require(AER)
## Loading required package: AER
## Warning: package 'AER' was built under R version 3.6.3
## Loading required package: car
## Warning: package 'car' was built under R version 3.6.3
## Loading required package: carData
## Warning: package 'carData' was built under R version 3.6.1
## Loading required package: lmtest
## Warning: package 'lmtest' was built under R version 3.6.3
## Loading required package: zoo
## Warning: package 'zoo' was built under R version 3.6.3
##
## Attaching package: 'zoo'
## The following objects are masked from 'package:base':
##
## as.Date, as.Date.numeric
## Loading required package: sandwich
## Warning: package 'sandwich' was built under R version 3.6.3
## Loading required package: survival
require(wooldridge)
## Loading required package: wooldridge
## Warning: package 'wooldridge' was built under R version 3.6.3
require(npsf)
## Loading required package: npsf
## Warning: package 'npsf' was built under R version 3.6.3
## Loading required package: Formula
## Loading required package: randtoolbox
## Warning: package 'randtoolbox' was built under R version 3.6.2
## Loading required package: rngWELL
## Warning: package 'rngWELL' was built under R version 3.6.2
## This is randtoolbox. For an overview, type 'help("randtoolbox")'.
## Loading required package: sfsmisc
## Warning: package 'sfsmisc' was built under R version 3.6.3
data(mroz)
names(mroz)
## [1] "inlf" "hours" "kidslt6" "kidsge6" "age" "educ"
## [7] "wage" "repwage" "hushrs" "husage" "huseduc" "huswage"
## [13] "faminc" "mtr" "motheduc" "fatheduc" "unem" "city"
## [19] "exper" "nwifeinc"
fm.tobit <- tobit(hours~nwifeinc+educ+exper+I(exper^2)+age+kidslt6+kidsge6,
data = mroz)
summary(fm.tobit)
##
## Call:
## tobit(formula = hours ~ nwifeinc + educ + exper + I(exper^2) +
## age + kidslt6 + kidsge6, data = mroz)
##
## Observations:
## Total Left-censored Uncensored Right-censored
## 753 325 428 0
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 965.30528 446.43614 2.162 0.030599 *
## nwifeinc -8.81424 4.45910 -1.977 0.048077 *
## educ 80.64561 21.58324 3.736 0.000187 ***
## exper 131.56430 17.27939 7.614 2.66e-14 ***
## I(exper^2) -1.86416 0.53766 -3.467 0.000526 ***
## age -54.40501 7.41850 -7.334 2.24e-13 ***
## kidslt6 -894.02174 111.87804 -7.991 1.34e-15 ***
## kidsge6 -16.21800 38.64139 -0.420 0.674701
## Log(scale) 7.02289 0.03706 189.514 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Scale: 1122
##
## Gaussian distribution
## Number of Newton-Raphson Iterations: 4
## Log-likelihood: -3819 on 9 Df
## Wald-statistic: 253.9 on 7 Df, p-value: < 2.22e-16