|
|
|
|
|
|
|
|
| clear
|
| eststo clear
|
| set more off
|
|
|
|
|
| cd "$main/Output"
|
| |
|
|
|
|
|
|
|
|
|
|
|
|
| use "$main/Data/cleaned_commitment_study_data", clear
|
|
|
|
|
|
|
| gen id = _n
|
|
|
|
|
| gen first_info = type_of_info=="1-onlygraph"
|
| gen new_info = type_of_info=="2-graphplus"
|
| gen control_info = (new_info == 0 & first_info == 0)
|
|
|
|
|
| gen wave1 = (wave == "fall")
|
| gen wave2 = (wave == "winter")
|
| gen wave3 = (wave == "spring")
|
|
|
|
|
| gen anticommit8 = q170 ==2 if q170<.
|
| gen commit8 = q169 ==2 if q169<.
|
| gen anticommit12 = chose_anticommit11
|
| gen commit12 = chose_commit12
|
| gen anticommit16 = q296==2 if q296<.
|
| gen commit16 = q295 ==2 if q295<.
|
|
|
|
|
| foreach var of varlist percent*{
|
| replace `var' = `var'/100
|
| }
|
|
|
|
|
| sum flag_low_wtp
|
| loc lowwtp `r(sum)'
|
| latex_write lowwtpobs `lowwtp' numbers
|
| sum flag_exclude_exog
|
| loc endog `r(sum)'
|
| latex_write nexogobs `endog' numbers
|
| loc totalexcl = `lowwtp' + `endog'
|
| latex_write excludeobs `totalexcl' numbers
|
|
|
|
|
| sum flag_low_wtp if wave3 == 1
|
| latex_write lowwtpobswthree `r(sum)' numbers
|
| sum flag_exclude_exog if wave3 == 1
|
| latex_write nexogobswthree `r(sum)' numbers
|
|
|
|
|
| forval i = 1/3{
|
|
|
| if `i' == 1 loc wname "wone"
|
| else if `i' == 2 loc wname "wtwo"
|
| else loc wname "wthree"
|
|
|
| sum wave`i' if wave`i' == 1
|
| loc obs = r(N)
|
| latex_write `wname'obs `obs' numbers
|
| }
|
|
|
|
|
| sum prefer80contingent_to_0
|
| loc pctpreferzero : di %2.1f (1-r(mean))*100
|
| latex_write pctpreferzero `pctpreferzero' numbers
|
|
|
|
|
| keep if flag_low_wtp == 0 & flag_exclude_exog == 0
|
|
|
|
|
|
|
|
|
|
|
| gen ft_student = student==1 if student<.
|
| gen ft_working = working==1 if working<.
|
| gen fpt_working = working<3 if working<.
|
| gen advanced_degree = educ==5
|
| replace married = married==1 if married<.
|
| recode age (1 = 24) (2=35.5 ) (3=45.5) (4=57.5) (5=70) , gen(imp_age)
|
| recode income_cat (1 = 18000) (2=37500 ) (3=75500) (4=150000) (5=.) , gen(imp_inc)
|
|
|
| label var female "Female"
|
| label var imp_inc "Household income$^a$"
|
| label var married "Married"
|
| label var ft_student "Student, full-time"
|
| label var fpt_working "Working, full- or part-time"
|
| label var advanced "Advanced degree$^b$"
|
| label var imp_age "Age$^a$"
|
| label var past4 "Visits in the past 4 weeks, recorded"
|
| label var visits_100 "$\hspace{0.5cm}$ Visits, recorded"
|
| label var past100days_went "$\hspace{0.5cm}$ Visits, self-recollection"
|
| label var past100days_should "Days that \textit{I should have gone, but didn't}"
|
| label var days_0 "Best guess of days I will attend in next 4 weeks"
|
| label var goal "Goal for visits in next 4 weeks"
|
|
|
| gen wave_num = "Wave 1" if wave=="fall"
|
| replace wave_num="Wave 2" if wave=="winter"
|
| replace wave_num="Wave 3" if wave=="spring"
|
| tab wave_num
|
|
|
|
|
| estpost tabstat female imp_age ft_student fpt_working married advanced_degree imp_inc past4, by(wave_num) statistics(mean sd) columns(statistics)
|
|
|
|
|
| #delimit;
|
| estout . using `"appendix_descriptive_stats.tex"' ,
|
| cells(mean(fmt(%3.2fc %3.2fc %3.2fc %3.2fc %3.2fc %3.2fc %8.0gc %3.2fc) star)
|
| sd(fmt(%3.2fc %3.2fc %3.2fc %3.2fc %3.2fc %3.2fc %8.0gc %3.2fc) par))
|
| starlevels(\sym{*} 0.05 \sym{**} 0.01 \sym{***} 0.001, label(" \(p<@\)"))
|
| varwidth(20) modelwidth(12) unstack delimiter(&) end(\\)
|
| prehead(`"{"' `"\def\sym#1{\ifmmode^{#1}\else\(^{#1}\)\fi}"' `"\begin{tabular}{l*{@E}{c}}"' `"\hline"') posthead("\hline")
|
| postfoot(`"\hline"' `"\addlinespace"' `"N & 340 & 509 & 399 & 1,248 \\"' `"\hline\hline"' `"\end{tabular}"' `"}"' )
|
| label varlabels(_cons Constant, end("" [1em]) nolast) mlabels(none) nonumbers
|
| collabels(none) substitute(_ \_ "\_cons " \_cons "Total" "Overall")
|
| interaction(" $\times$ ") notype level(95) style(tex) replace;
|
|
|
| #delimit cr
|
|
|
|
|
|
|
|
|
|
|
| local commitlist "8 12 16"
|
|
|
|
|
| foreach X of local commitlist {
|
|
|
| if `X' == 8 loc num "eight"
|
| else if `X' == 12 loc num "twelve"
|
| else loc num "sixteen"
|
|
|
| summarize commit`X'
|
|
|
| loc takeup = round(r(mean)*100)
|
| loc takeup : di %2.0f `takeup'
|
| latex_write commit`num'rate `takeup' numbers
|
| local obsnum : di %5.0fc `r(N)'
|
| if r(N) > 1000 loc obsnum = subinstr("`obsnum'",",","{,}",.)
|
| latex_write commit`num'obs `obsnum' numbers
|
|
|
| summarize anticommit`X'
|
|
|
| summarize commit`X' if anticommit`X'==1
|
|
|
| summarize anticommit`X' if commit`X'==1
|
|
|
| gen commit`X'_cdtn = commit`X' if anticommit`X'==1
|
| ttest commit`X'_cdtn = commit`X', unpaired
|
|
|
| gen anticommit`X'_cdtn = anticommit`X' if commit`X'==1
|
| ttest anticommit`X'_cdtn = anticommit`X', unpaired
|
| }
|
|
|
|
|
|
|
|
|
|
|
| reg days_0 percent_meet_commit12, robust
|
| est store est11
|
|
|
| reg days_0 percent_meet_anticommit, robust
|
| est store est12
|
|
|
| reg days_0 percent_meet_commit12 percent_meet_anticommit, robust
|
| est store est13
|
|
|
|
|
| nlcom diff: _b[percent_meet_commit12]-_b[percent_meet_anticommit], post
|
|
|
|
|
| local b : di %4.2f _b[diff]
|
| local se : di %4.2f _se[diff]
|
| estadd local diffb "`b'***" : est13
|
| estadd local diffse "(`se')" : est13
|
|
|
|
|
| reg days_0 percent_meet_commit12 percent_meet_anticommit
|
| if commit12 == 1 & anticommit12 == 1, robust
|
| est store est14
|
|
|
|
|
| nlcom diff: _b[percent_meet_commit12]-_b[percent_meet_anticommit], post
|
|
|
|
|
| local b : di %4.2f _b[diff]
|
| local se : di %4.2f _se[diff]
|
| estadd local diffb "`b'***" : est14
|
| estadd local diffse "(`se')" : est14
|
|
|
|
|
| estout est11 est12 est13 est14 using CCBeliefs2.tex, style(tex) margin replace eqlabels(none)
|
| cells(b(star fmt(%9.2f)) se(par fmt(%9.2f)) ) msign(--) starlevels(* 0.1 ** 0.05 *** 0.01) stardetach
|
| keep(percent_meet_commit12 percent_meet_anticommit) wrap varwidth(25)
|
| order(percent_meet_commit12 percent_meet_anticommit)
|
| mgroups("Subjective expected attendance without incentives", pattern(1 0 0 0)
|
| span prefix(\multicolumn{@span}{c}{) suffix(}))
|
| stats(N diffb diffse, l("N" "\hline \`\`More'' $-$ \`\`Fewer''" " ") fmt(%8.0fc %8.0fc %8.0fc))
|
| varlabels(percent_meet_commit12 "Subj. prob. succeed in \lq\lq more\rq\rq\, contract" percent_meet_anticommit "Subj. prob. succeed in \lq\lq fewer\rq\rq\, contract")
|
| collabels(,none) mlabels("(1)" "(2)" "(3)" "(4)")
|
| prehead( "\begin{tabular}{l*{@M}{r @{} l}}" "\hline")
|
| posthead("\hline") prefoot() postfoot("\hline\hline" "\end{tabular}")
|
|
|
|
|
|
|
|
|
|
|
| gen days_exp = .
|
| foreach i in 0 1 2 3 5 7{
|
| replace days_exp = days_`i' if incentive == `i'
|
| }
|
|
|
|
|
| gen gap_goal_exp = goal - days_0
|
| gen gap_goal_past = goal - past4
|
| gen gap_actual_exp = visits - days_exp
|
|
|
|
|
|
|
| gen delta1=(wtp1) - (days_1+days_0)/2
|
| gen delta2 = (wtp2-wtp1) - (days_2+days_1)/2
|
| gen delta3=(wtp3-wtp2) - (days_3+days_2)/2
|
| gen delta5=(wtp5-wtp3)/(5-3) - (days_5+days_3)/2
|
| gen delta7=(wtp7-wtp5)/(7-5) - (days_7+days_5)/2
|
| gen delta12=(wtp12-wtp7)/(12-7) - (days_12+days_7)/2
|
| gen avg_delta_ex1 = (delta2 + delta3 + delta5 + delta7 + delta12)/5
|
|
|
|
|
|
|
| gen got_contract = (incentive == .)
|
| sum got_contract
|
| latex_write gotcontractobs `r(sum)' numbers
|
|
|
|
|
|
|
|
|
|
|
| loc restrict "!missing(incentive)"
|
|
|
|
|
| foreach v in gap_goal_exp gap_actual_exp{
|
| if "`v'" == "gap_goal_exp" loc name "goalexp"
|
| else loc name "actexp"
|
| sum `v' if `restrict'
|
| loc mean : di %4.2f r(mean)
|
| loc sd : di %4.2f r(sd)
|
| latex_write `name'mean `mean' numbers
|
| latex_write `name'sd `sd' numbers
|
| }
|
|
|
|
|
| foreach dvar in gap_goal_exp gap_actual_exp avg_delta_ex1{
|
| sum `dvar' if `restrict'
|
| gen z_`dvar' = (`dvar' - r(mean)) / r(sd) if `restrict'
|
| }
|
|
|
|
|
| eststo clear
|
| loc k = 1
|
| foreach controls in "" "female i.income_cat married ft_student fpt_working advanced i.age_cat"{
|
| foreach covar in "first_info new_info" "first_info new_info z_gap_goal_exp" "first_info new_info z_gap_actual_exp"{
|
|
|
|
|
| reg avg_delta_ex1 wave2 wave3 `covar' `controls' if `restrict', r
|
| eststo spec_`k'
|
|
|
|
|
| if `k' == 1{
|
| loc coeff : di %4.2f _b[new_info]
|
| latex_write enhinfobcpcoeff `coeff' numbers
|
| }
|
| else if `k' == 2{
|
| loc coeff : di %4.2f _b[z_gap_goal_exp]
|
| latex_write goalexpbcpcoeff `coeff' numbers
|
| }
|
| else if `k' == 3{
|
| loc coeff : di %4.2f _b[z_gap_actual_exp]
|
| latex_write actualexpbcpcoeff `coeff' numbers
|
| }
|
|
|
|
|
| ci means avg_delta_ex1 if `restrict' & !missing(gap_actual_exp)
|
| local m : di %4.2f r(mean)
|
| local se : di %4.2f r(se)
|
| estadd local dvmean `m'
|
| estadd local dvse "(`se')"
|
| ci means avg_delta_ex1 if `restrict' & !missing(gap_actual_exp) &
|
| control_info == 1
|
| local mcontrol : di %4.2f r(mean)
|
| local secontrol : di %4.2f r(se)
|
| estadd local dvmeancontrol `mcontrol'
|
| if `k' == 1 latex_write bcpinfoctrlmean `mcontrol' numbers
|
| estadd local dvsecontrol "(`secontrol')"
|
| estadd local wavefe "Yes"
|
| if `k' == 1 latex_write bcpregmean `m' numbers
|
| if "`controls'" != "" estadd local ctrl "Yes"
|
|
|
| loc ++k
|
| }
|
| }
|
|
|
|
|
| estout spec_1 spec_2 spec_3 using "regs_avg_delta_ex1_all.tex", style(tex) margin replace eqlabels(none)
|
| keep(first_info new_info z_gap_goal_exp z_gap_actual_exp) wrap varwidth(25)
|
| order(first_info new_info z_gap_goal_exp z_gap_actual_exp)
|
| mgroups("\shortstack{Behavior change premium}", pattern(1 0 0) span prefix(\multicolumn{@span}{c}{) suffix(}))
|
| mlabels("(1)" "(2)" "(3)" "(4)",span prefix(\multicolumn{@span}{c}{) suffix(}))
|
| varlabels(z_gap_goal_exp "Goal $-$ exp. attend. (z-score)" z_gap_actual_exp "Actual $-$ exp. attend. (z-score)" first_info "Basic info. treatment" new_info "Enhanced info. treatment" _cons "Constant")
|
| cells(b(star fmt(%9.2f)) se(par fmt(%9.2f))) msign(--) starlevels(* 0.1 ** 0.05 *** 0.01) stardetach
|
| stats(dvmean dvse dvmeancontrol dvsecontrol wavefe N, l("Dep. var. mean:" " " "Dep. var. mean," "info. control group:" "\hline Wave FEs" "N") fmt(%8.0fc %8.0fc %8.0fc %8.0fc %8.0fc %8.0fc))
|
| collabels(,none) prehead( "\begin{tabular}{l*{@M}{r @{} l}}" "\hline")
|
| posthead("\hline") prefoot("\hline") postfoot("\hline\hline" "\end{tabular}")
|
|
|
|
|
| estout spec_4 spec_5 spec_6 using "regs_avg_delta_ex1_all_demo.tex", style(tex) margin replace eqlabels(none)
|
| keep(first_info new_info z_gap_goal_exp z_gap_actual_exp)
|
| wrap varwidth(25) order(first_info new_info z_gap_goal_exp z_gap_actual_exp)
|
| mgroups("\shortstack{Behavior change premium}", pattern(1 0 0) span prefix(\multicolumn{@span}{c}{) suffix(}))
|
| mlabels("(1)" "(2)" "(3)" "(4)",span prefix(\multicolumn{@span}{c}{) suffix(}))
|
| varlabels(z_gap_goal_exp "Goal $-$ exp. attend. (z-score)" z_gap_actual_exp "Actual $-$ exp. attend. (z-score)" first_info "Basic info. treatment" new_info "Enhanced info. treatment" _cons "Constant")
|
| cells(b(star fmt(%9.2f)) se(par fmt(%9.2f))) msign(--) starlevels(* 0.1 ** 0.05 *** 0.01) stardetach
|
| stats(dvmean dvse dvmeancontrol dvsecontrol ctrl wavefe N, l("Dep. var. mean:" " " "Dep. var. mean," "info. control group:" "\hline Demographic controls" "Wave FEs" "N") fmt(%8.0fc %8.0fc %8.0fc %8.0fc %8.0fc %8.0fc %8.0fc))
|
| collabels(,none) prehead( "\begin{tabular}{l*{@M}{r @{} l}}" "\hline")
|
| posthead("\hline") prefoot("\hline") postfoot("\hline\hline" "\end{tabular}")
|
|
|
|
|
|
|
| preserve
|
|
|
|
|
| reshape long commit, i(id) j(t)
|
|
|
|
|
| eststo clear
|
| loc k = 1
|
| foreach controls in "" "female i.income_cat married ft_student fpt_working advanced i.age_cat"{
|
| foreach covar in "first_info new_info" "z_avg_delta_ex1 first_info new_info" "z_gap_goal_exp first_info new_info" "z_gap_actual_exp first_info new_info"{
|
|
|
|
|
| reg commit i.t wave2 wave3 `covar' `controls' if `restrict', vce(cluster id)
|
| eststo spec_commit`k'
|
|
|
|
|
| if `k' == 1{
|
| loc coeff : di %2.1f abs(_b[new_info]*100)
|
| latex_write enhinfoMCcoeff `coeff' numbers
|
| }
|
| else if `k' == 2{
|
| loc coeff : di %2.0f _b[z_avg_delta_ex1]*100
|
| latex_write bcpMCcoeff `coeff' numbers
|
| }
|
| else if `k' == 3{
|
| loc coeff : di %2.1f _b[z_gap_goal_exp]*100
|
| latex_write goalexpMCcoeff `coeff' numbers
|
| }
|
|
|
|
|
| ci means commit if `restrict'
|
| local m : di %4.2f r(mean)
|
| local mpct : di %4.0f r(mean)*100
|
| local se : di %4.2f r(se)
|
| estadd local dvmean `m'
|
| estadd local dvse "(`se')"
|
| ci means commit if `restrict' & control_info == 1
|
| local mcontrol : di %4.2f r(mean)
|
| local secontrol : di %4.2f r(se)
|
| estadd local dvmeancontrol `mcontrol'
|
| estadd local dvsecontrol "(`secontrol')"
|
| estadd local wavefe "Yes"
|
| estadd local ccfe "Yes"
|
| if `k' == 1{
|
| latex_write MCregmean `m' numbers
|
| latex_write MCregmeanPCT `mpct' numbers
|
| }
|
| if "`controls'" != "" estadd local ctrl "Yes"
|
|
|
| loc ++k
|
| }
|
| }
|
|
|
|
|
| estout spec_commit1 spec_commit2 spec_commit3 spec_commit4 using "regs_commit_pooled_all.tex",
|
| style(tex) margin replace eqlabels(none) wrap varwidth(25)
|
| keep(first_info new_info z_avg_delta_ex1 z_gap_goal_exp z_gap_actual_exp)
|
| order(first_info new_info z_avg_delta_ex1 z_gap_goal_exp z_gap_actual_exp)
|
| mgroups("\shortstack{Take-up of \`\`more'' visits contracts}", pattern(1 0 0 0) span prefix(\multicolumn{@span}{c}{) suffix(}))
|
| mlabels("(1)" "(2)" "(3)" "(4)",span prefix(\multicolumn{@span}{c}{) suffix(}))
|
| varlabels(z_avg_delta_ex1 "Behavior change premium (z-score)" z_gap_goal_exp "Goal $-$ exp. attend. (z-score)" z_gap_actual_exp "Actual $-$ exp. attend. (z-score)" first_info "Basic info. treatment" new_info "Enhanced info. treatment" _cons "Constant")
|
| cells(b(star fmt(%9.3f)) se(par fmt(%9.3f))) msign(--) starlevels(* 0.1 ** 0.05 *** 0.01) stardetach
|
| stats(dvmean dvse dvmeancontrol dvsecontrol wavefe ccfe N N_clust, l("Dep. var. mean:" " " "Dep. var. mean," "info. control group:" "\hline Wave FEs" "Contract FEs" "N" "Clusters") fmt(%8.0fc %8.0fc %8.0fc %8.0fc %8.0fc %8.0fc %8.0fc %8.0fc))
|
| collabels(,none) prehead( "\begin{tabular}{l*{@M}{r @{} l}}" "\hline")
|
| posthead("\hline") prefoot("\hline") postfoot("\hline\hline" "\end{tabular}")
|
|
|
|
|
| estout spec_commit5 spec_commit6 spec_commit7 spec_commit8 using "regs_commit_pooled_all_demo.tex",
|
| style(tex) margin replace eqlabels(none) wrap varwidth(25)
|
| keep(first_info new_info z_avg_delta_ex1 z_gap_goal_exp z_gap_actual_exp)
|
| order(first_info new_info z_avg_delta_ex1 z_gap_goal_exp z_gap_actual_exp)
|
| mgroups("\shortstack{Take-up of \`\`more'' visits contracts}", pattern(1 0 0 0) span prefix(\multicolumn{@span}{c}{) suffix(}))
|
| mlabels("(1)" "(2)" "(3)" "(4)",span prefix(\multicolumn{@span}{c}{) suffix(}))
|
| varlabels(z_avg_delta_ex1 "Behavior change premium (z-score)" z_gap_goal_exp "Goal $-$ exp. attend. (z-score)" z_gap_actual_exp "Actual $-$ exp. attend. (z-score)" first_info "Basic info. treatment" new_info "Enhanced info. treatment" _cons "Constant")
|
| cells(b(star fmt(%9.3f)) se(par fmt(%9.3f))) msign(--) starlevels(* 0.1 ** 0.05 *** 0.01) stardetach
|
| stats(dvmean dvse dvmeancontrol dvsecontrol ctrl wavefe ccfe N N_clust, l("Dep. var. mean:" " " "Dep. var. mean," "info. control group:" "\hline Demographic controls" "Wave FEs" "Contract FEs" "N" "Clusters") fmt(%8.0fc %8.0fc %8.0fc %8.0fc %8.0fc %8.0fc %8.0fc %8.0fc %8.0fc))
|
| collabels(,none) prehead( "\begin{tabular}{l*{@M}{r @{} l}}" "\hline")
|
| posthead("\hline") prefoot("\hline") postfoot("\hline\hline" "\end{tabular}")
|
|
|
| restore
|
|
|
|
|
|
|
|
|
|
|
|
|
| gen gotcontract = 1 if treatment == "threshold80_12"
|
| replace gotcontract = 0 if treatment == "control"
|
|
|
|
|
| ttest visits if wave3 == 1 & commit12 == 1, by(gotcontract)
|
| loc takeup : di %3.2f r(mu_2)-r(mu_1)
|
| latex_write wantgottwelvediff `takeup' numbers
|
|
|
| ttest visits if wave3 == 1 & commit12 == 0, by(gotcontract)
|
| loc takeup : di %3.2f r(mu_2)-r(mu_1)
|
| latex_write rejectgottwelvediff `takeup' numbers
|
|
|
|
|
| gen wantedgot12visits = visits if treatment == "threshold80_12" & commit12 == 1
|
| gen under12 = wantedgot12visits < 12 if !missing(wantedgot12visits)
|
| sum under12
|
| loc pctunder : di %2.0f round(r(mean)*100)
|
| latex_write pctundertwelve `pctunder' numbers
|
|
|
|
|
|
|
|
|
| preserve
|
| keep wtp* maxwtp* id
|
| reshape long wtp maxwtp, i(id) j(incentive)
|
|
|
|
|
| gen maxval = incentive*30
|
|
|
|
|
| gen slidermaxed = !missing(maxwtp)
|
| sum slidermaxed
|
| loc pctmaxed : di %2.1f r(mean)*100
|
| latex_write pctmaxed `pctmaxed' numbers
|
|
|
|
|
| gen overmaxval = maxwtp > maxval if !missing(maxwtp)
|
| gen atmaxval = maxwtp == maxval if !missing(maxwtp)
|
| gen belowmaxval = maxwtp < maxval if !missing(maxwtp)
|
|
|
|
|
| foreach relation in over at below{
|
| sum `relation'maxval
|
| loc pct`relation'max : di %2.0f r(mean)*100
|
| latex_write pct`relation'max `pct`relation'max' numbers
|
| }
|
| restore
|
|
|
|
|
|
|
|
|
| preserve
|
| keep delta* id
|
| reshape long delta, i(id) j(inc)
|
|
|
|
|
| gen delta_negative = delta < 0
|
| sum delta_negative
|
| loc pctdeltaneg : di %2.0f r(mean)*100
|
| latex_write pctdeltaneg `pctdeltaneg' numbers
|
| restore
|
|
|
|
|
|
|
|
|
| sum female
|
| loc pctfemale : di %2.0f r(mean)*100
|
| loc pctfemalealt : di %2.1f r(mean)*100
|
| loc pctmalealt : di %2.1f (1 - r(mean))*100
|
| loc fracfemale : di %4.3f r(mean)
|
| loc fracmale : di %4.3f (1 - r(mean))
|
| foreach stat in pctfemale pctfemalealt pctmalealt fracfemale fracmale{
|
| latex_write `stat' ``stat'' numbers
|
| }
|
|
|
|
|
| sum imp_age
|
| loc meanage : di %2.0f r(mean)
|
| latex_write meanage `meanage' numbers
|
|
|
|
|
| sum ft_student
|
| loc pctstudent : di %2.0f r(mean)*100
|
| latex_write pctstudent `pctstudent' numbers
|
|
|
|
|
| sum fpt_working
|
| loc pctworking : di %2.0f r(mean)*100
|
| latex_write pctworking `pctworking' numbers
|
|
|
|
|
| sum married
|
| loc pctmarried : di %2.0f r(mean)*100
|
| latex_write pctmarried `pctmarried' numbers
|
|
|
|
|
| sum visits_100
|
| loc meanpastvisits : di %2.0f r(mean)
|
| latex_write meanpastvisits `meanpastvisits' numbers
|
|
|
|
|
| sum past100days_went
|
| loc meanpastvisitsrecall : di %2.0f r(mean)
|
| latex_write meanpastvisitsrecall `meanpastvisitsrecall' numbers
|
|
|
|
|
| gen failed_attention = passed_attention_check == 0
|
| sum failed
|
| loc pctfailed : di %2.1f r(mean)*100
|
| latex_write pctfailedac `pctfailed' numbers
|
|
|
|
|
| sum areyousure_prefer0_to_20
|
| loc dom20 = r(N)
|
| sum areyousure_prefer0_to_80
|
| loc dom80 = r(N)
|
| sum id
|
| loc pctdominated : di %2.1f ((`dom20' + `dom80')/r(N))*100
|
| latex_write pctchosedom `pctdominated' numbers
|
|
|
|
|
| gen failed_cc = passed_comprehension_check == 0
|
| sum failed_cc
|
| loc pctfailed : di %2.1f r(mean)*100
|
| latex_write pctfailedcc `pctfailed' numbers
|
|
|
|
|
| gen passed_nc = 1 if !missing(q137) & !missing(q138)
|
| replace passed_nc = 0 if (q138 == "133" | q138 == "133333" | q138 == "200000" |
|
| q138 == "2500" | q138 == "40,000" | q138 == "40,000.00" |
|
| q138 == "$400,00.00" | q138 == "400" | q138 == "400,00" | q138 == "40000" |
|
| q138 == "4000000" | q138 == "500,000" | q138 == "50000" | q138 == "800000" |
|
| q138 == "four") & !missing(passed_nc)
|
| replace passed_nc = 0 if q137 != 100 & !missing(passed_nc)
|
| sum passed_nc
|
| loc pctpassed : di %2.1f r(mean)*100
|
| latex_write passednumeracy `pctpassed' numbers
|
|
|
|
|
| preserve
|
| reshape long commit anticommit, i(id) j(t)
|
| sum anticommit
|
| loc takeup : di %2.0f r(mean)*100
|
| latex_write anticommitrate `takeup' numbers
|
|
|
| sum anticommit if passed_comprehension_check == 1
|
| & passed_attention_check == 1 & missing(areyousure_prefer0_to_20)
|
| & missing(areyousure_prefer0_to_80)
|
| loc takeup : di %2.0f r(mean)*100
|
| latex_write anticommitrateexcl `takeup' numbers
|
| restore
|
|
|
|
|
| loc anticommitpctmin = 1
|
| loc anticommitpctmax = 0
|
| forval i = 8(4)16{
|
| sum anticommit`i'
|
| if r(mean) > `anticommitpctmax' loc anticommitpctmax = r(mean)
|
| if r(mean) < `anticommitpctmin' loc anticommitpctmin = r(mean)
|
| }
|
| foreach stat in min max{
|
| loc anticommitpct`stat' : di %4.0f `anticommitpct`stat''*100
|
| latex_write anticommitpct`stat' `anticommitpct`stat'' numbers
|
| }
|
|
|
|
|
| gen wave23 = (wave2 | wave3)
|
| sum wave23
|
| loc obs = r(mean)*r(N)
|
| latex_write wtwothreeobs `obs' numbers
|
|
|
|
|
| sum days_0
|
| loc avgzero : di %2.1f r(mean)
|
| latex_write avgexpnoinc `avgzero' numbers
|
| sum days_7
|
| loc avgseven : di %2.1f r(mean)
|
| latex_write avgexpseveninc `avgseven' numbers
|
| loc diff : di %2.1f `avgseven'-`avgzero'
|
| latex_write avgexpdiffseven `diff' numbers
|
|
|
|
|
| sum visits if incentive==0
|
| loc avgzero : di %2.1f r(mean)
|
| latex_write avgactnoinc `avgzero' numbers
|
| sum visits if incentive==7
|
| loc avgseven : di %2.1f r(mean)
|
| latex_write avgactseveninc `avgseven' numbers
|
| loc diff : di %2.1f `avgseven'-`avgzero'
|
| latex_write avgactdiffseven `diff' numbers
|
|
|
|
|
| reg visits past4
|
| matrix temp = r(table)'
|
| loc b : di %4.3f temp[1,1]
|
| loc se : di %4.3f temp[1,2]
|
| latex_write attcoeff `b' numbers
|
| latex_write attcoeffse `se' numbers
|
|
|
|
|
| gen got_2 = 1 if incentive == 2
|
| replace got_2 = 0 if treatment == "control"
|
|
|
| ttest days_2 == days_0
|
|
|
| ttest visits, by(got_2) unpaired
|
|
|
|
|
|
|
|
|
| capture program drop avg_pwcorr_bcp
|
| program define avg_pwcorr_bcp, rclass
|
|
|
|
|
| loc m = 0
|
| loc agg_corr = 0
|
|
|
|
|
| foreach j in 1 2 3 5 7 {
|
| foreach k in 2 3 5 7 12 {
|
| if `j' < `k'{
|
| pwcorr delta`j' delta`k'
|
| loc agg_corr = `agg_corr' + r(rho)
|
| loc ++m
|
| }
|
| }
|
| }
|
|
|
|
|
| return scalar avg_pwcorr = `agg_corr'/`m'
|
|
|
| end
|
|
|
|
|
| bootstrap avg_pwcorr_bcp = r(avg_pwcorr), reps(1000) cluster(id) seed(12345)
|
| nodrop level(95): avg_pwcorr_bcp
|
| estat bootstrap, all
|
|
|
|
|
| matrix temp_b = e(b)
|
| loc avg : di %3.2f temp_b[1,1]
|
| latex_write avgbcpcorr `avg' numbers
|
| matrix temp_se = e(se)
|
| loc stderr : di %3.2f temp_se[1,1]
|
| latex_write avgbcpcorrse `stderr' numbers
|
|
|
|
|
|
|
| capture program drop avg_pwcorr_mc
|
| program define avg_pwcorr_mc, rclass
|
|
|
|
|
| loc m = 0
|
| loc agg_corr = 0
|
|
|
|
|
| foreach j in 8 12 {
|
| foreach k in 12 16 {
|
| if `j' < `k'{
|
| pwcorr commit`j' commit`k'
|
| loc agg_corr = `agg_corr' + r(rho)
|
| loc ++m
|
| }
|
| }
|
| }
|
|
|
|
|
| return scalar avg_pwcorr = `agg_corr'/`m'
|
|
|
| end
|
|
|
|
|
| bootstrap avg_pwcorr_mc = r(avg_pwcorr), reps(1000) cluster(id) seed(12345)
|
| nodrop level(95): avg_pwcorr_mc
|
| estat bootstrap, all
|
|
|
|
|
| matrix temp_b = e(b)
|
| loc avg : di %3.2f temp_b[1,1]
|
| latex_write avgMCcorr `avg' numbers
|
| matrix temp_se = e(se)
|
| loc stderr : di %3.2f temp_se[1,1]
|
| latex_write avgMCcorrse `stderr' numbers
|
|
|
