REPRO-Bench / 35 /replication_package /dofiles /08_MainTables.do
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***********************************************************************************
// Replication Files
**********************************************************************************
/*
HOW DO BELIEFS ABOUT THE GENDER WAGE GAP AFFECT THE DEMAND FOR PUBLIC POLICY?
Sonja Settele
AEJ:pol
*/
**********************************************************************************
***********************************************************************************
**** Generate Tables 2-8 in main paper
**********************************************************************************
***********************************************************************************
// Table 2: Correlates of prior beliefs about gender differences in wages
***********************************************************************************
clear all
set more off
use "$path\data\SurveyStageI_AB_final.dta", clear
* Keep only incentivized priors
keep if prior1==1
loc experiments "1 2 3 4 5 6 7 8"
preserve
clear all
eststo clear
estimates drop _all
set obs 10
qui gen x = 1
qui gen y = 1
loc columns = 0
foreach choice in `experiments' {
loc ++columns
qui eststo col`columns': reg x y
}
restore
/* Statistics */
loc colnum = 1
loc colnames ""
gen cons=1
reg prior gender [pweight=pweight], vce(r)
sigstar gender, prec(1)
estadd loc thisstat2 = "`r(bstar)'": col`colnum'
estadd loc thisstat3 = "`r(sestar)'": col`colnum'
sigstar _cons, prec(1)
estadd loc thisstat29 = "`r(bstar)'": col`colnum'
estadd loc thisstat30 = "`r(sestar)'": col`colnum'
qui sum prior
estadd loc thisstat32 = r(N): col`colnum'
loc ++colnum
reg prior democrat indep otherpol [pweight=pweight], vce(r)
sigstar democrat, prec(1)
estadd loc thisstat5 = "`r(bstar)'": col`colnum'
estadd loc thisstat6 = "`r(sestar)'": col`colnum'
sigstar indep, prec(1)
estadd loc thisstat8 = "`r(bstar)'": col`colnum'
estadd loc thisstat9 = "`r(sestar)'": col`colnum'
sigstar _cons, prec(1)
estadd loc thisstat29 = "`r(bstar)'": col`colnum'
estadd loc thisstat30 = "`r(sestar)'": col`colnum'
qui sum prior
estadd loc thisstat32 = r(N): col`colnum'
loc ++colnum
reg prior gender democrat indep otherpol [pweight=pweight], vce(r)
sigstar gender, prec(1)
estadd loc thisstat2 = "`r(bstar)'": col`colnum'
estadd loc thisstat3 = "`r(sestar)'": col`colnum'
sigstar democrat, prec(1)
estadd loc thisstat5 = "`r(bstar)'": col`colnum'
estadd loc thisstat6 = "`r(sestar)'": col`colnum'
sigstar indep, prec(1)
estadd loc thisstat8 = "`r(bstar)'": col`colnum'
estadd loc thisstat9 = "`r(sestar)'": col`colnum'
sigstar _cons, prec(1)
estadd loc thisstat29 = "`r(bstar)'": col`colnum'
estadd loc thisstat30 = "`r(sestar)'": col`colnum'
qui sum prior
estadd loc thisstat32 = r(N): col`colnum'
loc ++colnum
reg prior gender democrat indep otherpol femdem femindep femotherpol [pweight=pweight], vce(r)
sigstar gender, prec(1)
estadd loc thisstat2 = "`r(bstar)'": col`colnum'
estadd loc thisstat3 = "`r(sestar)'": col`colnum'
sigstar democrat, prec(1)
estadd loc thisstat5 = "`r(bstar)'": col`colnum'
estadd loc thisstat6 = "`r(sestar)'": col`colnum'
sigstar indep, prec(1)
estadd loc thisstat8 = "`r(bstar)'": col`colnum'
estadd loc thisstat9 = "`r(sestar)'": col`colnum'
sigstar femdem, prec(1)
estadd loc thisstat11 = "`r(bstar)'": col`colnum'
estadd loc thisstat12 = "`r(sestar)'": col`colnum'
sigstar femindep, prec(1)
estadd loc thisstat14 = "`r(bstar)'": col`colnum'
estadd loc thisstat15 = "`r(sestar)'": col`colnum'
sigstar _cons, prec(1)
estadd loc thisstat29 = "`r(bstar)'": col`colnum'
estadd loc thisstat30 = "`r(sestar)'": col`colnum'
qui sum prior
estadd loc thisstat32 = r(N): col`colnum'
loc ++colnum
qui reg prior gender democrat indep otherpol employee [pweight=pweight], vce(r)
sigstar gender, prec(1)
estadd loc thisstat2 = "`r(bstar)'": col`colnum'
estadd loc thisstat3 = "`r(sestar)'": col`colnum'
sigstar democrat, prec(1)
estadd loc thisstat5 = "`r(bstar)'": col`colnum'
estadd loc thisstat6 = "`r(sestar)'": col`colnum'
sigstar indep, prec(1)
estadd loc thisstat8 = "`r(bstar)'": col`colnum'
estadd loc thisstat9 = "`r(sestar)'": col`colnum'
sigstar employee, prec(1)
estadd loc thisstat17 = "`r(bstar)'": col`colnum'
estadd loc thisstat18 = "`r(sestar)'": col`colnum'
sigstar _cons, prec(1)
estadd loc thisstat29 = "`r(bstar)'": col`colnum'
estadd loc thisstat30 = "`r(sestar)'": col`colnum'
qui sum prior
estadd loc thisstat32 = r(N): col`colnum'
loc ++colnum
reg prior gender democrat indep otherpol employee fememp [pweight=pweight], vce(r)
sigstar gender, prec(1)
estadd loc thisstat2 = "`r(bstar)'": col`colnum'
estadd loc thisstat3 = "`r(sestar)'": col`colnum'
sigstar democrat, prec(1)
estadd loc thisstat5 = "`r(bstar)'": col`colnum'
estadd loc thisstat6 = "`r(sestar)'": col`colnum'
sigstar indep, prec(1)
estadd loc thisstat8 = "`r(bstar)'": col`colnum'
estadd loc thisstat9 = "`r(sestar)'": col`colnum'
sigstar employee, prec(1)
estadd loc thisstat17 = "`r(bstar)'": col`colnum'
estadd loc thisstat18 = "`r(sestar)'": col`colnum'
sigstar fememp, prec(1)
estadd loc thisstat20 = "`r(bstar)'": col`colnum'
estadd loc thisstat21 = "`r(sestar)'": col`colnum'
sigstar _cons, prec(1)
estadd loc thisstat29 = "`r(bstar)'": col`colnum'
estadd loc thisstat30 = "`r(sestar)'": col`colnum'
qui sum prior
estadd loc thisstat32 = r(N): col`colnum'
loc ++colnum
qui reg prior gender democrat indep otherpol associatemore femassociate [pweight=pweight], vce(r)
sigstar gender, prec(1)
estadd loc thisstat2 = "`r(bstar)'": col`colnum'
estadd loc thisstat3 = "`r(sestar)'": col`colnum'
sigstar democrat, prec(1)
estadd loc thisstat5 = "`r(bstar)'": col`colnum'
estadd loc thisstat6 = "`r(sestar)'": col`colnum'
sigstar indep, prec(1)
estadd loc thisstat8 = "`r(bstar)'": col`colnum'
estadd loc thisstat9 = "`r(sestar)'": col`colnum'
sigstar associatemore, prec(1)
estadd loc thisstat23 = "`r(bstar)'": col`colnum'
estadd loc thisstat24 = "`r(sestar)'": col`colnum'
sigstar femassociate, prec(1)
estadd loc thisstat26 = "`r(bstar)'": col`colnum'
estadd loc thisstat27 = "`r(sestar)'": col`colnum'
sigstar _cons, prec(1)
estadd loc thisstat29 = "`r(bstar)'": col`colnum'
estadd loc thisstat30 = "`r(sestar)'": col`colnum'
qui sum prior
estadd loc thisstat32 = r(N): col`colnum'
loc ++colnum
reg prior gender democrat indep otherpol employee fememp associatemore femassociate [pweight=pweight], vce(r)
sigstar gender, prec(1)
estadd loc thisstat2 = "`r(bstar)'": col`colnum'
estadd loc thisstat3 = "`r(sestar)'": col`colnum'
sigstar democrat, prec(1)
estadd loc thisstat5 = "`r(bstar)'": col`colnum'
estadd loc thisstat6 = "`r(sestar)'": col`colnum'
sigstar indep, prec(1)
estadd loc thisstat8 = "`r(bstar)'": col`colnum'
estadd loc thisstat9 = "`r(sestar)'": col`colnum'
sigstar employee, prec(1)
estadd loc thisstat17 = "`r(bstar)'": col`colnum'
estadd loc thisstat18 = "`r(sestar)'": col`colnum'
sigstar fememp, prec(1)
estadd loc thisstat20 = "`r(bstar)'": col`colnum'
estadd loc thisstat21 = "`r(sestar)'": col`colnum'
sigstar associatemore, prec(1)
estadd loc thisstat23 = "`r(bstar)'": col`colnum'
estadd loc thisstat24 = "`r(sestar)'": col`colnum'
sigstar femassociate, prec(1)
estadd loc thisstat26 = "`r(bstar)'": col`colnum'
estadd loc thisstat27 = "`r(sestar)'": col`colnum'
sigstar _cons, prec(1)
estadd loc thisstat29 = "`r(bstar)'": col`colnum'
estadd loc thisstat30 = "`r(sestar)'": col`colnum'
qui sum prior
estadd loc thisstat32 = r(N): col`colnum'
loc ++colnum
loc rowlabels " " " "Female" " " " " "Democrat" " " " " "Independent" " " " " "Female x Democrat" " " " " "Female x Independent" " " " " "Employee" " " " " "Female x Employee" " " " " "Associate Degree +" " " " " "Female x Ass. Degree +" " " " " "Constant" " " " " "Observations" "
loc rowstats ""
forval i = 1/32 {
loc rowstats "`rowstats' thisstat`i'"
}
esttab * using "$output\priorcorrAB.tex", replace cells(none) booktabs nonotes nonum compress alignment(c) nogap noobs nobaselevels label stats(`rowstats', labels(`rowlabels')) ///
mtitle("(1)" "(2)" "(3)" "(4)" "(5)" "(6)" "(7)" "(8)") ///
mgroups("Outcome variable: Incentivized prior belief", pattern(1 0 0 0 0 0) prefix(\multicolumn{@span}{c}{) suffix(}) span erepeat(\cmidrule(lr){@span}))
***********************************************************************************
// Table 3: Correlates of perceptions
***********************************************************************************
clear all
set more off
use "$path\data\SurveyStageI_AB_final.dta", clear
loc experiments "large problem govmore z_mani_index"
*Keep only control group respondents
keep if rand==0
**z-score prior beliefs:
foreach var of varlist prior{
egen mean_`var'=mean(`var')
egen sd_`var'=sd(`var')
replace `var'=(`var'-mean_`var')/sd_`var'
drop mean_`var' sd_`var'
}
*Keep only those with prior beliefs above the 5th and below the 95th percentile of the distribution
sum prior,d
keep if prior > r(p5) & prior < r(p95)
// Build Panels A-C
preserve
clear all
eststo clear
estimates drop _all
set obs 10
qui gen x = 1
qui gen y = 1
loc columns = 0
foreach choice in `experiments' {
loc ++columns
qui eststo col`columns': reg x y
}
restore
/* Statistics */
loc colnum = 1
loc colnames ""
foreach choice in `experiments' {
***Panel A: Main correlates: Dem, Female
qui reg `choice' i.wave democrat indep otherpol gender [pweight=pweight],r
sigstar democrat, prec(3)
estadd loc thisstat3 = "`r(bstar)'": col`colnum'
estadd loc thisstat4 = "`r(sestar)'": col`colnum'
sigstar gender, prec(3)
estadd loc thisstat6 = "`r(bstar)'": col`colnum'
estadd loc thisstat7 = "`r(sestar)'": col`colnum'
***Panel B: Raw correlation: z-scored prior
qui reg `choice' i.wave prior [pweight=pweight],r
sigstar prior, prec(3)
estadd loc thisstat10 = "`r(bstar)'": col`colnum'
estadd loc thisstat11 = "`r(sestar)'": col`colnum'
***Panel C: Prior and main correlates: Dem, Rep, Female
qui reg `choice' prior i.wave democrat indep otherpol gender [pweight=pweight],r
sigstar prior, prec(3)
estadd loc thisstat14 = "`r(bstar)'": col`colnum'
estadd loc thisstat15 = "`r(sestar)'": col`colnum'
sigstar democrat, prec(3)
estadd loc thisstat17 = "`r(bstar)'": col`colnum'
estadd loc thisstat18= "`r(sestar)'": col`colnum'
sigstar gender, prec(3)
estadd loc thisstat20 = "`r(bstar)'": col`colnum'
estadd loc thisstat21 = "`r(sestar)'": col`colnum'
qui sum `choice'
estadd loc thisstat22 = r(N): col`colnum'
loc ++colnum
loc colnames "`colnames' `"`: var la `choice''"'"
}
loc rowlabels " "{\bf Panel A}" " " "Democrat" " " " " "Female" " " "\hline {\bf Panel B}" " " "Prior (z-scored)" " " "\hline {\bf Panel C}" " " "Prior (z-scored)" " " " " "Democrat" " " " " "Female" " " "\hline Observations" "\hline" "
loc rowstats ""
loc rowstats ""
forval i = 1/22 {
loc rowstats "`rowstats' thisstat`i'"
}
esttab * using "$output\tab_correlates_AB_5_95_PanelsA_C.tex", replace cells(none) booktabs nonotes nomtitles compress alignment(c) nogap noobs nobaselevels label stats(`rowstats', labels(`rowlabels')) ///
mgroups("\shortstack{Gender diff.\\ in wages\\are large}" "\shortstack{Gender diff.\\ in wages\\are a problem}" ///
"\shortstack{Government\\should mitigate\\gender wage gap}" "\shortstack{Perception\\Index}", pattern(1 1 1 1) prefix(\multicolumn{@span}{c}{) suffix(}) span erepeat(\cmidrule(lr){@span}))
eststo clear
***********************************************************************************
// Table 4: Correlates of demand for specific policies
***********************************************************************************
preserve
clear all
eststo clear
estimates drop _all
set obs 10
qui gen x = 1
qui gen y = 1
loc columns = 0
loc experiments "quotaanchor AAanchor legislationanchor transparencyanchor UKtool childcare z_lmpolicy_index"
foreach choice in `experiments' {
loc ++columns
qui eststo col`columns': reg x y
}
restore
/* Statistics */
loc colnum = 1
loc colnames ""
foreach choice in `experiments' {
***Panel A: Main correlates: Dem, Female
qui reg `choice' i.wave democrat indep otherpol gender [pweight=pweight],r
sigstar democrat, prec(3)
estadd loc thisstat3 = "`r(bstar)'": col`colnum'
estadd loc thisstat4 = "`r(sestar)'": col`colnum'
sigstar gender, prec(3)
estadd loc thisstat6 = "`r(bstar)'": col`colnum'
estadd loc thisstat7 = "`r(sestar)'": col`colnum'
***Panel B: Raw correlation: z-scored prior
qui reg `choice' i.wave prior [pweight=pweight],r
sigstar prior, prec(3)
estadd loc thisstat10 = "`r(bstar)'": col`colnum'
estadd loc thisstat11 = "`r(sestar)'": col`colnum'
***Panel C: Prior and main correlates: Dem, Rep, Female
qui reg `choice' prior i.wave democrat indep otherpol gender [pweight=pweight],r
sigstar prior, prec(3)
estadd loc thisstat14 = "`r(bstar)'": col`colnum'
estadd loc thisstat15 = "`r(sestar)'": col`colnum'
sigstar democrat, prec(3)
estadd loc thisstat17 = "`r(bstar)'": col`colnum'
estadd loc thisstat18= "`r(sestar)'": col`colnum'
sigstar gender, prec(3)
estadd loc thisstat20 = "`r(bstar)'": col`colnum'
estadd loc thisstat21 = "`r(sestar)'": col`colnum'
qui sum `choice'
estadd loc thisstat22 = r(N): col`colnum'
loc ++colnum
loc colnames "`colnames' `"`: var la `choice''"'"
}
loc rowlabels " "{\bf Panel A}" " " "Democrat" " " " " "Female" " " "\hline {\bf Panel B}" " " "Prior (z-scored)" " " "\hline {\bf Panel C}" " " "Prior (z-scored)" " " " " "Democrat" " " " " "Female" " " "\hline Observations" "\hline" "
loc rowstats ""
loc rowstats ""
forval i = 1/22 {
loc rowstats "`rowstats' thisstat`i'"
}
esttab * using "$output\tab_correlates_AB_5_95_PanelsD_F.tex", replace cells(none) booktabs nonotes nomtitles compress alignment(c) nogap noobs nobaselevels label stats(`rowstats', labels(`rowlabels')) ///
mgroups("\shortstack{Introduce\\gender\\quotas}" "\shortstack{Statutory\\affirmative\\action}" ///
"\shortstack{Stricter\\equal pay\\legislation}" "\shortstack{Wage transp.\\within\\ companies}" "\shortstack{Introduce\\reporting\\website}" "\shortstack{Increase\\subsidies\\to child care}" ///
"\shortstack{Policy\\demand\\index}", pattern(1 1 1 1 1 1 1 ) prefix(\multicolumn{@span}{c}{) suffix(}) span erepeat(\cmidrule(lr){@span}))
***********************************************************************************
// Table 5: Treatment effect on perceptions and demand for specific policies
***********************************************************************************
// Note: The following code produces one table for Panel A and another table for Panels B-C. Stack manually to obtain final table.
clear all
set more off
use "$path\data\SurveyStageI_AB_final.dta", clear
* Drop pure control group
drop if rand==0
// Build Panel A
zscore posterior [aweight=pweight], stub(z)
loc experiments "posterior zposterior large problem govmore z_mani_index"
preserve
clear all
eststo clear
estimates drop _all
set obs 10
qui gen x = 1
qui gen y = 1
loc columns = 0
foreach choice in `experiments' {
loc ++columns
qui eststo col`columns': reg x y
}
restore
/* Statistics */
loc colnum = 1
loc colnames ""
foreach choice in `experiments' {
reg `choice' T1 $controls [pweight=pweight], vce(r)
local n = round(e(N))
sigstar T1, prec(3)
estadd loc thisstat3 = "`r(bstar)'": col`colnum'
estadd loc thisstat4 = "`r(sestar)'": col`colnum'
estadd loc thisstat7 = "`n'": col`colnum'
loc ++colnum
}
* Calculate sharpened q-values for columns 3-5
mat def P = J(5, 1, .)
reg large T1 $controls [pweight=pweight], vce(r)
qui test T1 = 0
mat def P[1, 1] = r(p)
reg problem T1 $controls [pweight=pweight], vce(r)
qui test T1 = 0
mat def P[2, 1] = r(p)
reg govmore T1 $controls [pweight=pweight], vce(r)
qui test T1 = 0
mat def P[3, 1] = r(p)
minq P, q("Q") step(0.001)
estadd loc thisstat5 = "[" + string(Q[1, 1], "%9.3f") +"]" : col3
estadd loc thisstat5 = "[" +string(Q[2, 1], "%9.3f")+"]": col4
estadd loc thisstat5 = "[" + string(Q[3, 1], "%9.3f")+"]": col5
loc rowlabels " "\multicolumn{2}{l}{{\bf Panel A: First Stage}}" " " "T$^{74}$" " " "Sharpened q-value" " " "Observations" "
loc rowstats ""
forval i = 1/7 {
loc rowstats "`rowstats' thisstat`i'"
}
esttab * using "$output/tab_treatment_main_PanelA.tex", replace cells(none) booktabs nonotes nomtitles compress alignment(c) nogap noobs nobaselevels label stats(`rowstats', labels(`rowlabels')) ///
mgroups("\shortstack{Post. belief about\\fem. rel. wage\\(0-200)}" "\shortstack{Post. belief about\\fem. rel. wage\\(z-scored)}" "\shortstack{Gender diff.\\ in wages\\are large}" "\shortstack{Gender diff.\\ in wages\\are a problem}" ///
"\shortstack{Government\\should mitigate\\gender wage gap}" "\shortstack{Perception\\Index\\((2)-(4))}", pattern(1 1 1 1 1 1) prefix(\multicolumn{@span}{c}{) suffix(}) span erepeat(\cmidrule(lr){@span}))
eststo clear
// Build Panels B-C
preserve
clear all
eststo clear
estimates drop _all
set obs 10
qui gen x = 1
qui gen y = 1
loc columns = 0
loc experiments "quotaanchor AAanchor legislationanchor transparencyanchor UKtool childcare z_lmpolicy_index"
foreach choice in `experiments' {
loc ++columns
qui eststo col`columns': reg x y
}
restore
/* Statistics */
loc colnum = 1
foreach choice in `experiments' {
***Panel B
reg `choice' T1 $controls [pweight=pweight], vce(r)
local n = round(e(N))
sigstar T1, prec(3)
estadd loc thisstat3 = "`r(bstar)'": col`colnum'
estadd loc thisstat4 = "`r(sestar)'": col`colnum'
estadd loc thisstat7 = "`n'": col`colnum'
***Panel C
ivregress 2sls `choice' $controls (zposterior = T1) [pweight=pweight], vce(r) first
local n = round(e(N))
sigstar zposterior, prec(3)
estadd loc thisstat10 = "`r(bstar)'": col`colnum'
estadd loc thisstat11 = "`r(sestar)'": col`colnum'
estadd loc thisstat13 = "`n'": col`colnum'
loc ++colnum
}
* Calculate sharpened q-values for Panel B, columns 1-6
mat def P = J(6, 1, .)
reg quotaanchor T1 $controls [pweight=pweight], vce(r)
qui test T1 = 0
mat def P[1, 1] = r(p)
reg AAanchor T1 $controls [pweight=pweight], vce(r)
qui test T1 = 0
mat def P[2, 1] = r(p)
reg legislationanchor T1 $controls [pweight=pweight], vce(r)
qui test T1 = 0
mat def P[3, 1] = r(p)
reg transparencyanchor T1 $controls [pweight=pweight], vce(r)
qui test T1 = 0
mat def P[4, 1] = r(p)
reg UKtool T1 $controls [pweight=pweight], vce(r)
qui test T1 = 0
mat def P[5, 1] = r(p)
reg childcare T1 $controls [pweight=pweight], vce(r)
qui test T1 = 0
mat def P[6, 1] = r(p)
minq P, q("Q") step(0.001)
estadd loc thisstat5 = "[" + string(Q[1, 1], "%9.3f") +"]" : col1
estadd loc thisstat5 = "[" +string(Q[2, 1], "%9.3f")+"]": col2
estadd loc thisstat5 = "[" + string(Q[3, 1], "%9.3f")+"]": col3
estadd loc thisstat5 = "["+ string(Q[4, 1], "%9.3f")+"]": col4
estadd loc thisstat5 = "["+ string(Q[5, 1], "%9.3f")+"]": col5
estadd loc thisstat5 = "["+ string(Q[6, 1], "%9.3f")+"]": col6
loc rowlabels " "\multicolumn{2}{l}{{\bf Panel B: Reduced Form}}" " " "T$^{74}$" " " "Sharpened q-value" " " "Observations" "\hline \multicolumn{2}{l}{{\bf Panel C: 2SLS}}" " " "$\widehat{\text{Posterior belief about}}$" "fem. rel. wage (z-scored)" " " "Observations" "
loc rowstats ""
forval i = 1/13 {
loc rowstats "`rowstats' thisstat`i'"
}
esttab * using "$output\tab_treatment_main_PanelBC.tex", replace cells(none) booktabs nonotes nomtitles compress alignment(c) nogap noobs nobaselevels label stats(`rowstats', labels(`rowlabels')) ///
mgroups("\shortstack{Introduce\\gender\\quotas}" "\shortstack{Statutory\\affirmative\\action}" ///
"\shortstack{Stricter\\equal pay\\legislation}" "\shortstack{Wage transp.\\within\\ companies}" "\shortstack{Introduce\\reporting\\website}" "\shortstack{Increase\\subsidies\\to child care}" ///
"\shortstack{Policy\\demand\\index}", pattern(1 1 1 1 1 1 1 ) prefix(\multicolumn{@span}{c}{) suffix(}) span erepeat(\cmidrule(lr){@span}))
***********************************************************************************
// Table 6: Persistence of the treatment effect in obfuscated follow-up survey
***********************************************************************************
// Note: Code produces one table for Panel A and another table for Panel B. Stack manually to obtain final table.
clear all
use "$path\data\SurveyStageIIAB_final.dta"
drop if rand==0
// Build Panel A
loc experimentsII "posteriorII zposteriorII problemII govmoreII problemIIHS problemIILS z_maniII_index2"
preserve
clear all
eststo clear
estimates drop _all
set obs 10
qui gen x = 1
qui gen y = 1
loc columns = 0
foreach choice in `experimentsII' {
loc ++columns
qui eststo col`columns': reg x y
}
restore
/* Statistics */
loc colnum = 1
loc colnames ""
foreach choice in `experimentsII' {
***Panel A
reg `choice' T1 $controls [pweight=pweight], vce(r)
local n = round(e(N))
sigstar T1, prec(3)
estadd loc thisstat3 = "`r(bstar)'": col`colnum'
estadd loc thisstat4 = "`r(sestar)'": col`colnum'
sigstar gender, prec(3)
estadd loc thisstat7 = "`r(bstar)'": col`colnum'
estadd loc thisstat8 = "`r(sestar)'": col`colnum'
sigstar democrat, prec(3)
estadd loc thisstat10 = "`r(bstar)'": col`colnum'
estadd loc thisstat11 = "`r(sestar)'": col`colnum'
estadd loc thisstat13 = "`n'": col`colnum'
loc ++colnum
loc colnames "`colnames' `"`: var la `choice''"'"
}
// FDR control
mat def P = J(6, 1, .)
reg posteriorII T1 $controls [pweight=pweight], vce(r)
qui test T1 = 0
mat def P[1, 1] = r(p)
reg zposteriorII T1 $controls [pweight=pweight], vce(r)
qui test T1 = 0
mat def P[2, 1] = r(p)
reg problemII T1 $controls [pweight=pweight], vce(r)
qui test T1 = 0
mat def P[3, 1] = r(p)
reg govmoreII T1 $controls [pweight=pweight], vce(r)
qui test T1 = 0
mat def P[4, 1] = r(p)
reg problemIIHS T1 $controls [pweight=pweight], vce(r)
qui test T1 = 0
mat def P[5, 1] = r(p)
reg problemIILS T1 $controls [pweight=pweight], vce(r)
qui test T1 = 0
mat def P[6, 1] = r(p)
minq P, q("Q") step(0.001)
estadd loc thisstat5 = "[" + string(Q[1, 1], "%9.3f") +"]" : col1
estadd loc thisstat5 = "[" +string(Q[2, 1], "%9.3f")+"]": col2
estadd loc thisstat5 = "[" + string(Q[3, 1], "%9.3f")+"]": col3
estadd loc thisstat5 = "["+ string(Q[4, 1], "%9.3f")+"]": col4
estadd loc thisstat5 = "["+ string(Q[5, 1], "%9.3f")+"]": col5
estadd loc thisstat5 = "["+ string(Q[6, 1], "%9.3f")+"]": col6
loc rowlabels " "{\bf Panel A: Perceptions}" " " "T$^{74}$" " " "Sharpened q-value" " " "Female" " " " " "Democrat" " " " " "Observations" "
loc rowstats ""
forval i = 1/13 {
loc rowstats "`rowstats' thisstat`i'"
}
esttab * using "$output\StageIIABmain_PanelA.tex", replace cells(none) booktabs nonotes compress alignment(c) nogap noobs nobaselevels label stats(`rowstats', labels(`rowlabels')) ///
mtitle("\shortstack{Post. belief \\about fem. \\rel. wage\\(0-200)}" "\shortstack{Post. belief\\ about fem.\\ rel. wage\\(z-scored)}" "\shortstack{Gender diff.\\ in wages\\are a \\problem}" ///
"\shortstack{Government\\should mitigate \\ gender \\ wage gap}" "\shortstack{Gender diff. in\\wages are a\\problem among\\high-skilled}" ///
"\shortstack{Gender diff. in\\wages are a\\problem among\\low-skilled}" "\shortstack{Perception\\Index\\((3)-(6))}") ///
mgroups("Re-elicited Outcomes" "Newly elicited Outcomes" "Summary Index", pattern(1 0 0 0 1 0 1) prefix(\multicolumn{@span}{c}{) suffix(}) span erepeat(\cmidrule(lr){@span}))
eststo clear
// Build Panel B
loc experimentsIII "AAanchorII legislationanchorII fampolII antidiscII z_lmpolicyII_specific_index z_lmpolicyII_types_index fairII"
preserve
clear all
eststo clear
estimates drop _all
set obs 10
qui gen x = 1
qui gen y = 1
loc columns = 0
foreach choice in `experimentsIII' {
loc ++columns
qui eststo col`columns': reg x y
}
restore
/* Statistics */
loc colnum = 1
loc colnames ""
foreach choice in `experimentsIII' {
***Panel A
reg `choice' T1 $controls [pweight=pweight], vce(r)
local n = round(e(N))
sigstar T1, prec(3)
estadd loc thisstat3 = "`r(bstar)'": col`colnum'
estadd loc thisstat4 = "`r(sestar)'": col`colnum'
sigstar gender, prec(3)
estadd loc thisstat7 = "`r(bstar)'": col`colnum'
estadd loc thisstat8 = "`r(sestar)'": col`colnum'
sigstar democrat, prec(3)
estadd loc thisstat10 = "`r(bstar)'": col`colnum'
estadd loc thisstat11 = "`r(sestar)'": col`colnum'
estadd loc thisstat13 = "`n'": col`colnum'
loc ++colnum
loc colnames "`colnames' `"`: var la `choice''"'"
}
// FDR control
mat def P = J(2, 1, .)
reg AAanchorII T1 $controls [pweight=pweight], vce(r)
qui test T1 = 0
mat def P[1, 1] = r(p)
reg legislationanchorII T1 $controls [pweight=pweight], vce(r)
qui test T1 = 0
mat def P[2, 1] = r(p)
minq P, q("Q") step(0.001)
estadd loc thisstat5 = "["+ string(Q[1, 1], "%9.3f")+"]": col1
estadd loc thisstat5 = "["+ string(Q[2, 1], "%9.3f")+"]": col2
mat def P = J(2, 1, .)
reg fampolII T1 $controls [pweight=pweight], vce(r)
qui test T1 = 0
mat def P[1, 1] = r(p)
reg antidiscII T1 $controls [pweight=pweight], vce(r)
qui test T1 = 0
mat def P[2, 1] = r(p)
minq P, q("Q") step(0.001)
estadd loc thisstat5 = "["+ string(Q[1, 1], "%9.3f")+"]": col3
estadd loc thisstat5 = "["+ string(Q[2, 1], "%9.3f")+"]": col4
loc rowlabels " "{\bf Panel B: Policy Demand}" " " "T$^{74}$" " " "Sharpened q-value" " " "Female" " " " " "Democrat" " " " " "Observations" "
loc rowstats ""
forval i = 1/13 {
loc rowstats "`rowstats' thisstat`i'"
}
esttab * using "$output\StageIIABmain_PanelB.tex", replace cells(none) booktabs nonotes compress alignment(c) nogap noobs nobaselevels label stats(`rowstats', labels(`rowlabels')) ///
mtitle("\shortstack{Statutory\\affirmative\\action}" "\shortstack{Stricter\\equal pay\\legislation}" ///
"\shortstack{Supportive\\ policy}" "\shortstack{Anti- \\discrimination \\policy}" ///
"\shortstack{Policy\\demand\\index\\((1)-(2))}" "\shortstack{Policy\\demand\\index\\((3)-(4))}" "\shortstack{Women's \\ wages\\are\\ fair}") ///
mgroups("Re-elicited Outcomes" "Newly elicited Outcomes" "Summary Indices" "Mechanism", pattern(1 0 1 0 1 0 1) prefix(\multicolumn{@span}{c}{) suffix(}) span erepeat(\cmidrule(lr){@span}))
***********************************************************************************
// Table 7: Heterogeneity in the treatment effect by gender and political orientation
***********************************************************************************
clear all
set more off
use "$path\data\SurveyStageI_AB_final.dta", clear
// Generate variable that indicates which posterior belief statistic was elicited
gen postgroup =.
replace postgroup =1 if wave==1&RAND4== 9
replace postgroup = 2 if wave==1&RAND4==10
replace postgroup= 3 if wave==1&RAND4==11
replace postgroup = 4 if wave==2&RAND4==10
replace postgroup=5 if wave==2&RAND4==11
loc experiments1 "posterior quotaanchor AAanchor legislationanchor transparencyanchor UKtool childcare z_lmpolicy_index"
loc experiments "quotaanchor AAanchor legislationanchor transparencyanchor UKtool childcare z_lmpolicy_index"
// Set up table
preserve
clear all
eststo clear
estimates drop _all
set obs 10
qui gen x = 1
qui gen y = 1
loc columns = 0
foreach choice in `experiments1' {
loc ++columns
qui eststo col`columns': reg x y
}
restore
// Panel A: Heterogeneity by Gender
/* Column 1 */
reg posterior T1 T1female $controls i.postgroup [pweight=pweight] if rand!=0, vce(r)
local n = round(e(N))
sigstar T1, prec(3)
estadd loc thisstat3 = "`r(bstar)'": col1
estadd loc thisstat4 = "`r(sestar)'": col1
sigstar T1female, prec(3)
estadd loc thisstat6 = "`r(bstar)'": col1
estadd loc thisstat7 = "`r(sestar)'": col1
test T1 + T1female = 0
estadd loc thisstat8 = string(r(p), "%9.3f"): col1
sigstar gender, prec(3)
estadd loc thisstat10 = "`r(bstar)'": col1
estadd loc thisstat11 = "`r(sestar)'": col1
estadd loc thisstat13 = "`n'": col1
/* Columns 2-9 */
loc colnum = 2
loc colnames ""
foreach choice in `experiments' {
qui reg `choice' T1 T1female $controls [pweight=pweight] if rand!=0, vce(r)
local n = round(e(N))
sigstar T1, prec(3)
estadd loc thisstat3 = "`r(bstar)'": col`colnum'
estadd loc thisstat4 = "`r(sestar)'": col`colnum'
sigstar T1female, prec(3)
estadd loc thisstat6 = "`r(bstar)'": col`colnum'
estadd loc thisstat7 = "`r(sestar)'": col`colnum'
test T1 + T1female = 0
estadd loc thisstat8 = string(r(p), "%9.3f"): col`colnum'
sigstar gender, prec(3)
estadd loc thisstat10 = "`r(bstar)'": col`colnum'
estadd loc thisstat11 = "`r(sestar)'": col`colnum'
estadd loc thisstat13 = "`n'": col`colnum'
loc ++colnum
loc colnames "`colnames' `"`: var la `choice''"'"
}
// Panel B: Heterogeneity by political orientation
/* Column 1 */
reg posterior T1 T1democrat T1indep $controls i.postgroup [pweight=pweight] if rand!=0&otherpol!=1, vce(r)
local n = round(e(N))
sigstar T1, prec(3)
estadd loc thisstat16 = "`r(bstar)'": col1
estadd loc thisstat17 = "`r(sestar)'": col1
sigstar T1democrat, prec(3)
estadd loc thisstat19 = "`r(bstar)'": col1
estadd loc thisstat20 = "`r(sestar)'": col1
test T1 + T1democrat = 0
estadd loc thisstat21 = string(r(p), "%9.3f"): col1
sigstar T1indep, prec(3)
estadd loc thisstat23 = "`r(bstar)'": col1
estadd loc thisstat24 = "`r(sestar)'": col1
test T1 + T1indep = 0
estadd loc thisstat25 = string(r(p), "%9.3f"): col1
sigstar democrat, prec(3)
estadd loc thisstat27 = "`r(bstar)'": col1
estadd loc thisstat28 = "`r(sestar)'": col1
sigstar indep, prec(3)
estadd loc thisstat30 = "`r(bstar)'": col1
estadd loc thisstat31 = "`r(sestar)'": col1
estadd loc thisstat33 = "`n'": col1
/* Columns 2-9 */
loc colnum = 2
loc colnames ""
foreach choice in `experiments' {
reg `choice' T1 T1democrat T1indep $controls [pweight=pweight] if rand!=0&otherpol!=1, vce(r)
local n = round(e(N))
sigstar T1, prec(3)
estadd loc thisstat16 = "`r(bstar)'": col`colnum'
estadd loc thisstat17 = "`r(sestar)'": col`colnum'
sigstar T1democrat, prec(3)
estadd loc thisstat19 = "`r(bstar)'": col`colnum'
estadd loc thisstat20 = "`r(sestar)'": col`colnum'
test T1 + T1democrat = 0
estadd loc thisstat21 = string(r(p), "%9.3f"): col`colnum'
sigstar T1indep, prec(3)
estadd loc thisstat23 = "`r(bstar)'": col`colnum'
estadd loc thisstat24 = "`r(sestar)'": col`colnum'
test T1 + T1indep = 0
estadd loc thisstat25 = string(r(p), "%9.3f"): col`colnum'
sigstar democrat, prec(3)
estadd loc thisstat27 = "`r(bstar)'": col`colnum'
estadd loc thisstat28 = "`r(sestar)'": col`colnum'
sigstar indep, prec(3)
estadd loc thisstat30 = "`r(bstar)'": col`colnum'
estadd loc thisstat31 = "`r(sestar)'": col`colnum'
estadd loc thisstat33 = "`n'": col`colnum'
loc ++colnum
loc colnames "`colnames' `"`: var la `choice''"'"
}
loc rowlabels " "\multicolumn{2}{l}{{\bf Panel A: Het. by gender}}" " " "T$^{74}$" " " " " "T$^{74}$ x Female" " " "p-value [T$^{74}$ + T$^{74}$ x female]" " " "Female" " " " " "Observations" "\hline \multicolumn{2}{l}{{\bf Panel B: Het. by pol. orientation}}" " " "T$^{74}$" " " " " "T$^{74}$ x Democrat" " " "p-value [T$^{74}$ + T$^{74}$ x Dem.]" " " "T$^{74}$ x Independent" " " "p-value [T$^{74}$ + T$^{74}$ x Indep.]" " " "Democrat" " " " " "Independent" " " " " "Observations" "
loc rowstats ""
forval i = 1/33 {
loc rowstats "`rowstats' thisstat`i'"
}
esttab * using "$output\HetTreatment_femdemindAB.tex", replace cells(none) booktabs nonotes compress alignment(c) nogap noobs nobaselevels label stats(`rowstats', labels(`rowlabels')) ///
mtitle("\shortstack{Posterior\\belief about\\fem. rel. wage}" ///
"\shortstack{Introduce\\gender\\quotas}" "\shortstack{Statutory\\affirmative\\action}" ///
"\shortstack{Stricter\\equal pay\\legislation}" "\shortstack{Wage transp.\\within\\ companies}" "\shortstack{Introduce\\reporting\\website}" "\shortstack{Increase\\subsidies\\to child care}" ///
"\shortstack{Policy\\demand\\index}" ) ///
mgroups("First Stage" "Policy Demand", pattern(1 1 0 0 0 0 0 0) prefix(\multicolumn{@span}{c}{) suffix(}) span erepeat(\cmidrule(lr){@span}))
eststo clear
***********************************************************************************
// Table 8: Treatment effect on beliefs about underlying factors and fairness perceptions
***********************************************************************************
clear all
set more off
use "$path\data\SurveyStageI_AB_final.dta", clear
// Code produces two panels. Stack manually to obtain final table
// Drop pure control group
drop if rand==0
loc experimentsA "ambitious talented interested z_personalreasons_index"
loc experimentsB "discrimination boys society z_extreasons_index womenwages"
// Panel A:
preserve
clear all
eststo clear
estimates drop _all
set obs 10
qui gen x = 1
qui gen y = 1
loc columns = 0
foreach choice in `experimentsB' {
loc ++columns
qui eststo col`columns': reg x y
}
restore
/* Statistics */
loc colnum = 1
loc colnames ""
foreach choice in `experimentsA' {
qui reg `choice' T1 $controls [pweight=pweight] if rand!=0, vce(r)
local n = round(e(N))
sigstar T1, prec(3)
estadd loc thisstat3 = "`r(bstar)'": col`colnum'
estadd loc thisstat4 = "`r(sestar)'": col`colnum'
sigstar gender, prec(3)
estadd loc thisstat7 = "`r(bstar)'": col`colnum'
estadd loc thisstat8 = "`r(sestar)'": col`colnum'
sigstar democrat, prec(3)
estadd loc thisstat10 = "`r(bstar)'": col`colnum'
estadd loc thisstat11 = "`r(sestar)'": col`colnum'
estadd loc thisstat13 = "`n'": col`colnum'
loc ++colnum
loc colnames "`colnames' `"`: var la `choice''"'"
}
// FDR control
mat def P = J(3, 1, .)
reg ambitious T1 $controls if rand!=0, vce(r)
qui test T1 = 0
mat def P[1, 1] = r(p)
reg talented T1 $controls if rand!=0, vce(r)
qui test T1 = 0
mat def P[2, 1] = r(p)
reg interested T1 $controls if rand!=0, vce(r)
qui test T1 = 0
mat def P[3, 1] = r(p)
minq P, q("Q") step(0.001)
estadd loc thisstat5 = "["+ string(Q[1, 1], "%9.3f")+"]": col1
estadd loc thisstat5 = "["+ string(Q[2, 1], "%9.3f")+"]": col2
estadd loc thisstat5 = "["+ string(Q[3, 1], "%9.3f")+"]": col3
loc rowlabels " "{\bf Panel A}" " " "T$^{74}$" " " "Sharpened q-value" " " "Female" " " " " "Democrat" " " " " "Observations" "
loc rowstats ""
forval i = 1/13 {
loc rowstats "`rowstats' thisstat`i'"
}
esttab * using "$output\reasonsmainA.tex", replace cells(none) booktabs nonotes compress alignment(c) nogap noobs nobaselevels label stats(`rowstats', labels(`rowlabels')) ///
mtitle("Ambitions" "Talent" "Preferences" "Index") ///
mgroups("Personal Factors", pattern(1 0 0 0 ) prefix(\multicolumn{@span}{c}{) suffix(}) span erepeat(\cmidrule(lr){@span}))
eststo clear
// Panel B:
preserve
clear all
eststo clear
estimates drop _all
set obs 10
qui gen x = 1
qui gen y = 1
loc columns = 0
foreach choice in `experimentsB' {
loc ++columns
qui eststo col`columns': reg x y
}
restore
/* Statistics */
loc colnum = 1
loc colnames ""
foreach choice in `experimentsB' {
qui reg `choice' T1 $controls [pweight=pweight] if rand!=0, vce(r)
local n = round(e(N))
sigstar T1, prec(3)
estadd loc thisstat3 = "`r(bstar)'": col`colnum'
estadd loc thisstat4 = "`r(sestar)'": col`colnum'
sigstar gender, prec(3)
estadd loc thisstat7 = "`r(bstar)'": col`colnum'
estadd loc thisstat8 = "`r(sestar)'": col`colnum'
sigstar democrat, prec(3)
estadd loc thisstat10 = "`r(bstar)'": col`colnum'
estadd loc thisstat11 = "`r(sestar)'": col`colnum'
estadd loc thisstat13 = "`n'": col`colnum'
loc ++colnum
loc colnames "`colnames' `"`: var la `choice''"'"
}
mat def P = J(3, 1, .)
reg discrimination T1 $controls if rand!=0, vce(r)
qui test T1 = 0
mat def P[1, 1] = r(p)
reg boys T1 $controls if rand!=0, vce(r)
qui test T1 = 0
mat def P[2, 1] = r(p)
reg society T1 $controls if rand!=0, vce(r)
qui test T1 = 0
mat def P[3, 1] = r(p)
minq P, q("Q") step(0.001)
estadd loc thisstat5 = "[" + string(Q[1, 1], "%9.3f") +"]" : col1
estadd loc thisstat5 = "[" +string(Q[2, 1], "%9.3f")+"]": col2
estadd loc thisstat5 = "[" + string(Q[3, 1], "%9.3f")+"]": col3
loc rowlabels " "{\bf Panel B}" " " "T$^{74}$" " " "Sharpened q-value" " " "Female" " " " " "Democrat" " " " " "Observations" "
loc rowstats ""
forval i = 1/13 {
loc rowstats "`rowstats' thisstat`i'"
}
esttab * using "$output\reasonsmainB.tex", replace cells(none) booktabs nonotes compress alignment(c) nogap noobs nobaselevels label stats(`rowstats', labels(`rowlabels')) ///
mtitle("Discrimination" "Socialization" "Work-Family" "Index" "of Women's Wages" ) ///
mgroups("Impersonal Factors" "Fairness", pattern(1 0 0 0 1) prefix(\multicolumn{@span}{c}{) suffix(}) span erepeat(\cmidrule(lr){@span}))
eststo clear
***********************************************************************************
// Table 9: The role of beliefs about the effectiveness of policies
***********************************************************************************
*Note: Code produces three separate tables for Panels A,B and C. Stack panels manually to obtain final table
use "$path\data\SurveyStageI_AB_final.dta", clear
// Keep treatment groups of Wave B
drop if rand==0
keep if wave==2
// Construct indicator for above median perceived effectiveness based on summary index
egen median_eff=median(z_eff_index)
gen abovemedeff=z_eff_index>median_eff
replace abovemedeff=. if z_eff_index==.
gen T1abovemedeff= T1*abovemedeff
// Build Panel A
loc experiments "effdis effAA effworkfam z_eff_index"
preserve
clear all
eststo clear
estimates drop _all
set obs 10
qui gen x = 1
qui gen y = 1
loc columns = 0
foreach choice in `experiments' {
loc ++columns
qui eststo col`columns': reg x y
}
restore
/* Statistics */
loc colnum = 1
loc colnames ""
foreach choice in `experiments' {
***Panel A
qui reg `choice' T1 $controls [pweight=pweight], vce(r)
sigstar T1, prec(3)
estadd loc thisstat2 = "`r(bstar)'": col`colnum'
estadd loc thisstat3 = "`r(sestar)'": col`colnum'
sigstar gender, prec(3)
estadd loc thisstat5 = "`r(bstar)'": col`colnum'
estadd loc thisstat6 = "`r(sestar)'": col`colnum'
sigstar democrat, prec(3)
estadd loc thisstat8 = "`r(bstar)'": col`colnum'
estadd loc thisstat9 = "`r(sestar)'": col`colnum'
qui sum `choice'
estadd loc thisstat11 = r(N): col`colnum'
loc ++colnum
loc colnames "`colnames' `"`: var la `choice''"'"
}
loc rowlabels " "{\bf Panel A: Treatment Effect}" "T$^{74}$" " " " " "Female" " " " " "Democrat" " " " " "Observations" " " "
loc rowstats ""
forval i = 1/11 {
loc rowstats "`rowstats' thisstat`i'"
}
esttab * using "$output\effectivenessAB_PanelA.tex", replace cells(none) booktabs nonotes nomtitles compress alignment(c) nogap noobs nobaselevels label stats(`rowstats', labels(`rowlabels')) ///
mgroups("\shortstack{Perceived\\effectiveness\\of anti-disc. \\policies}" "\shortstack{Perceived\\effectiveness \\of affirmative\\ action }" ///
"\shortstack{Perceived\\effectiveness\\of work-family\\policies}" "\shortstack{Perceived\\effectiveness\\index\\((1)-(3))}" ///
, pattern(1 1 1 1 ) prefix(\multicolumn{@span}{c}{) suffix(}) span erepeat(\cmidrule(lr){@span}))
eststo clear
// Build Panel B
loc experiments "quotaanchor AAanchor legislationanchor UKtool childcare z_lmpolicy_index"
preserve
clear all
eststo clear
estimates drop _all
set obs 10
qui gen x = 1
qui gen y = 1
loc columns = 0
foreach choice in `experiments' {
loc ++columns
qui eststo col`columns': reg x y
}
restore
/* Statistics */
loc colnum = 1
loc colnames ""
loc experiments "posterior large problem govmore z_mani_index"
foreach choice in `experiments' {
reg `choice' T1 T1abovemedeff abovemedeff $controls [pweight=pweight], vce(r)
local n = round(e(N))
sigstar T1, prec(3)
estadd loc thisstat3 = "`r(bstar)'": col`colnum'
estadd loc thisstat4 = "`r(sestar)'": col`colnum'
sigstar T1abovemedeff, prec(3)
estadd loc thisstat6 = "`r(bstar)'": col`colnum'
estadd loc thisstat7 = "`r(sestar)'": col`colnum'
sigstar abovemedeff, prec(3)
estadd loc thisstat9 = "`r(bstar)'": col`colnum'
estadd loc thisstat10 = "`r(sestar)'": col`colnum'
test T1 + T1abovemedeff =0
estadd loc thisstat12 = string(r(p), "%9.3f"): col`colnum'
*estadd loc thisstat13 = "`n'": col`colnum'
loc ++colnum
}
loc rowlabels " "\midline" "{\bf Panel B: First Stage}" "T$^{74}$ (a)" " " " " "T$^{74}$ x $\textbf{1}$ (Perceived" "effectiveness > p50) (b) " " " "$\textbf{1}$ (Perceived" "effectiveness > p50)" " " "p-value [(a) + (b) = 0]" "
loc rowstats ""
forval i = 1/12 {
loc rowstats "`rowstats' thisstat`i'"
}
esttab * using "$output\TreatmentFirst_hetbyeff_PanelB.tex", replace cells(none) booktabs nonotes nomtitles compress alignment(c) nogap noobs nobaselevels label stats(`rowstats', labels(`rowlabels')) ///
mgroups("\shortstack{Posterior \\ belief about \\fem. rel. wage}" "\shortstack{Gender diff.\\ in wages\\are large}" "\shortstack{Gender diff.\\ in wages\\are a problem}" ///
"\shortstack{Government\\should mitigate\\gender wage gap}" "\shortstack{Perception\\index\\((2)-(4))}", pattern(1 1 1 1 1) prefix(\multicolumn{@span}{c}{) suffix(}) span erepeat(\cmidrule(lr){@span}))
eststo clear
// Build Panel C
loc colnum = 1
loc experiments "quotaanchor AAanchor legislationanchor UKtool childcare z_lmpolicy_index"
preserve
clear all
eststo clear
estimates drop _all
set obs 10
qui gen x = 1
qui gen y = 1
loc columns = 0
foreach choice in `experiments' {
loc ++columns
qui eststo col`columns': reg x y
}
restore
foreach choice in `experiments' {
qui reg `choice' T1 T1abovemedeff abovemedeff $controls [pweight=pweight], vce(r)
local n = round(e(N))
sigstar T1, prec(3)
estadd loc thisstat3 = "`r(bstar)'": col`colnum'
estadd loc thisstat4 = "`r(sestar)'": col`colnum'
sigstar T1abovemedeff, prec(3)
estadd loc thisstat6 = "`r(bstar)'": col`colnum'
estadd loc thisstat7 = "`r(sestar)'": col`colnum'
sigstar abovemedeff, prec(3)
estadd loc thisstat9 = "`r(bstar)'": col`colnum'
estadd loc thisstat10 = "`r(sestar)'": col`colnum'
test T1 + T1abovemedeff = 0
estadd loc thisstat12 = string(r(p), "%9.3f"): col`colnum'
estadd loc thisstat13 = "`n'": col`colnum'
loc ++colnum
}
loc rowlabels " " " "{\bf Panel C: Reduced Form}" "T$^{74}$ (a)" " " " " "T$^{74}$ x $\textbf{1}$ (perceived" "effectiveness > p50) (b)" " " "$\textbf{1}$ (perceived" "effectiveness > p50" " " "p-value [(a) + (b) = 0]" "\hline Observations" " " "
loc rowstats ""
forval i = 1/13 {
loc rowstats "`rowstats' thisstat`i'"
}
esttab * using "$output\Treatmentpolicy_hetbyeff_PanelC.tex", replace cells(none) booktabs nonotes nomtitles compress alignment(c) nogap noobs nobaselevels label stats(`rowstats', labels(`rowlabels')) ///
mgroups("\shortstack{Introduce\\gender \\quotas}" "\shortstack{Statutory\\affirmative\\ action}" ///
"\shortstack{Stricter\\equal pay\\ legislation}" "\shortstack{Introduce\\reporting \\website}" "\shortstack{Increase\\subsidies\\ to child care}" ///
"\shortstack{Policy\\demand\\Index}", pattern(1 1 1 1 1 1 ) prefix(\multicolumn{@span}{c}{) suffix(}) span erepeat(\cmidrule(lr){@span}))
eststo clear
***********************************************************************************
// Table 10: Correlates of willingness to pay for additional information
***********************************************************************************
use "$path\data\SurveyStageI_AB_final.dta", clear
// Keep only control group
keep if rand==0
// z-score willingness to pay for info
foreach var of varlist infopaysupport infopayoppose{
egen mean_`var'=mean(`var')
egen sd_`var'=sd(`var')
replace `var'=(`var'-mean_`var')/sd_`var'
drop mean_`var' sd_`var'
}
loc experiments "infopaysupport infopaysupport infopaysupport infopaysupport infopaysupport infopaysupport infopaysupport infopaysupport"
preserve
clear all
eststo clear
estimates drop _all
set obs 10
qui gen x = 1
qui gen y = 1
loc columns = 0
foreach choice in `experiments' {
loc ++columns
qui eststo col`columns': reg x y
}
restore
/* Statistics */
loc colnum = 1
loc colnames ""
foreach var in infopaysupport infopayoppose{
qui reg `var' democrat indep otherpol [pweight=pweight], vce(r)
local n = round(e(N))
sigstar democrat, prec(3)
estadd loc thisstat2 = "`r(bstar)'": col`colnum'
estadd loc thisstat3 = "`r(sestar)'": col`colnum'
estadd loc thisstat11 = "`n'": col`colnum'
loc ++colnum
reg `var' gender [pweight=pweight], vce(r)
local n = round(e(N))
sigstar gender, prec(3)
estadd loc thisstat5 = "`r(bstar)'": col`colnum'
estadd loc thisstat6 = "`r(sestar)'": col`colnum'
estadd loc thisstat11 = "`n'": col`colnum'
loc ++colnum
reg `var' z_lmpolicy_index [pweight=pweight], vce(r)
local n = round(e(N))
sigstar z_lmpolicy_index, prec(3)
estadd loc thisstat8 = "`r(bstar)'": col`colnum'
estadd loc thisstat9 = "`r(sestar)'": col`colnum'
estadd loc thisstat11 = "`n'": col`colnum'
loc ++colnum
reg `var' z_lmpolicy_index democrat indep otherpol gender [pweight=pweight], vce(r)
local n = round(e(N))
sigstar democrat, prec(3)
estadd loc thisstat2 = "`r(bstar)'": col`colnum'
estadd loc thisstat3 = "`r(sestar)'": col`colnum'
sigstar gender, prec(3)
estadd loc thisstat5 = "`r(bstar)'": col`colnum'
estadd loc thisstat6 = "`r(sestar)'": col`colnum'
sigstar z_lmpolicy_index, prec(3)
estadd loc thisstat8 = "`r(bstar)'": col`colnum'
estadd loc thisstat9 = "`r(sestar)'": col`colnum'
estadd loc thisstat11 = "`n'": col`colnum'
loc ++colnum
}
loc rowlabels " " " "Democrat" " " " " "Female" " " " " "Policy Demand (Index)" " " " " "Observations" " " "
loc rowstats ""
forval i = 1/11 {
loc rowstats "`rowstats' thisstat`i'"
}
esttab * using "$output\infopay_corr.tex", replace cells(none) booktabs nonotes nonum compress alignment(c) nogap noobs nobaselevels label stats(`rowstats', labels(`rowlabels')) ///
mtitle("(1)" "(2)" "(3)" "(4)" "(5)" "(6)" "(7)" "(8)") ///
mgroups("Willingness to pay for progressive info" "Willingness to pay for traditional info" , pattern(1 0 0 0 1 0 0 0) prefix(\multicolumn{@span}{c}{) suffix(}) span erepeat(\cmidrule(lr){@span}))
eststo clear