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5_tables.do
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/*------------------------------------------------------------------------------
------------------------------------------------------------------------------
* Project: GxE using NTR
* Authors: Ghirardi et al. (2024)
* Dofile topic: Models (Tables)
------------------------------------------------------------------------------
------------------------------------------------------------------------------*/
********************************************************************************
* Trio
********************************************************************************
* ---------------------------------------------------------------------------- *
* Globals
* ---------------------------------------------------------------------------- *
#delimit ;
global label_coefr 1.pedu_max_0 "SES (ref: Low-SES)"
NCogPGS_sd "Non-Cognitive PGS" _cons "Constant"
1.pedu_max_0#c.CogPGS_sd "SES x PGS Cognitive"
1.pedu_max_0#c.NCogPGS_sd "SES x PGS Non-Cognitive"
CogPGS_sd "Cognitive PGS"
;
#delimit cr
global TRIO_keep CogPGS_sd NCogPGS_sd
global TRIO_keep1 CogPGS_sd NCogPGS_sd 1.pedu_max_0
#delimit ;
global TRIO_keep2 CogPGS_sd NCogPGS_sd 1.pedu_max_0 MCogPGS_sd
FCogPGS_sd FNCogPGS_sd MNCogPGS_sd
;
#delimit cr
#delimit ;
global TRIO_COG_keep CogPGS_sd 1.pedu_max_0 1.pedu_max_0#c.CogPGS_sd
CogPGS_sd MCogPGS_sd FCogPGS_sd FNCogPGS_sd MNCogPGS_sd
;
#delimit cr
#delimit ;
global TRIO_NCOG_keep NCogPGS_sd 1.pedu_max_0 1.pedu_max_0#c.NCogPGS_sd
CogPGS_sd MCogPGS_sd FCogPGS_sd FNCogPGS_sd MNCogPGS_sd
;
#delimit cr
* ---------------------------------------------------------------------------- *
* M1: Main impact PGIs
* ---------------------------------------------------------------------------- *
* Word
eststo clear
foreach var in "rekenm7" "taalm7" "rekenm10" "taalm10" "CITO_sd" "track" ///
"edu4_after1980" {
use "$working_dataset/TRIO_`var'_em", clear
eststo: reg `var' c.CogPGS_sd c.NCogPGS_sd $controlsBE, vce(cl FamilyNumber)
}
#delimit ;
esttab using "$output_tables/TRIO/M1_TRIO.rtf", replace label
star(+ 0.10 * 0.05 ** 0.01 *** 0.001) se(3)
keep($TRIO_keep) varlabel($label_coefr) nogaps nonumbers
stats(N r2_a, label("Observations" "Adjusted R2"))
;
#delimit cr
* Excel
capture erase "$output_tables/TRIO/M1_TRIO.xls"
foreach var in "rekenm7" "taalm7" "rekenm10" "taalm10" "CITO_sd" "track" ///
"edu4_after1980" {
use "$working_dataset/TRIO_`var'_em", clear
reg `var' c.CogPGS_sd c.NCogPGS_sd $controlsBE, vce(cl FamilyNumber)
outreg2 using "$output_tables/TRIO/M1_TRIO.xls", label append nocons
}
capture erase "$output_tables/TRIO/M1_TRIO.txt"
* ---------------------------------------------------------------------------- *
* M2: Main impact PGIs and family SES
* ---------------------------------------------------------------------------- *
* Word
eststo clear
foreach var in "rekenm7" "taalm7" "rekenm10" "taalm10" "CITO_sd" "track" ///
"edu4_after1980" {
use "$working_dataset/TRIO_`var'_em", clear
eststo: reg `var' c.CogPGS_sd c.NCogPGS_sd i.pedu_max_0 $controlsBE, vce(cl FamilyNumber)
}
#delimit ;
esttab using "$output_tables/TRIO/M2a_TRIO.rtf", replace label
star(+ 0.10 * 0.05 ** 0.01 *** 0.001) se(3)
stats(N r2_a, label("Observations" "Adjusted R2"))
keep($TRIO_keep1) varlabel($label_coefr) nogaps nonumbers
;
#delimit cr
* Excel
capture erase "$output_tables/TRIO/M2a_TRIO.xls"
foreach var in "rekenm7" "taalm7" "rekenm10" "taalm10" "CITO_sd" "track" ///
"edu4_after1980" {
use "$working_dataset/TRIO_`var'_em", clear
reg `var' c.CogPGS_sd c.NCogPGS_sd i.pedu_max_0 $controlsBE, vce(cl FamilyNumber)
outreg2 using "$output_tables/TRIO/M2a_TRIO.xls", label append nocons
}
capture erase "$output_tables/TRIO/M2a_TRIO.txt"
* ---------------------------------------------------------------------------- *
* M2: as above but controlling for Parents PGI
* ---------------------------------------------------------------------------- *
* Word
eststo clear
foreach var in "rekenm7" "taalm7" "rekenm10" "taalm10" "CITO_sd" "track" ///
"edu4_after1980" {
use "$working_dataset/TRIO_`var'_em", clear
eststo: reg `var' c.CogPGS_sd c.NCogPGS_sd i.pedu_max_0 $controlsBE ///
MCogPGS_sd FCogPGS_sd FNCogPGS_sd MNCogPGS_s, vce(cl FamilyNumber)
}
#delimit ;
esttab using "$output_tables/TRIO/M2b_TRIO.rtf", replace label
star(+ 0.10 * 0.05 ** 0.01 *** 0.001) se(3)
stats(N r2_a, label("Observations" "Adjusted R2"))
keep($TRIO_keep2) varlabel($label_coefr) nogaps nonumbers
;
#delimit cr
* Excel
capture erase "$output_tables/TRIO/M2b_TRIO.xls"
foreach var in "rekenm7" "taalm7" "rekenm10" "taalm10" "CITO_sd" "track" ///
"edu4_after1980" {
use "$working_dataset/TRIO_`var'_em", clear
reg `var' c.CogPGS_sd c.NCogPGS_sd i.pedu_max_0 $controlsBE MCogPGS_sd ///
FCogPGS_sd FNCogPGS_sd MNCogPGS_s, vce(cl FamilyNumber)
outreg2 using "$output_tables/TRIO/M2b_TRIO.xls", append label nocons
}
capture erase "$output_tables/TRIO/M2b_TRIO.txt"
* ---------------------------------------------------------------------------- *
* M3: Interaction PGIs x family SES
* ---------------------------------------------------------------------------- *
* Cognitive
* Word
eststo clear
foreach var in "rekenm7" "taalm7" "rekenm10" "taalm10" "CITO_sd" "track" ///
"edu4_after1980" {
use "$working_dataset/TRIO_`var'_em", clear
if `var'== edu4_after1980 {
eststo: reg `var' c.CogPGS_sd##i.pedu_max_0 NCogPGS_sd $controlsTRIO_COG, vce(cl FamilyNumber)
}
else {
eststo: reg `var' c.CogPGS_sd##i.pedu_max_0 NCogPGS_sd $controlsTRIO_mod_Cog_edumax, vce(cl FamilyNumber)
}
}
#delimit ;
esttab using "$output_tables/TRIO/M3_COG_TRIO.rtf", replace
nocons star(+ 0.10 * 0.05 ** 0.01 *** 0.001) se(3) label
stats(N r2_a, label("Observations" "Adjusted R2"))
varlabel($label_coefr) keep($TRIO_COG_keep) nogaps nonumbers
;
#delimit cr
* Excel
capture erase "$output_tables/TRIO/M3_COG_TRIO.xls"
foreach var in "rekenm7" "taalm7" "rekenm10" "taalm10" "CITO_sd" "track" ///
"edu4_after1980" {
use "$working_dataset/TRIO_`var'_em", clear
if `var'== edu4_after1980 {
reg `var' c.CogPGS_sd##i.pedu_max_0 NCogPGS_sd $controlsTRIO_COG, vce(cl FamilyNumber)
}
else {
reg `var' c.CogPGS_sd##i.pedu_max_0 NCogPGS_sd $controlsTRIO_mod_Cog_edumax, vce(cl FamilyNumber)
}
outreg2 using "$output_tables/TRIO/M3_COG_TRIO.xls", append label nocons
}
capture erase "$output_tables/TRIO/M3_COG_TRIO.txt"
* Non-Cognitive
* Word
eststo clear
foreach var in "rekenm7" "taalm7" "rekenm10" "taalm10" "CITO_sd" "track" ///
"edu4_after1980" {
use "$working_dataset/TRIO_`var'_em", clear
if `var'== edu4_after1980 {
eststo: reg `var' c.NCogPGS_sd##i.pedu_max_0 CogPGS_sd $controlsTRIO_NCOG, vce(cl FamilyNumber)
}
else {
eststo: reg `var' c.NCogPGS_sd##i.pedu_max_0 CogPGS_sd $controlsTRIO_mod_NCog_edumax, vce(cl FamilyNumber)
}
}
#delimit ;
esttab using "$output_tables/TRIO/M3_NCOG_TRIO.rtf", replace
nocons star(+ 0.10 * 0.05 ** 0.01 *** 0.001) se(3) label
stats(N r2_a, label("Observations" "Adjusted R2"))
varlabel($label_coefr) keep($TRIO_NCOG_keep) nogaps nonumbers
;
#delimit cr
* Excel
capture erase "$output_tables/TRIO/M3_NCOG_TRIO.xls"
foreach var in "rekenm7" "taalm7" "rekenm10" "taalm10" "CITO_sd" "track" ///
"edu4_after1980" {
use "$working_dataset/TRIO_`var'_em", clear
if `var'== edu4_after1980 {
reg `var' c.NCogPGS_sd##i.pedu_max_0 CogPGS_sd $controlsTRIO_NCOG, vce(cl FamilyNumber)
}
else {
reg `var' c.NCogPGS_sd##i.pedu_max_0 CogPGS_sd $controlsTRIO_mod_NCog_edumax, vce(cl FamilyNumber)
}
outreg2 using "$output_tables/TRIO/M3_NCOG_TRIO.xls", append label nocons
}
capture erase "$output_tables/TRIO/M3_NCOG_TRIO.txt"
********************************************************************************
* Within-family
********************************************************************************
* ---------------------------------------------------------------------------- *
* Globals
* ---------------------------------------------------------------------------- *
#delimit ;
global label_coefr 1.pedu_max_0 "SES (ref: Low-SES)"
NCogPGS_sd "Non-Cognitive PGS" _cons "Constant"
1.pedu_max_0#c.CogPGS_sd "SES x PGS Cognitive"
1.pedu_max_0#c.NCogPGS_sd "SES x PGS Non-Cognitive"
0.pedu_max_0#c.CogPGS_sd "SES (ref: Low)"
0.pedu_max_0#c.NCogPGS_sd "SES (ref: Low)"
CogPGS_sd "Cognitive PGS"
;
#delimit cr
global WI_keep CogPGS_sd NCogPGS_sd
global WI_COG_keep CogPGS_sd 1.pedu_max_0#c.CogPGS_sd NCogPGS_sd
global WI_NCOG_keep NCogPGS_sd 1.pedu_max_0#c.NCogPGS_sd CogPGS_sd
* ---------------------------------------------------------------------------- *
* M1: Main impact PGIs
* ---------------------------------------------------------------------------- *
* Word
eststo clear
foreach var in "rekenm7" "taalm7" "rekenm10" "taalm10" "CITO_sd" "track" "edu4_after1980" {
use "$working_dataset/WI_`var'_em", clear
xtset FamilyNumber
eststo: xtreg `var' CogPGS_sd NCogPGS_sd $controlsWI if dup_`var'==1, fe vce(cl FamilyNumber)
}
#delimit ;
esttab using "$output_tables/WI/M1_WI.rtf", replace label
star(+ 0.10 * 0.05 ** 0.01 *** 0.001) se(3)
stats(N r2_a, label("Observations" "Adjusted R2"))
keep($WI_keep) varlabel($label_coefr) nogaps nonumbers
addnote("PCs and Platform are included as controls" "Equation: reg outcomes CogPGS_sd NCogPGS_sd $controlsWI")
;
#delimit cr
* Excel
capture erase "$output_tables/WI/M1_WI.xls"
foreach var in "rekenm7" "taalm7" "rekenm10" "taalm10" "CITO_sd" "track" "edu4_after1980" {
use "$working_dataset/WI_`var'_em", clear
xtset FamilyNumber
xtreg `var' CogPGS_sd NCogPGS_sd $controlsWI if dup_`var'==1, fe vce(cl FamilyNumber)
outreg2 using "$output_tables/WI/M1_WI.xls", append label nocons
}
capture erase "$output_tables/WI/M1_WI.txt"
* ---------------------------------------------------------------------------- *
* M3: Interaction PGIs x family SES
* ---------------------------------------------------------------------------- *
* Cognitive
* Word
eststo clear
foreach var in "rekenm7" "taalm7" "rekenm10" "taalm10" "CITO_sd" "track" "edu4_after1980" {
use "$working_dataset/WI_`var'_em", clear
xtset FamilyNumber
eststo: xtreg `var' CogPGS_sd NCogPGS_sd c.CogPGS_sd#i.pedu_max_0 $controlsWI_mod_Cog_edumax if dup_`var'==1, fe vce(cl FamilyNumber)
}
#delimit ;
esttab using "$output_tables/WI/M3_COG_WI.rtf", replace
label nocons star(+ 0.10 * 0.05 ** 0.01 *** 0.001) se(3)
stats(N r2_a, label("Observations" "Adjusted R2"))
keep($WI_COG_keep) varlabel($label_coefr) nogaps nonumbers
;
#delimit cr
* Excel
capture erase "$output_tables/WI/M3_COG_WI.xls"
foreach var in "rekenm7" "taalm7" "rekenm10" "taalm10" "CITO_sd" "track" "edu4_after1980" {
use "$working_dataset/WI_`var'_em", clear
xtset FamilyNumber
xtreg `var' CogPGS_sd NCogPGS_sd c.CogPGS_sd#i.pedu_max_0 $controlsWI_mod_Cog_edumax if dup_`var'==1, fe vce(cl FamilyNumber)
outreg2 using "$output_tables/WI/M3_COG_WI.xls", append label nocons
local replace
}
capture erase "$output_tables/WI/M3_COG_WI.txt"
* Non-Cognitive
* Word
eststo clear
foreach var in "rekenm7" "taalm7" "rekenm10" "taalm10" "CITO_sd" "track" "edu4_after1980" {
use "$working_dataset/WI_`var'_em", clear
xtset FamilyNumber
eststo: xtreg `var' NCogPGS_sd CogPGS_sd c.NCogPGS_sd#i.pedu_max_0 $controlsWI_mod_NCog_edumax if dup_`var'==1, fe vce(cl FamilyNumber)
}
#delimit ;
esttab using "$output_tables/WI/M3_NCOG_WI.rtf", replace
label nocons star(+ 0.10 * 0.05 ** 0.01 *** 0.001) se(3)
stats(N r2_a, label("Observations" "Adjusted R2"))
keep($WI_NCOG_keep) varlabel($label_coefr) nogaps nonumbers
;
#delimit cr
* Excel
capture erase "$output_tables/WI/M3_NCOG_WI_yob.xls"
foreach var in "rekenm7" "taalm7" "rekenm10" "taalm10" "CITO_sd" "track" "edu4_after1980" {
use "$working_dataset/WI_`var'_em", clear
xtset FamilyNumber
xtreg `var' NCogPGS_sd CogPGS_sd c.NCogPGS_sd#i.pedu_max_0 $controlsWI_mod_NCog_edumax if dup_`var'==1, fe vce(cl FamilyNumber)
outreg2 using "$output_tables/WI/M3_NCOG_WI.xls", append label nocons
}
capture erase "$output_tables/WI/M3_NCOG_WI.txt"
********************************************************************************
* Between-family
********************************************************************************
* ---------------------------------------------------------------------------- *
* Globals
* ---------------------------------------------------------------------------- *
#delimit ;
global label_coefr 1.pedu_max_0 "SES (ref: Low-SES)"
NCogPGS_sd "Non-Cognitive PGS" _cons "Constant"
1.pedu_max_0#c.CogPGS_sd "SES x PGS Cognitive"
1.pedu_max_0#c.NCogPGS_sd "SES x PGS Non-Cognitive"
0.pedu_max_0#c.CogPGS_sd "SES (ref: Low)"
0.pedu_max_0#c.NCogPGS_sd "SES (ref: Low)"
CogPGS_sd "Cognitive PGS"
;
#delimit cr
global BE_keep CogPGS_sd NCogPGS_sd
global BE_keep1 CogPGS_sd NCogPGS_sd pedu_max_0
global BE_COG_keep CogPGS_sd 1.pedu_max_0 1.pedu_max_0#c.CogPGS_sd ///
NCogPGS_sd
global BE_NCOG_keep NCogPGS_sd 1.pedu_max_0 1.pedu_max_0#c.NCogPGS_sd ///
CogPGS_sd
* ---------------------------------------------------------------------------- *
* M1: Main impact PGIs
* ---------------------------------------------------------------------------- *
* Word
eststo clear
foreach var in "rekenm7" "taalm7" "rekenm10" "taalm10" "CITO_sd" "track" ///
"edu4_after1980" {
use "$working_dataset/BE_`var'_em", clear
eststo: reg `var' c.CogPGS_sd c.NCogPGS_sd $controlsBE, vce(cl FamilyNumber)
}
#delimit ;
esttab using "$output_tables/BE/M1_BE.rtf", replace label
varlabel($label_coefr) star(+ 0.10 * 0.05 ** 0.01 *** 0.001)
stats(N r2_a, label("Observations" "Adjusted R2"))
keep($BE_keep) nogaps nonumbers
se(3)
;
#delimit cr
* Excel
capture erase "$output_tables/BE/M1_BE.xls"
foreach var in "rekenm7" "taalm7" "rekenm10" "taalm10" "CITO_sd" "track" ///
"edu4_after1980" {
use "$working_dataset/BE_`var'_em", clear
reg `var' c.CogPGS_sd c.NCogPGS_sd $controlsBE, vce(cl FamilyNumber)
outreg2 using "$output_tables/BE/M1_BE.xls", append label nocons
}
capture erase "$output_tables/BE/M1_BE.txt"
* ---------------------------------------------------------------------------- *
* M2: Main impact PGIs and family SES
* ---------------------------------------------------------------------------- *
* Word
eststo clear
foreach var in "rekenm7" "taalm7" "rekenm10" "taalm10" "CITO_sd" "track" ///
"edu4_after1980" {
use "$working_dataset/BE_`var'_em", clear
eststo: reg `var' c.CogPGS_sd c.NCogPGS_sd i.pedu_max_0 $controlsBE, vce(cl FamilyNumber)
}
#delimit ;
esttab using "$output_tables/BE/M2_BE.rtf", replace label
keep($BE_keep 1.pedu_max_0) nogaps nonumbers
stats(N r2_a, label("Observations" "Adjusted R2"))
star(+ 0.10 * 0.05 ** 0.01 *** 0.001) se(3) varlabel($label_coefr)
;
#delimit cr
* Excel
capture erase "$output_tables/BE/M2_BE.xls"
foreach var in "rekenm7" "taalm7" "rekenm10" "taalm10" "CITO_sd" "track" ///
"edu4_after1980" {
use "$working_dataset/BE_`var'_em", clear
reg `var' c.CogPGS_sd c.NCogPGS_sd i.pedu_max_0 $controlsBE, vce(cl FamilyNumber)
outreg2 using "$output_tables/BE/M2_BE.xls", append label nocons
}
capture erase "$output_tables/BE/M2_BE.txt"
* ---------------------------------------------------------------------------- *
* M3: Interaction PGIs x family SES
* ---------------------------------------------------------------------------- *
* Cognitive
* Word
eststo clear
foreach var in "rekenm7" "taalm7" "rekenm10" "taalm10" "CITO_sd" "track" ///
"edu4_after1980" {
use "$working_dataset/BE_`var'_em", clear
eststo: reg `var' c.CogPGS_sd##i.pedu_max_0 NCogPGS_sd $controlsBE_mod_Cog_edumax, vce(cl FamilyNumber)
}
#delimit ;
esttab using "$output_tables/BE/M3_COG_BE.rtf",
replace label varlabel($label_coefr)
nocons star(+ 0.10 * 0.05 ** 0.01 *** 0.001) se(3)
stats(N r2_a, label("Observations" "Adjusted R2"))
keep($BE_COG_keep) nogaps nonumbers
;
#delimit cr
* Excel
capture erase "$output_tables/BE/M3_COG_BE.xls"
foreach var in "rekenm7" "taalm7" "rekenm10" "taalm10" "CITO_sd" "track" ///
"edu4_after1980" {
use "$working_dataset/BE_`var'_em", clear
reg `var' c.CogPGS_sd##i.pedu_max_0 NCogPGS_sd $controlsBE_mod_Cog_edumax, vce(cl FamilyNumber)
outreg2 using "$output_tables/BE/M3_COG_BE.xls", append label nocons
}
capture erase "$output_tables/BE/M3_COG_BE.txt"
* Non-Cognitive
* Word
eststo clear
foreach var in "rekenm7" "taalm7" "rekenm10" "taalm10" "CITO_sd" "track" ///
"edu4_after1980" {
use "$working_dataset/BE_`var'_em", clear
eststo: reg `var' c.NCogPGS_sd##i.pedu_max_0 CogPGS_sd $controlsBE_mod_NCog_edumax, vce(cl FamilyNumber)
}
#delimit ;
esttab using "$output_tables/BE/M3_NCOG_BE.rtf",
replace label varlabel($label_coefr)
nocons star(+ 0.10 * 0.05 ** 0.01 *** 0.001) se(3)
stats(N r2_a, label("Observations" "Adjusted R2"))
keep($BE_NCOG_keep) nogaps nonumbers
;
#delimit cr
* Excel
capture erase "$output_tables/BE/M3_NCOG_BE.xls"
foreach var in "rekenm7" "taalm7" "rekenm10" "taalm10" "CITO_sd" "track" ///
"edu4_after1980" {
use "$working_dataset/BE_`var'_em", clear
eststo: reg `var' c.NCogPGS_sd##i.pedu_max_0 CogPGS_sd $controlsBE_mod_NCog_edumax, vce(cl FamilyNumber)
outreg2 using "$output_tables/BE/M3_NCOG_BE.xls", append label nocons
}
capture erase "$output_tables/BE/M3_NCOG_BE.txt"