*************************************************************** // Filename: test_sun_shapiro_cutbins.do // Author: eddie yu // Date: 2023-10-16 // Task: Sun and Shapiro Test // *************************************************************** clear all snapshot erase _all est clear cd "$output/Work2024" use "$data/Replication Data/figure6_data_A.dta", clear * Create Decile bins of PR Exposure local idx = 1 gen bin_pr_link = `idx' if pr_link_i == 0 foreach j in 0.5 1 1.5 2 2.5 3 3.5 4 { di `j' local idx = `idx' + 1 replace bin_pr_link = `idx' if pr_link_i > `j' - 0.5 & pr_link_i <= `j' summ pr_link_i if bin_pr_link == `idx' } replace bin_pr_link = `idx' + 1 if pr_link_i > 4 tab bin_pr_link, summ(pr_link_i) // 40% of sample has PR exposure = 0 // Regressions keep if year == 1990 | year == 1995 | year == 2012 xi i.year|pr_link_i , noomit drop _IyeaXp*1995 xi i.year*i.bin_pr_link, noomit drop _IyeaXbin_*_1 drop _IyeaXbin_1995_* local loopvalues = "2/10" forval i = `loopvalues' { label var _IyeaXbin_2012_`i' "Bin `i'" } local loopvalues = "2/10" forval i = `loopvalues' { label var _IyeaXbin_2012_`i' "Bin `i'" } forval i = `loopvalues' { eststo bin_`i': reghdfe emp_growth _IyeaX* [aw=wgt] if bin_pr_link == 1 | bin_pr_link == `i', a(i.pid i.year#i.industr ) cl(fips_state indust ) nocons lincom _IyeaXbin_2012_`i' estadd local beta_pr = string(r(estimate), "%8.3fc") estadd local se_pr = "(" + string(r(se), "%8.3fc") + ")" estadd local p_pr = "[" + string(r(p), "%8.3fc") + "]" estadd local ci_pr = "[" + string(r(lb), "%8.3fc") + "," + string(r(ub), "%8.3fc") + "]" estadd local lb_pr = string(r(lb), "%8.3fc") estadd local ub_pr = string(r(ub), "%8.3fc") summ pr_link_i if bin_pr_link == `i', d estadd local avg_pr_link = string(r(mean), "%8.3fc") estadd local beta_pr_scaled = string( _b[_IyeaXbin_2012_`i'] / r(mean), "%8.3fc") estadd local iqr_adj_pr_link = string(r(mean)/$iqr, "%8.3fc") estadd local beta_pr_scaled_iqr = string( _b[_IyeaXbin_2012_`i'] / (r(mean)/$iqr ), "%8.3fc") } esttab bin_* using sun_shapiro_pr_cutbins_longdiff.tex, drop(*) stats(beta_pr se_pr p_pr ci_pr avg_pr_link iqr_adj_pr_link beta_pr_scaled beta_pr_scaled_iqr N, /// labels("Long Diff Estimate" "s.e." "p-val" "95\% CI" /// "Mean PR Exposure" "Mean PR Exposure (IQR adjusted)" "Estimate / Mean PR Exposure" "Estimate / IQR adjusted PR Exposure")) /// mlabels(, nodepvars) /// nostar nonotes nonum nogap replace label nocons collabels(none) varwidth(40) ******************************************************************************** * JUNK CODE BELOW ******************************************************************************** * create sample of regression to run DiD w/ TWFE forval v = 2/10 { gen reg_sample`v' = 0 replace reg_sample`v' = 1 if bin_pr_link == `v' | bin_pr_link == 1 tab bin_pr_link if reg_sample`v' == 1 // check if we have totally unaffected & each group } * iqr sum pr_link_i if base_emp > 0, d scalar iqr = r(p75)-r(p25) // Graphs xi i.year|pr_link_i , noomit drop _IyeaXp*1995 xi bin_pr_link, noomit forval i = 2/10 { preserve // local i = 2 keep if reg_sample`i'==1 tab bin_pr_link di `avg_pr_link' eststo emp_`i': reghdfe emp_growth _IyeaX* [aw=wgt], a(i.pid i.year#i.industr) cl(fips_state indust ) nocons lincom _IyeaXpr__2012 estadd local beta_pr = string(r(estimate), "%8.3fc") estadd local se_pr = "(" + string(r(se), "%8.3fc") + ")" estadd local p_pr = "[" + string(r(p), "%8.3fc") + "]" estadd local ci_pr = "[" + string(r(lb), "%8.3fc") + "," + string(r(ub), "%8.3fc") + "]" estadd local lb_pr = string(r(lb), "%8.3fc") estadd local ub_pr = string(r(ub), "%8.3fc") summ pr_link_i if pr_link_i > 0, d estadd local avg_pr_link = string(r(mean), "%8.3fc") estadd local beta_pr_scaled = string( _b[_IyeaXpr__2012] / r(mean), "%8.3fc") estadd scalar iqr_adj_pr_link = string(r(mean)/iqr, "%8.3fc") estadd local beta_pr_scaled_iqr = string( _b[_IyeaXpr__2012] / iqr_adj_pr_link, "%8.3fc") // est save ster/emp_reg_`i', replace restore } esttab emp_* using sun_shapiro_pr_cutbins_longdiff.tex, drop(*) stats(beta_pr se_pr p_pr ci_pr avg_pr_link beta_pr_scaled iqr_adj_pr_link beta_pr_scaled_iqr N, /// labels("Long Diff Estimate" "s.e." "p-val" "95\% CI" /// "Mean PR Exposure" "Estimate / Mean PR Exposure" "Mean PR Exposure (IQR adjusted)" "Estimate / IQR adjusted PR Exposure")) /// mtitles("Bin2" "Bin3" "Bin4" "Bin5" "Bin6" "Bin7" "Bin8" "Bin9" "Bin10") /// nostar nonotes nonum nogap replace label nocons collabels(none) varwidth(40)