
> 8
> .0199165
> .1301622
city105 | .140156 .0414295 3.38 0.00
> 1
> .0586716
> .2216405
city106 | .0412404 .0172699 2.39 0.01
> 7
> .0072736
> .0752072
city107 | .0563468 .0223423 2.52 0.01
> 2
> .0124033
> .1002902
city108 | .1009272 .0428279 2.36 0.01
> 9
> .0166923
> .1851621
city109 | .0385961 .0138484 2.79 0.00
> 6
> .0113587
> .0658335
city110 | -.0401882 .0267049 -1.50 0.13
> 3
> -.092712
> .0123357
city111 | .0204638 .01242 1.65 0.10
> 0
> -.0039642
> .0448917
city112 | .1231874 .0341588 3.61 0.00
> 0
> .056003
> .1903718
city113 | .1303223 .0366822 3.55 0.00
> 0
> .0581748
> .2024698
city114 | .1384453 .0447372 3.09 0.00
> 2
> .0504552
> .2264355
city115 | .0886025 .0308031 2.88 0.00
> 4
> .0280182
> .1491869
city116 | .0638001 .0305064 2.09 0.03
> 7
> .0037993
> .1238009
rg1y1 | -.0223342 .1077529 -0.21 0.83
> 6
> -.2342653
> .1895969
rg1y2 | .0281181 .0503492 0.56 0.57
> 7
> -.0709099
> .1271461
rg2y1 | -.0531388 .1133979 -0.47 0.64
> 0
> -.2761725
> .1698948
rg2y2 | .0102715 .0522253 0.20 0.84
> 4
> -.0924465
> .1129895
rg3y1 | -.0454039 .1128321 -0.40 0.68
> 8
> -.2673248
> .176517
rg3y2 | .023636 .0502913 0.47 0.63
> 9
> -.0752782
> .1225502
rg4y1 | -.0451408 .1099932 -0.41 0.68
> 2
> -.261478
> .1711964
rg4y2 | .0253254 .0493068 0.51 0.60
> 8
> -.0716524
> .1223032
rg5y1 | -.0161846 .1038192 -0.16 0.87
> 6
> -.2203786
> .1880094
rg5y2 | .026839 .0494071 0.54 0.58
> 7
> -.0703361
> .124014
rg6y1 | -.0240992 .1107614 -0.22 0.82
> 8
> -.2419474
> .193749
rg6y2 | .0175571 .0520326 0.34 0.73
> 6
> -.0847818
> .119896
rg7y1 | -.0353572 .1043551 -0.34 0.73
> 5
> -.2406054
> .169891
rg7y2 | .0344911 .0474702 0.73 0.46
> 8
> -.0588745
> .1278566
rg8y1 | .0020058 .0951447 0.02 0.98
> 3
> -.1851271
> .1891387
rg8y2 | .0604592 .0429828 1.41 0.16
> 0
> -.0240804
> .1449989
rg9y1 | -.0300025 .1067888 -0.28 0.77
> 9
> -.2400373
> .1800323
rg9y2 | .0231596 .0491075 0.47 0.63
> 8
> -.0734262
> .1197454
age | .0209676 .000729 28.76 0.00
> 0
> .0195338
> .0224014
agesq | -.000265 9.23e-06 -28.73 0.00
> 0
> -.0002832
> -.0002469
married | -.024549 .0011305 -21.72 0.00
> 0
> -.0267725
> -.0223255
black | -.0421274 .0032962 -12.78 0.00
> 0
> -.0486104
> -.0356443
children | -.0774141 .0033789 -22.91 0.00
> 0
> -.0840599
> -.0707684
child5 | -.0137107 .0010795 -12.70 0.00
> 0
> -.0158339
> -.0115875
_cons | -.8329303 .1880675 -4.43 0.00
> 0
> -1.202826
> -.4630347
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
-> ivreg work60 (indep =ins) city1-city116 rg1y1-rg
> 9y2 age agesq married black children child5 if col
> lege==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.6596e+07)
Instrumental variables (2SLS) regression
> Number of obs = 756902
> F(140, 347) = 42.26
> Prob > F = 0.0000
> R-squared = 0.0108
> Root MSE = .17665
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work60 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0470027 .0123707 3.80 0.00
> 0
> .0226717
> .0713337
city1 | .0308451 .0120624 2.56 0.01
> 1
> .0071205
> .0545698
city2 | .0282107 .0116205 2.43 0.01
> 6
> .0053554
> .0510661
city3 | .0171711 .0094578 1.82 0.07
> 0
> -.0014308
> .0357729
city4 | .0322171 .012432 2.59 0.01
> 0
> .0077656
> .0566686
city5 | .0775427 .0223095 3.48 0.00
> 1
> .0336639
> .1214216
city6 | -.0416498 .0171806 -2.42 0.01
> 6
> -.0754411
> -.0078585
city7 | .037697 .0108691 3.47 0.00
> 1
> .0163194
> .0590746
city8 | .0155954 .0079558 1.96 0.05
> 1
> -.0000522
> .0312431
city9 | 0 (omitted)
city10 | -.0385904 .0157755 -2.45 0.01
> 5
> -.069618
> -.0075628
city11 | .0309 .0117157 2.64 0.00
> 9
> .0078571
> .0539428
city12 | .0416795 .013282 3.14 0.00
> 2
> .0155561
> .0678028
city13 | .0756887 .0236312 3.20 0.00
> 1
> .0292103
> .1221671
city14 | .015195 .0093754 1.62 0.10
> 6
> -.0032448
> .0336348
city15 | -.0296852 .0114521 -2.59 0.01
> 0
> -.0522094
> -.0071609
city16 | .0148729 .0090555 1.64 0.10
> 1
> -.0029377
> .0326834
city17 | .0494147 .0168283 2.94 0.00
> 4
> .0163164
> .0825131
city18 | .0378907 .014275 2.65 0.00
> 8
> .0098143
> .0659672
city19 | -.0217412 .010294 -2.11 0.03
> 5
> -.0419877
> -.0014947
city20 | .0291115 .0107853 2.70 0.00
> 7
> .0078988
> .0503242
city21 | -.0868112 .0249265 -3.48 0.00
> 1
> -.1358371
> -.0377852
city22 | .0336241 .0119844 2.81 0.00
> 5
> .0100528
> .0571953
city23 | -.0087263 .0076871 -1.14 0.25
> 7
> -.0238456
> .0063929
city24 | -.0243672 .0094526 -2.58 0.01
> 0
> -.0429587
> -.0057756
city25 | .0414259 .0120125 3.45 0.00
> 1
> .0177995
> .0650524
city26 | -.0022578 .0074982 -0.30 0.76
> 4
> -.0170054
> .0124898
city27 | .0502047 .0147426 3.41 0.00
> 1
> .0212087
> .0792008
city28 | -.0564554 .0211202 -2.67 0.00
> 8
> -.0979951
> -.0149157
city29 | .0594828 .0196597 3.03 0.00
> 3
> .0208155
> .09815
city30 | .0187979 .0088376 2.13 0.03
> 4
> .0014158
> .03618
city31 | -.0279162 .0113297 -2.46 0.01
> 4
> -.0501998
> -.0056326
city32 | .0803992 .024148 3.33 0.00
> 1
> .0329044
> .127894
city33 | -.0565761 .0158183 -3.58 0.00
> 0
> -.087688
> -.0254643
city34 | .0982538 .0287649 3.42 0.00
> 1
> .0416784
> .1548292
city35 | .0052294 .0084263 0.62 0.53
> 5
> -.0113437
> .0218025
city36 | .0690471 .0218519 3.16 0.00
> 2
> .0260682
> .1120259
city37 | .0551795 .0183655 3.00 0.00
> 3
> .0190578
> .0913012
city38 | -.0042238 .0091064 -0.46 0.64
> 3
> -.0221346
> .013687
city39 | .0447237 .0175468 2.55 0.01
> 1
> .0102123
> .0792351
city40 | -.0110068 .0105675 -1.04 0.29
> 8
> -.0317912
> .0097777
city41 | .0220373 .0114715 1.92 0.05
> 6
> -.0005252
> .0445997
city42 | -.0179825 .00966 -1.86 0.06
> 4
> -.0369821
> .0010171
city43 | -.0057743 .0074594 -0.77 0.43
> 9
> -.0204457
> .008897
city44 | .0334554 .0126087 2.65 0.00
> 8
> .0086562
> .0582546
city45 | .0210832 .0110004 1.92 0.05
> 6
> -.0005526
> .042719
city46 | .0394817 .0124871 3.16 0.00
> 2
> .0149217
> .0640416
city47 | -.0661472 .0228448 -2.90 0.00
> 4
> -.1110789
> -.0212155
city48 | -.0062781 .0078394 -0.80 0.42
> 4
> -.0216969
> .0091407
city49 | .0461996 .0205565 2.25 0.02
> 5
> .0057686
> .0866307
city50 | .0093786 .0073499 1.28 0.20
> 3
> -.0050774
> .0238346
city51 | .0744434 .023268 3.20 0.00
> 2
> .0286793
> .1202074
city52 | -.0037923 .0074102 -0.51 0.60
> 9
> -.0183669
> .0107823
city53 | .0169525 .0114076 1.49 0.13
> 8
> -.0054843
> .0393892
city54 | .0213068 .0126919 1.68 0.09
> 4
> -.0036559
> .0462695
city55 | -.0134506 .0100692 -1.34 0.18
> 2
> -.0332549
> .0063537
city56 | .0467719 .014155 3.30 0.00
> 1
> .0189314
> .0746123
city57 | -.1172729 .035407 -3.31 0.00
> 1
> -.1869123
> -.0476335
city58 | .0086914 .0077357 1.12 0.26
> 2
> -.0065233
> .0239062
city59 | .0853927 .025733 3.32 0.00
> 1
> .0347805
> .1360049
city60 | .0110906 .0085455 1.30 0.19
> 5
> -.0057169
> .0278982
city61 | -.0458232 .0163513 -2.80 0.00
> 5
> -.0779834
> -.013663
city62 | .0088596 .0083405 1.06 0.28
> 9
> -.0075446
> .0252639
city63 | -.0001214 .0074315 -0.02 0.98
> 7
> -.0147379
> .0144951
city64 | .0376115 .0124313 3.03 0.00
> 3
> .0131612
> .0620617
city65 | -.0070133 .0076323 -0.92 0.35
> 9
> -.0220247
> .0079982
city66 | -.005717 .008601 -0.66 0.50
> 7
> -.0226338
> .0111997
city67 | -.0860366 .0278257 -3.09 0.00
> 2
> -.1407649
> -.0313082
city68 | -.0258181 .0099157 -2.60 0.01
> 0
> -.0453206
> -.0063156
city69 | -.006413 .0087175 -0.74 0.46
> 2
> -.0235587
> .0107327
city70 | .0079226 .0073458 1.08 0.28
> 2
> -.0065254
> .0223706
city71 | -.0226684 .0095765 -2.37 0.01
> 8
> -.0415037
> -.0038331
city72 | .0128244 .0088885 1.44 0.15
> 0
> -.0046578
> .0303065
city73 | .0661838 .0182384 3.63 0.00
> 0
> .0303122
> .1020555
city74 | -.004906 .0093573 -0.52 0.60
> 0
> -.0233102
> .0134982
city75 | .0609513 .0182146 3.35 0.00
> 1
> .0251265
> .0967762
city76 | -.0507926 .0159505 -3.18 0.00
> 2
> -.0821645
> -.0194207
city77 | -.0534177 .0175965 -3.04 0.00
> 3
> -.0880269
> -.0188086
city78 | .0041225 .0081048 0.51 0.61
> 1
> -.0118181
> .0200632
city79 | -.0031299 .014432 -0.22 0.82
> 8
> -.0315151
> .0252553
city80 | -.0077859 .0146749 -0.53 0.59
> 6
> -.0366488
> .021077
city81 | .0442041 .0136712 3.23 0.00
> 1
> .0173152
> .0710929
city82 | .0059821 .007515 0.80 0.42
> 7
> -.0087986
> .0207629
city83 | -.0444953 .0179655 -2.48 0.01
> 4
> -.0798303
> -.0091603
city84 | .0112293 .0107028 1.05 0.29
> 5
> -.0098213
> .0322798
city85 | .0531105 .0160817 3.30 0.00
> 1
> .0214806
> .0847404
city86 | .0038235 .0071118 0.54 0.59
> 1
> -.0101642
> .0178113
city87 | -.0306824 .010993 -2.79 0.00
> 6
> -.0523037
> -.0090611
city88 | .0296921 .0100365 2.96 0.00
> 3
> .009952
> .0494322
city89 | .0028127 .0080655 0.35 0.72
> 8
> -.0130507
> .0186761
city90 | -.0167471 .0103841 -1.61 0.10
> 8
> -.0371709
> .0036766
city91 | -.0348893 .013809 -2.53 0.01
> 2
> -.0620491
> -.0077295
city92 | -.0141295 .0176996 -0.80 0.42
> 5
> -.0489416
> .0206826
city93 | -.0145893 .009882 -1.48 0.14
> 1
> -.0340255
> .0048469
city94 | .0294699 .0128627 2.29 0.02
> 3
> .0041712
> .0547686
city95 | -.0051751 .0071534 -0.72 0.47
> 0
> -.0192446
> .0088943
city96 | .0441197 .0131119 3.36 0.00
> 1
> .0183309
> .0699086
city97 | .0649506 .0205911 3.15 0.00
> 2
> .0244516
> .1054497
city98 | .068706 .0203536 3.38 0.00
> 1
> .0286741
> .1087379
city99 | .0303296 .0117746 2.58 0.01
> 0
> .007171
> .0534882
city100 | .0258156 .0098833 2.61 0.00
> 9
> .0063769
> .0452543
city101 | .0278657 .0139969 1.99 0.04
> 7
> .0003363
> .0553951
city102 | .0399866 .0117834 3.39 0.00
> 1
> .0168108
> .0631624
city103 | -.0330972 .0128472 -2.58 0.01
> 0
> -.0583654
> -.0078289
city104 | .0328956 .0118892 2.77 0.00
> 6
> .0095116
> .0562796
city105 | .0675283 .0187278 3.61 0.00
> 0
> .030694
> .1043627
city106 | .0138065 .0084695 1.63 0.10
> 4
> -.0028516
> .0304645
city107 | .0259521 .0106482 2.44 0.01
> 5
> .0050091
> .0468952
city108 | .0632881 .0194783 3.25 0.00
> 1
> .0249777
> .1015985
city109 | .0092256 .0099304 0.93 0.35
> 4
> -.0103059
> .028757
city110 | -.0484067 .017657 -2.74 0.00
> 6
> -.0831349
> -.0136784
city111 | .0037093 .008334 0.45 0.65
> 7
> -.0126823
> .0201009
city112 | .0596445 .0151001 3.95 0.00
> 0
> .0299452
> .0893438
city113 | .0554124 .0159819 3.47 0.00
> 1
> .0239788
> .0868461
city114 | .0695809 .020645 3.37 0.00
> 1
> .0289758
> .110186
city115 | .0471714 .0133479 3.53 0.00
> 0
> .0209185
> .0734243
city116 | .0342414 .0133683 2.56 0.01
> 1
> .0079483
> .0605345
rg1y1 | -.052547 .0084532 -6.22 0.00
> 0
> -.0691729
> -.0359211
rg1y2 | -.015033 .0041085 -3.66 0.00
> 0
> -.0231137
> -.0069522
rg2y1 | -.0721801 .0130829 -5.52 0.00
> 0
> -.0979119
> -.0464482
rg2y2 | -.0264105 .003944 -6.70 0.00
> 0
> -.0341675
> -.0186534
rg3y1 | -.0633298 .0118155 -5.36 0.00
> 0
> -.0865687
> -.0400909
rg3y2 | -.0154773 .00188 -8.23 0.00
> 0
> -.0191749
> -.0117797
rg4y1 | -.0598156 .0120644 -4.96 0.00
> 0
> -.0835442
> -.0360871
rg4y2 | -.0101411 .0027381 -3.70 0.00
> 0
> -.0155264
> -.0047559
rg5y1 | -.0437811 .0054021 -8.10 0.00
> 0
> -.0544061
> -.033156
rg5y2 | -.0127016 .0034549 -3.68 0.00
> 0
> -.0194969
> -.0059064
rg6y1 | -.0476188 .0098137 -4.85 0.00
> 0
> -.0669205
> -.028317
rg6y2 | -.0167172 .0042278 -3.95 0.00
> 0
> -.0250325
> -.0084019
rg7y1 | -.0495798 .0067406 -7.36 0.00
> 0
> -.0628374
> -.0363222
rg7y2 | -.0025276 .002137 -1.18 0.23
> 8
> -.0067307
> .0016756
rg8y1 | -.0241519 .0056568 -4.27 0.00
> 0
> -.0352777
> -.013026
rg8y2 | .0152148 .0056117 2.71 0.00
> 7
> .0041776
> .026252
rg9y1 | -.0475485 .0103256 -4.60 0.00
> 0
> -.0678571
> -.02724
rg9y2 | -.0151673 .0041895 -3.62 0.00
> 0
> -.0234073
> -.0069273
age | .0071429 .0003464 20.62 0.00
> 0
> .0064617
> .0078242
agesq | -.0000866 4.22e-06 -20.51 0.00
> 0
> -.0000949
> -.0000783
married | -.0116328 .0006233 -18.66 0.00
> 0
> -.0128587
> -.010407
black | -.0074181 .0014147 -5.24 0.00
> 0
> -.0102006
> -.0046357
children | -.0246473 .0014668 -16.80 0.00
> 0
> -.0275323
> -.0217623
child5 | -.0028891 .0006379 -4.53 0.00
> 0
> -.0041437
> -.0016344
_cons | -.4408769 .0946154 -4.66 0.00
> 0
> -.6269686
> -.2547851
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: city1 city2 city3 city4 city5 city6
city7 city8 city9 city10 city11
city12 city13 city14 city15 city16
city17 city18 city19 city20 city21
city22 city23 city24 city25 city26
city27 city28 city29 city30 city31
city32 city33 city34 city35 city36
city37 city38 city39 city40 city41
city42 city43 city44 city45 city46
city47 city48 city49 city50 city51
city52 city53 city54 city55 city56
city57 city58 city59 city60 city61
city62 city63 city64 city65 city66
city67 city68 city69 city70 city71
city72 city73 city74 city75 city76
city77 city78 city79 city80 city81
city82 city83 city84 city85 city86
city87 city88 city89 city90 city91
city92 city93 city94 city95 city96
city97 city98 city99 city100
city101 city102 city103 city104
city105 city106 city107 city108
city109 city110 city111 city112
city113 city114 city115 city116
rg1y1 rg1y2 rg2y1 rg2y2 rg3y1 rg3y2
rg4y1 rg4y2 rg5y1 rg5y2 rg6y1 rg6y2
rg7y1 rg7y2 rg8y1 rg8y2 rg9y1 rg9y2
age agesq married black children
child5 ins
----------------------------------------------------
-> ivreg work60 (indep =ins) lwagehourgradmorey70y1
> - lfwomencollegeplus70y2 city1-city116 rg1y1-rg9y2
> age agesq married black children child5 if colleg
> e==1 [aweight=perwt], cluster(metaready1)
(sum of wgt is 1.6596e+07)
Instrumental variables (2SLS) regression
> Number of obs = 756902
> F(152, 347) = 55.94
> Prob > F = 0.0000
> R-squared = 0.0117
> Root MSE = .17657
(Std. Err. adjusted for 3
> 48 clusters in metaready1)
----------------------------------------------------
> --------------------------
| Robust
work60 | Coef. Std. Err. t P>|t
> |
> [95% Con
> f. Interval]
-------------+--------------------------------------
> --------------------------
indep | .0305484 .0097345 3.14 0.00
> 2
> .0114023
> .0496945
lwagehourg~1 | -.0177884 .0095478 -1.86 0.06
> 3
> -.0365674
> .0009905
lwagehourg~2 | -.0138334 .0071861 -1.93 0.05
> 5
> -.0279672
> .0003004
fcollegepl~1 | .0274258 .0766312 0.36 0.72
> 1
> -.1232942
> .1781458
fcollegepl~2 | .0357359 .0532347 0.67 0.50
> 2
> -.0689674
> .1404392
agmin70y1 | .3168303 .1179506 2.69 0.00
> 8
> .0848423
> .5488184
agmin70y2 | .0986377 .0429287 2.30 0.02
> 2
> .0142044
> .183071
manufact70y1 | .0045571 .0213131 0.21 0.83
> 1
> -.0373621
> .0464762
manufact70y2 | -.0107485 .0135924 -0.79 0.43
> 0
> -.0374824
> .0159853
hsservices~1 | -.0460638 .0701482 -0.66 0.51
> 2
> -.184033
> .0919054
hsservices~2 | -.0153468 .048231 -0.32 0.75
> 1
> -.1102088
> .0795152
lfwomencol~1 | -.0343915 .029286 -1.17 0.24
> 1
> -.091992
> .0232089
lfwomencol~2 | -.0166085 .0208559 -0.80 0.42
> 6
> -.0576285
> .0244115
city1 | .0299347 .0118247 2.53 0.01
> 2
> .0066776
> .0531918
city2 | .028568 .0106901 2.67 0.00
> 8
> .0075425
> .0495935
city3 | .0227987 .0105268 2.17 0.03
> 1
> .0020944
> .043503
city4 | .0295966 .0115784 2.56 0.01
> 1
> .006824
> .0523692
city5 | .0613821 .0195949 3.13 0.00
> 2
> .0228423
> .0999219
city6 | -.0098915 .0100816 -0.98 0.32
> 7
> -.0297203
> .0099373
city7 | .0389422 .0102772 3.79 0.00
> 0
> .0187288
> .0591557
city8 | .0282515 .0051085 5.53 0.00
> 0
> .018204
> .038299
city9 | 0 (omitted)
city10 | -.0117241 .0083806 -1.40 0.16
> 3
> -.0282072
> .004759
city11 | .0327888 .0119836 2.74 0.00
> 7
> .0092191
> .0563584
city12 | .0394196 .012965 3.04 0.00
> 3
> .0139197
> .0649194
city13 | .0568122 .0209906 2.71 0.00
> 7
> .0155273
> .0980971
city14 | .0198537 .0086074 2.31 0.02
> 2
> .0029244
> .036783
city15 | -.0062979 .0054248 -1.16 0.24
> 6
> -.0169674
> .0043717
city16 | .0184091 .0086545 2.13 0.03
> 4
> .0013872
> .035431
city17 | .038251 .0164731 2.32 0.02
> 1
> .0058512
> .0706507
city18 | .0379115 .0132432 2.86 0.00
> 4
> .0118644
> .0639585
city19 | -.0010777 .0049192 -0.22 0.82
> 7
> -.0107529
> .0085975
city20 | .0323028 .010543 3.06 0.00
> 2
> .0115665
> .0530391
city21 | -.0422028 .0161799 -2.61 0.00
> 9
> -.0740257
> -.0103798
city22 | .0320311 .0114352 2.80 0.00
> 5
> .0095402
> .0545221
city23 | .0070367 .0043914 1.60 0.11
> 0
> -.0016003
> .0156738
city24 | -.0058445 .0041669 -1.40 0.16
> 2
> -.0140402
> .0023511
city25 | .0392265 .0121108 3.24 0.00
> 1
> .0154066
> .0630464
city26 | .0103758 .004792 2.17 0.03
> 1
> .0009508
> .0198009
city27 | .0418426 .0138429 3.02 0.00
> 3
> .0146161
> .0690692
city28 | -.0165111 .0126577 -1.30 0.19
> 3
> -.0414066
> .0083843
city29 | .0444613 .0183039 2.43 0.01
> 6
> .0084608
> .0804617
city30 | .0232314 .0083139 2.79 0.00
> 5
> .0068795
> .0395834
city31 | -.0027597 .0052223 -0.53 0.59
> 8
> -.013031
> .0075115
city32 | .0622129 .0226738 2.74 0.00
> 6
> .0176174
> .1068084
city33 | -.0252493 .0085204 -2.96 0.00
> 3
> -.0420073
> -.0084912
city34 | .0614552 .0246419 2.49 0.01
> 3
> .012989
> .1099215
city35 | .0184281 .0056373 3.27 0.00
> 1
> .0073406
> .0295156
city36 | .0503875 .0195903 2.57 0.01
> 1
> .0118568
> .0889182
city37 | .0515943 .016401 3.15 0.00
> 2
> .0193363
> .0838522
city38 | .0150823 .004677 3.22 0.00
> 1
> .0058835
> .0242811
city39 | .0376103 .0152634 2.46 0.01
> 4
> .0075898
> .0676308
city40 | .0005664 .0041743 0.14 0.89
> 2
> -.0076437
> .0087765
city41 | .0233368 .0098658 2.37 0.01
> 9
> .0039324
> .0427412
city42 | .0006863 .0046196 0.15 0.88
> 2
> -.0083997
> .0097723
city43 | .0075812 .0051484 1.47 0.14
> 2
> -.0025448
> .0177071
city44 | .0333751 .0113634 2.94 0.00
> 4
> .0110253
> .0557249
city45 | .0228608 .0104823 2.18 0.03
> 0
> .0022439
> .0434777
city46 | .0418469 .0104693 4.00 0.00
> 0
> .0212557
> .0624382
city47 | -.0269667 .0145736 -1.85 0.06
> 5
> -.0556304
> .001697
city48 | .0071704 .0046274 1.55 0.12
> 2
> -.0019309
> .0162718
city49 | .0366332 .01745 2.10 0.03
> 7
> .0023121
> .0709542
city50 | .022555 .0061326 3.68 0.00
> 0
> .0104931
> .0346168
city51 | .0524234 .019631 2.67 0.00
> 8
> .0138128
> .0910341
city52 | .0092388 .0044541 2.07 0.03
> 9
> .0004784
> .0179992
city53 | .0187241 .0108914 1.72 0.08
> 6
> -.0026973
> .0401455
city54 | .0178078 .0091072 1.96 0.05
> 1
> -.0001044
> .03572
city55 | .0067456 .0044662 1.51 0.13
> 2
> -.0020386
> .0155298
city56 | .0447771 .0131548 3.40 0.00
> 1
> .018904
> .0706502
city57 | -.0561451 .0244958 -2.29 0.02
> 3
> -.104324
> -.0079661
city58 | .0188041 .0066627 2.82 0.00
> 5
> .0056997
> .0319085
city59 | .0635845 .0222942 2.85 0.00
> 5
> .0197357
> .1074333
city60 | .0168272 .0081941 2.05 0.04
> 1
> .0007109
> .0329435
city61 | -.0141246 .0088449 -1.60 0.11
> 1
> -.0315209
> .0032718
city62 | .0180423 .0071248 2.53 0.01
> 2
> .0040291
> .0320555
city63 | .011359 .0057144 1.99 0.04
> 8
> .0001198
> .0225982
city64 | .0361771 .0115342 3.14 0.00
> 2
> .0134914
> .0588628
city65 | .0087135 .0045209 1.93 0.05
> 5
> -.0001784
> .0176054
city66 | .0102508 .0044849 2.29 0.02
> 3
> .0014299
> .0190717
city67 | -.0361758 .0186286 -1.94 0.05
> 3
> -.072815
> .0004635
city68 | -.0063805 .0051712 -1.23 0.21
> 8
> -.0165513
> .0037904
city69 | .0066073 .0061132 1.08 0.28
> 1
> -.0054163
> .0186309
city70 | .0209025 .0053544 3.90 0.00
> 0
> .0103714
> .0314337
city71 | -.0022627 .0043608 -0.52 0.60
> 4
> -.0108396
> .0063141
city72 | .0213727 .0073115 2.92 0.00
> 4
> .0069923
> .0357532
city73 | .0551943 .017418 3.17 0.00
> 2
> .0209361
> .0894524
city74 | .012512 .005007 2.50 0.01
> 3
> .0026641
> .0223599
city75 | .0470718 .0171662 2.74 0.00
> 6
> .0133088
> .0808347
city76 | -.0199432 .0087217 -2.29 0.02
> 3
> -.0370972
> -.0027892
city77 | -.0220338 .0101569 -2.17 0.03
> 1
> -.0420107
> -.0020569
city78 | .0134115 .0065622 2.04 0.04
> 2
> .0005049
> .0263181
city79 | .0108378 .0109761 0.99 0.32
> 4
> -.0107502
> .0324257
city80 | .0045838 .0106605 0.43 0.66
> 7
> -.0163835
> .0255512
city81 | .0400629 .0120846 3.32 0.00
> 1
> .0162946
> .0638312
city82 | .0171468 .0061269 2.80 0.00
> 5
> .0050963
> .0291973
city83 | -.0129664 .0105672 -1.23 0.22
> 1
> -.0337502
> .0078174
city84 | .0157359 .0085641 1.84 0.06
> 7
> -.0011082
> .03258
city85 | .0490642 .015594 3.15 0.00
> 2
> .0183934
> .0797349
city86 | .015928 .0051017 3.12 0.00
> 2
> .0058939
> .0259621
city87 | -.0071972 .0049553 -1.45 0.14
> 7
> -.0169435
> .002549
city88 | .0266033 .0075111 3.54 0.00
> 0
> .0118304
> .0413763
city89 | .0135662 .0062697 2.16 0.03
> 1
> .0012348
> .0258977
city90 | .0056377 .0050906 1.11 0.26
> 9
> -.0043746
> .01565
city91 | -.0084591 .0077914 -1.09 0.27
> 8
> -.0237834
> .0068652
city92 | .0092481 .0112484 0.82 0.41
> 2
> -.0128755
> .0313717
city93 | .0064161 .0057592 1.11 0.26
> 6
> -.0049112
> .0177434
city94 | .0315683 .010947 2.88 0.00
> 4
> .0100375
> .0530991
city95 | .0106601 .0044732 2.38 0.01
> 8
> .0018621
> .0194582
city96 | .0389324 .0119169 3.27 0.00
> 1
> .015494
> .0623709
city97 | .0508616 .0196971 2.58 0.01
> 0
> .0121209
> .0896023
city98 | .0579835 .0193372 3.00 0.00
> 3
> .0199506
> .0960163
city99 | .0294088 .0110491 2.66 0.00
> 8
> .0076771
> .0511404
city100 | .0268643 .0073871 3.64 0.00
> 0
> .0123352
> .0413933
city101 | .028317 .0116034 2.44 0.01
> 5
> .0054952
> .0511389
city102 | .0411456 .0114092 3.61 0.00
> 0
> .0187056
> .0635855
city103 | -.0085001 .0063284 -1.34 0.18
> 0
> -.0209469
> .0039468
city104 | .0315036 .0116205 2.71 0.00
> 7
> .0086481
> .0543591
city105 | .0580826 .0173379 3.35 0.00
> 1
> .023982
> .0921832
city106 | .0201935 .0066265 3.05 0.00
> 2
> .0071604
> .0332267
city107 | .0264243 .0098972 2.67 0.00
> 8
> .0069583
> .0458903
city108 | .0502151 .0166179 3.02 0.00
> 3
> .0175306
> .0828996
city109 | .0184371 .0076249 2.42 0.01
> 6
> .0034403
> .0334339
city110 | -.0142616 .0106007 -1.35 0.17
> 9
> -.0351112
> .006588
city111 | .0117169 .0051089 2.29 0.02
> 2
> .0016687
> .0217651
city112 | .0506888 .0143175 3.54 0.00
> 0
> .0225288
> .0788487
city113 | .052236 .0155663 3.36 0.00
> 1
> .0216197
> .0828522
city114 | .0579568 .0193494 3.00 0.00
> 3
> .0198999
> .0960138
city115 | .0416038 .0123103 3.38 0.00
> 1
> .0173917
> .0658159
city116 | .0303611 .0125578 2.42 0.01
> 6
> .005662
> .0550601
rg1y1 | .0252584 .041227 0.61 0.54
> 0
> -.0558279
> .1063448
rg1y2 | .0296729 .0225738 1.31 0.19
> 0
> -.0147258
> .0740716
rg2y1 | .0114353 .0431716 0.26 0.79
> 1
> -.0734758
> .0963463
rg2y2 | .0230219 .0229308 1.00 0.31
> 6
> -.022079
> .0681227
rg3y1 | .0165596 .0430168 0.38 0.70
> 1
> -.0680468
> .101166
rg3y2 | .0306759 .0222667 1.38 0.16
> 9
> -.0131187
> .0744706
rg4y1 | .0192176 .0424705 0.45 0.65
> 1
> -.0643144
> .1027495
rg4y2 | .0338931 .0219546 1.54 0.12
> 4
> -.0092878
> .0770739
rg5y1 | .0267931 .0394096 0.68 0.49
> 7
> -.0507187
> .1043049
rg5y2 | .0297702 .0218421 1.36 0.17
> 4
> -.0131894
> .0727298
rg6y1 | .0288397 .0422002 0.68 0.49
> 5
> -.0541606
> .1118399
rg6y2 | .0307783 .0231532 1.33 0.18
> 5
> -.01476
> .0763167
rg7y1 | .0171511 .0397987 0.43 0.66
> 7
> -.061126
> .0954281
rg7y2 | .036629 .0213195 1.72 0.08
> 7
> -.0053027
> .0785606
rg8y1 | .0347481 .0362564 0.96 0.33
> 9
> -.0365618
> .106058
rg8y2 | .0471601 .0200823 2.35 0.01
> 9
> .0076619
> .0866584
rg9y1 | .0195904 .0411701 0.48 0.63
> 4
> -.0613839
> .1005648
rg9y2 | .0259193 .0221883 1.17 0.24
> 4
> -.0177213
> .0695598
age | .007149 .0003465 20.63 0.00
> 0
> .0064675
> .0078304
agesq | -.0000867 4.22e-06 -20.52 0.00
> 0
> -.000095
> -.0000784
married | -.0115849 .000622 -18.63 0.00
> 0
> -.0128083
> -.0103616
black | -.0074488 .0014112 -5.28 0.00
> 0
> -.0102243
> -.0046732
children | -.0246268 .0014671 -16.79 0.00
> 0
> -.0275123
> -.0217412
child5 | -.0029101 .0006371 -4.57 0.00
> 0
> -.004163
> -.0016571
_cons | -.3274258 .0774912 -4.23 0.00
> 0
> -.4798374
> -.1750141
----------------------------------------------------
> --------------------------
Instrumented: indep
Instruments: lwagehourgradmorey70y1
lwagehourgradmorey70y2
fcollegeplus70y1 fcollegeplus70y2
agmin70y1 agmin70y2 manufact70y1
manufact70y2 hsservices70y1
hsservices70y2
lfwomencollegeplus70y1
lfwomencollegeplus70y2 city1 city2
city3 city4 city5 city6 city7 city8
city9 city10 city11 city12 city13
city14 city15 city16 city17 city18
city19 city20 city21 city22 city23
city24 city25 city26 city27 city28
city29 city30 city31 city32 city33
city34 city35 city36 city37 city38
city39 city40 city41 city42 city43
city44 city45 city46 city47 city48
city49 city50 city51 city52 city53
city54 city55 city56 city57 city58
city59 city60 city61 city62 city63
city64 city65 city66 city67 city68
city69 city70 city71 city72 city73
city74 city75 city76 city77 city78
city79 city80 city81 city82 city83
city84 city85 city86 city87 city88
city89 city90 city91 city92 city93
city94 city95 city96 city97 city98
city99 city100 city101 city102
city103 city104 city105 city106
city107 city108 city109 city110
city111 city112 city113 city114
city115 city116 rg1y1 rg1y2 rg2y1
rg2y2 rg3y1 rg3y2 rg4y1 rg4y2 rg5y1
rg5y2 rg6y1 rg6y2 rg7y1 rg7y2 rg8y1
rg8y2 rg9y1 rg9y2 age agesq married
black children child5 ins
----------------------------------------------------
. log close;
name: <unnamed>
log: C:\Users\laure\Desktop\table7_panelD.sm
> cl
log type: smcl
closed on: 30 Mar 2022, 18:25:55
----------------------------------------------------