Yasemin Hayırlı- Ödev Teslimi

2020-fall/analysis/YH-ödev1.R

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+library(haven)
+library(dplyr)
+library(tidyverse)
+library(ggplot2)
+
+setwd("C:/Users/Bilgisayar/Documents/YH-�dev1/2020-fall/analysis")
+
+data <- read_dta("~/YH-�dev1/2020-fall/data/raw/NEW7080.dta") %>% rename(EDUC = v4,  QOB = v18, YOB= v27  , CENSUS = v16 )
+
+deg<- c("QOB", "EDUC", "YOB", "CENSUS")
+data80 <- subset(data, CENSUS==80 & YOB<40, select = c(deg)) %>%  unite(YEARQ, c(YOB, QOB), sep = "/q", remove = FALSE) %>%
+  group_by(YEARQ, QOB) %>% summarise(EDUCMEAN= mean(EDUC)) %>% mutate(a= format(YEARQ, format = "%y/0%q"))
+
+ggplot(data80, aes(x = a, y = EDUCMEAN, group= 1, size=1.2))  + geom_point(aes(shape = factor(QOB), size=1.5)) + geom_line() +
+  labs(title = "1930- 1939 D�neminde Do�anlar ��in Do�um �eyreklerine G�re Ortalama E�itim S�resi", 
+       x="1930-1939", y="Ortalama E�itim S�resi") + theme_light()+ 
+  theme_light() + scale_size(guide = 'none') + 
+  theme(axis.text.x = element_text(face = "bold", color="black", size = 9, angle = 90))+
+  theme(axis.text.y = element_text(face = "bold", color="black", size = 9, angle = 0)) +
+  scale_shape(labels = c("1.Do�um �eyre�i", "2.Do�um �eyre�i", "3.Do�um �eyre�i", "4. Do�um �eyre�i"), name = "Do�um �eyrekleri") +
+  theme(legend.title = element_text(face="bold")) + theme(legend.position = "bottom")

2020-fall/analysis/YH-ödev1.do

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+/*Angrist and Krueger (1991)*/
+
+use "C:\Users\Bilgisayar\Documents\YH-ödev1\2020-fall\data\raw\NEW7080.dta" /* Transfer the data */
+
+rename (v1 v2 v4 v5 v6 v9 v10 v11 v12 v13 v16 v18 v19 v20 v21 v24 v25 v27) ///
+(AGE AGEQ EDUC ENOCENT ESOCENT LWKLYWGE MARRIED MIDATL MT NEWENG CENSUS QOB RACE SMSA SOATL WNOCENT WSOCENT YOB)
+
+/*a*/
+/* Creating quarter of birth dummy variables in OLS Model by depending on dummy variable [n-1] rule  */
+reg EDUC b4.QOB if CENSUS==80 & YOB >= 30 & YOB <= 39 /* Estimating the effect of quarter of birth on education and create n-1 dummy variable */
+eststo model1 
+esttab model1, se
+
+/* Creating quarter of birth dummy variables manuel by depending on dummy variable [n-1] rule  */
+gen dum = (QOB==1)  /* Generating binary dummy variable for born in the first quarter of year */
+gen dum1 = (QOB==2) /* Generating binary dummy variable for born in the second quarter of year */
+gen dum2 = (QOB==3) /* Generating binary dummy variable for born in the third quarter of year */
+
+/* 1920-1929 [CENSUS 1970] */
+
+estpost ttest  LWKLYWGE, by(dum), if CENSUS==70 & YOB >= 1920 & YOB <= 1929 /* Checking statistical reliability of differantiate in means */
+esttab ., se 
+
+estpost ttest  EDUC, by(dum), if CENSUS==70 & YOB >= 1920 & YOB <= 1929/* Checking statistical reliability of differantiate in means */ 
+esttab .,se
+
+/* Wald Estimate With 2LSL Model */ 
+ivregress 2sls LWKLYWGE (EDUC= i.dum) if CENSUS==70 & YOB >= 1920 & YOB <= 1929
+eststo model2
+esttab model2, se
+
+/* Wald Estimate Manuel (Not including standard errors) */ 
+reg LWKLYWGE i.dum if CENSUS==70 & YOB >= 1920 & YOB <= 1929
+mat list e(b)
+scalar b_w1 = e(b)[1,2]
+di "Log_W_Wage: ", b_w
+reg EDUC i.dum if CENSUS==70 & YOB >= 1920 & YOB <= 1929 
+mat list e(b)
+scalar b_e1 = e(b)[1,2]
+di "Education: ", b_e
+generate p1 = b_w/b_e
+display p1 /* Show the wald estimate */
+
+reg LWKLYWGE EDUC if CENSUS==70 & YOB >= 1920 & YOB <= 1929 /* OLS Regression for the effect of education on weekly wage */
+eststo model3
+esttab model3, se
+
+
+/* 1930-1939 [CENSUS 1980] */
+
+estpost ttest  LWKLYWGE, by(dum), if CENSUS==80 & YOB >= 30 & YOB <= 39 /* Checking statistical reliability of differantiate in means */
+esttab ., se  
+
+estpost ttest  EDUC, by(dum), if CENSUS==80 & YOB >= 30 & YOB <= 39/* Checking statistical reliability of differantiate in means */ 
+esttab ., se 
+
+/* Wald Estimate With 2LSL Model */ 
+ivregress 2sls LWKLYWGE (EDUC= dum) if CENSUS==80 & YOB >= 30 & YOB <= 39
+eststo model4
+esttab model4, se
+
+/* Wald Estimate Manuel (Not including standard errors) */
+
+reg LWKLYWGE dum if CENSUS==80 & YOB >= 30 & YOB <= 39
+mat list e(b)
+scalar b_w2 = e(b)[1,2]
+di "Log_W_Wage: ", b_w
+reg EDUC i.dum if CENSUS==80 & YOB >= 30 & YOB <= 39 
+mat list e(b)
+scalar b_e2 = e(b)[1,2]
+di "Education: ", b_e
+generate p2 = b_w/b_e
+display p2 /* Show the wald estimate */
+
+reg LWKLYWGE EDUC if CENSUS==80 & YOB >= 30 & YOB <= 39 /* OLS Regression for the effect of education on weekly wage */
+eststo model5
+esttab model5, se
+
+/* ******************************** */
+
+
+/*b*/
+
+
+/* 1920-1929 [CENSUS 1970] */
+
+/* TSL Estimate With Coding (No Control Variables) */
+
+ivregress 2sls LWKLYWGE (EDUC= dum) if CENSUS==70 & YOB >= 1920 & YOB <= 1929
+eststo model6
+esttab model6, se
+
+/* OLS Regression (No Control Variables)*/
+
+reg LWKLYWGE EDUC if CENSUS==70 & YOB >= 1920 & YOB <= 1929
+eststo model7,
+esttab model7, se
+
+/* TSL Estimate With Coding (Including Control Variables) */
+
+/* All Control Variables Except YOB*/
+
+ivregress 2sls LWKLYWGE RACE ENOCENT ESOCENT MIDATL MT NEWENG SOATL WNOCENT WSOCENT AGE /// 
+ (EDUC= dum) if CENSUS==70 & YOB >= 1920 & YOB <= 1929
+eststo model8
+esttab model8, se 
+
+/* With 9 YOB Dummies and Regions */
+
+ivregress 2sls LWKLYWGE i.YOB ENOCENT ESOCENT MIDATL MT NEWENG SOATL WNOCENT WSOCENT ///
+(EDUC= dum) 
+ if CENSUS==70 & YOB >= 1920 & YOB <= 1929
+eststo model9
+esttab model9, se 
+
+
+/* OLS Regression */
+
+/*All Control Variables*/
+reg LWKLYWGE EDUC RACE i.YOB ENOCENT ESOCENT MIDATL MT NEWENG SOATL WNOCENT WSOCENT AGE ///
+ if CENSUS==70 & YOB >= 1920 & YOB <= 1929
+eststo model10
+esttab model10, se
+
+/* With 9 YOB Dummies and Regions */
+
+reg LWKLYWGE EDUC i.YOB ENOCENT ESOCENT MIDATL MT NEWENG SOATL WNOCENT WSOCENT ///
+ if CENSUS==70 & YOB >= 1920 & YOB <= 1929
+eststo model11a
+esttab model11a, se
+
+/* *************************************************************************************************************** */
+
+/* 1930-1939 [CENSUS 1980] */
+
+/* TSL Estimate With Coding (No Control Variables) */
+
+ivregress 2sls LWKLYWGE (EDUC= dum) if CENSUS==80 & YOB >= 30 & YOB <= 39
+eststo model12
+esttab model12, se
+
+/* OLS Regression (No Control Variables)*/
+
+reg LWKLYWGE EDUC if CENSUS==80 & YOB >= 30 & YOB <= 39 
+eststo model13,
+esttab model14, se 
+
+/* TSL Estimate With Coding (Including Control Variables) */
+
+/* All Control Variables Except YOB*/
+
+ivregress 2sls LWKLYWGE RACE ENOCENT ESOCENT MIDATL MT NEWENG SOATL WNOCENT WSOCENT AGE /// 
+ (EDUC= dum) if CENSUS==80 & YOB >= 30 & YOB <= 39
+eststo model15
+esttab model15, se 
+
+/* With 9 YOB Dummies and Regions */
+
+ivregress 2sls LWKLYWGE i.YOB ENOCENT ESOCENT MIDATL MT NEWENG SOATL WNOCENT WSOCENT (EDUC= dum) ///
+ if CENSUS==80 & YOB >= 30 & YOB <= 39
+eststo model16
+esttab model16, se 
+
+/* OLS Regression */
+
+/*All Control Variables*/
+reg LWKLYWGE EDUC RACE i.YOB ENOCENT ESOCENT MIDATL MT NEWENG SOATL WNOCENT WSOCENT AGE ///
+ if CENSUS==80 & YOB >= 30 & YOB <= 39
+eststo model17
+esttab model17, se
+
+/* With 9 YOB Dummies and Regions */
+
+reg LWKLYWGE EDUC i.YOB ENOCENT ESOCENT MIDATL MT NEWENG SOATL WNOCENT WSOCENT ///
+ if CENSUS==80 & YOB >= 30 & YOB <= 39
+eststo model18a
+esttab model18a, se
+
+
+/* *************************************************************************************************************** */
+
+/* Weakly Instrumental Problem Control */
+
+reg EDUC dum if CENSUS==70 & YOB >= 1920 & YOB <= 1929
+eststo model19
+esttab model19, se
+
+reg EDUC dum RACE i.YOB ENOCENT ESOCENT MIDATL MT NEWENG SOATL WNOCENT WSOCENT AGE if CENSUS==70 & YOB >= 1920 & YOB <= 1929
+eststo model20
+esttab model20, se
+
+reg EDUC dum if CENSUS==80 & YOB >= 30 & YOB <= 39
+eststo model21
+esttab model21, se
+
+reg EDUC dum RACE i.YOB ENOCENT ESOCENT MIDATL MT NEWENG SOATL WNOCENT WSOCENT AGE if CENSUS==80 & YOB >= 30 & YOB <= 39
+eststo model22
+esttab model22, se
+
+/* Graph (Not Completed)"Not Drawn Line"*/
+
+gen q = "q"
+gen m = 19
+
+egen concatenate QOB2 = concat(q QOB)
+egen concatenate YEAR2 = concat(m YOB)
+egen concatenate DATE2 = concat(YEAR2 QOB2)
+
+gen YEARQ = quarterly(DATE2, "YQ")
+format YEARQ %tq
+
+egen EDUCMEAN1 = mean(EDUC), by(QOB YEARQ), if CENSUS==80 & YOB >= 30 & YOB <= 39
+
+separate EDUCMEAN, by(QOB) veryshortlabel
+twoway (scatter EDUCMEAN? YEARQ,  mlabel(QOB)) if YOB >= 30 & YOB <= 39
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2020-fall/report/YH-ödev1.fdb_latexmk

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