Örnek3.1 Kolej Gpa’sının Belirleyicileri

library(wooldridge)
data(gpa1)
library(rmarkdown)
paged_table(gpa1)
coklureg <- lm(colGPA~ hsGPA+ACT,data = gpa1)
summary(coklureg)
## 
## Call:
## lm(formula = colGPA ~ hsGPA + ACT, data = gpa1)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.85442 -0.24666 -0.02614  0.28127  0.85357 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) 1.286328   0.340822   3.774 0.000238 ***
## hsGPA       0.453456   0.095813   4.733 5.42e-06 ***
## ACT         0.009426   0.010777   0.875 0.383297    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.3403 on 138 degrees of freedom
## Multiple R-squared:  0.1764, Adjusted R-squared:  0.1645 
## F-statistic: 14.78 on 2 and 138 DF,  p-value: 1.526e-06
basitreg <- lm(colGPA~ACT,data = gpa1)
summary(basitreg)
## 
## Call:
## lm(formula = colGPA ~ ACT, data = gpa1)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.85251 -0.25251 -0.04426  0.26400  0.89336 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept)  2.40298    0.26420   9.095  8.8e-16 ***
## ACT          0.02706    0.01086   2.491   0.0139 *  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.3656 on 139 degrees of freedom
## Multiple R-squared:  0.04275,    Adjusted R-squared:  0.03586 
## F-statistic: 6.207 on 1 and 139 DF,  p-value: 0.0139
plot(gpa1$ACT,gpa1$colGPA)
abline(basitreg)

##install.packages("stargazer")
library(stargazer)
## 
## Please cite as:
##  Hlavac, Marek (2022). stargazer: Well-Formatted Regression and Summary Statistics Tables.
##  R package version 5.2.3. https://CRAN.R-project.org/package=stargazer
stargazer(list(coklureg,basitreg),type = "text")
## 
## =================================================================
##                                  Dependent variable:             
##                     ---------------------------------------------
##                                        colGPA                    
##                               (1)                    (2)         
## -----------------------------------------------------------------
## hsGPA                      0.453***                              
##                             (0.096)                              
##                                                                  
## ACT                          0.009                 0.027**       
##                             (0.011)                (0.011)       
##                                                                  
## Constant                   1.286***               2.403***       
##                             (0.341)                (0.264)       
##                                                                  
## -----------------------------------------------------------------
## Observations                  141                    141         
## R2                           0.176                  0.043        
## Adjusted R2                  0.164                  0.036        
## Residual Std. Error    0.340 (df = 138)       0.366 (df = 139)   
## F Statistic         14.781*** (df = 2; 138) 6.207** (df = 1; 139)
## =================================================================
## Note:                                 *p<0.1; **p<0.05; ***p<0.01
sapmareg<-lm(hsGPA~ACT,data = gpa1)
stargazer(list(sapmareg),type = "text")
## 
## ===============================================
##                         Dependent variable:    
##                     ---------------------------
##                                hsGPA           
## -----------------------------------------------
## ACT                          0.039***          
##                               (0.009)          
##                                                
## Constant                     2.463***          
##                               (0.218)          
##                                                
## -----------------------------------------------
## Observations                    141            
## R2                             0.120           
## Adjusted R2                    0.113           
## Residual Std. Error      0.301 (df = 139)      
## F Statistic           18.879*** (df = 1; 139)  
## ===============================================
## Note:               *p<0.1; **p<0.05; ***p<0.01