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26/replication_package/doFiles/analysis.do

@@ -0,0 +1,1962 @@
+clear all
+
+// Data management 
+if 1 {
+
+	use "data/dataExpB.dta"
+
+	gen fl_high = fl_score_compound == 1
+
+	gen discount_unframed = v_unframed/amount * 100
+	gen discount_framed = v_framed/amount_precise * 100
+	gen discount_framed_72 = v_framed/amount * 100
+
+	sort id delay
+	by id delay: egen min_discount_unframed = min(discount_unframed)
+	by id delay: egen max_discount_unframed = max(discount_unframed)
+
+	gen diff = discount_framed - discount_unframed
+	gen diff72 = discount_framed - discount_unframed
+	gen absDiff = abs(discount_framed - discount_unframed)
+
+
+	// generate treatment dummies
+	gen contNew = fined == 0 // Control
+	gen fullNew = fined == 1 // Full
+
+	gen sample = "new"
+
+	append using "data/dataExpA.dta"
+	gen sqDiff = abs(discount_framed^2 - discount_unframed^2) / 100
+
+		
+	replace sample = "old" if sample == ""
+	replace absDiff = abs(discount_framed - discount_unframed)
+
+	replace Full = 0 if sample == "new"
+	replace Cont = 0 if sample == "new"
+	replace Rule72 = 0 if sample == "new"
+	replace Rhetoric = 0 if sample == "new"
+	replace fullNew = 0 if sample == "old"
+	replace contNew = 0 if sample == "old"
+
+	gen condition = .
+	replace condition = 0 if Control  == 1
+	replace condition = 1 if contNew  == 1
+	replace condition = 2 if Full     == 1
+	replace condition = 3 if fullNew  == 1
+	replace condition = 4 if Rule72   == 1
+	replace condition = 5 if Rhetoric == 1
+	la de condition 0 "C old" 1 "C new" 2 "Tr old" 3 "Tr new" 4 "Subst. only" 5 "Rhet. only"
+	la val condition condition
+
+	// attrition: 1 subject in Treatment, 1 subject in Control
+
+	su score_compounding  	if Full == 1
+	su score_compounding  	if Control == 1
+
+
+
+	reg score_compounding  	contNew fullNew if sample == "new" & multi == 0, nocons cl(id)
+	reg discount_unframed  	contNew fullNew if sample == "new" & multi == 0, nocons cl(id)
+	reg discount_framed  	contNew fullNew if sample == "new" & multi == 0, nocons cl(id)
+	reg absDiff  			contNew fullNew if sample == "new" & multi == 0, nocons cl(id)
+	reg sqDiff  			contNew fullNew if sample == "new" & multi == 0, nocons cl(id)
+	reg diff  				contNew fullNew if sample == "new" & multi == 0, nocons cl(id)
+
+	reg absDiff  			fullNew if sample == "new" & multi == 0, cl(id)
+	reg sqDiff  			fullNew if sample == "new" & multi == 0, cl(id)
+	reg diff  				fullNew if sample == "new" & multi == 0, cl(id)
+
+
+	reg discount_framed  	fullNew if sample == "new" & multi == 0, cl(id)
+	reg discount_framed  	Full if sample == "old" & multi == 0 & (Full == 1 | Control == 1), cl(id)
+
+
+	reg absDiff  Full	 	if  multi == 0 & (Full == 1 | fullNew == 1),  cl(id)
+
+	reg absDiff  		  	if  multi == 0 & Full == 1 ,  cl(id)
+	reg absDiff  		  	if  multi == 0 & fullNew == 1 ,  cl(id)
+
+
+
+	// get individual-specific means 
+
+	bysort id: egen vSimple  = mean(discount_unfr)
+	bysort id: egen vComplex = mean(discount_framed)
+
+	gen dRaw = vComplex - vSimple
+	gen dAbs = abs(dRaw)
+	gen dSq  = dAbs^2	
+	
+	
+	replace id = 10000 + id if sample == "old"
+	replace id = 20000 + id if sample == "new"
+
+	cap drop tag 
+	egen tag = tag(id)
+	
+	cap drop r72report
+	gen r72report = rule72 == 1
+	
+	cap drop r72invReport
+	gen r72invReport = rule72_inv == 1
+	
+	
+	// keep single-switchers only
+	keep if multi == 0	
+
+	
+	bysort id: egen meanVsimple36_i = mean(discount_unframed) if delay == 36
+	bysort id: egen meanVsimple72_i = mean(discount_unframed) if delay == 72
+
+	bysort id: egen meanVsimple36 = mean(meanVsimple36_i) 
+	bysort id: egen meanVsimple72 = mean(meanVsimple72_i) 
+
+	replace meanVsimple36 = meanVsimple36 / 100
+	replace meanVsimple72 = meanVsimple72 / 100
+
+	gen delta = meanVsimple72 / meanVsimple36
+	gen beta = meanVsimple36^2 / meanVsimple72
+	
+	gen meanVsimple = 100 * (meanVsimple36 + meanVsimple72)/2
+	
+	
+
+	bysort id: egen meanVsimple36first_i = mean(discount_unframed) if delay == 36 & treatment <= 5
+	bysort id: egen meanVsimple72first_i = mean(discount_unframed) if delay == 72 & treatment <= 5
+
+	bysort id: egen meanVsimple36first = mean(meanVsimple36first_i) 
+	bysort id: egen meanVsimple72first = mean(meanVsimple72first_i) 
+	
+	replace meanVsimple36first = meanVsimple36first / 100
+	replace meanVsimple72first = meanVsimple72first / 100
+
+	gen deltaFirst = meanVsimple72first / meanVsimple36first
+	gen betaFirst = meanVsimple36first^2 / meanVsimple72first
+	
+
+	bysort id: egen meanVsimple36second_i = mean(discount_unframed) if delay == 36 & treatment > 5
+	bysort id: egen meanVsimple72second_i = mean(discount_unframed) if delay == 72 & treatment > 5
+
+	bysort id: egen meanVsimple36second = mean(meanVsimple36second_i) 
+	bysort id: egen meanVsimple72second = mean(meanVsimple72second_i) 
+	
+	
+	
+	replace meanVsimple36second = meanVsimple36second / 100
+	replace meanVsimple72second = meanVsimple72second / 100
+
+	gen deltaSecond = meanVsimple72second / meanVsimple36second
+	gen betaSecond = meanVsimple36second^2 / meanVsimple72second
+	
+	
+	
+	
+	
+	
+	bysort id: egen meanVcomplex36_i = mean(discount_framed) if delay == 36
+	bysort id: egen meanVcomplex72_i = mean(discount_framed) if delay == 72
+
+	bysort id: egen meanVcomplex36 = mean(meanVcomplex36_i) 
+	bysort id: egen meanVcomplex72 = mean(meanVcomplex72_i) 
+
+	replace meanVcomplex36 = meanVcomplex36 / 100
+	replace meanVcomplex72 = meanVcomplex72 / 100
+
+	gen meanVcomplex = 100 * (meanVcomplex36 + meanVcomplex72)/2
+
+	replace income = . if income < 0
+	replace income = 1000*income if sample == "old"
+		
+	save "data/managedData.dta", replace
+	
+}
+	
+
+// Mentioned in main text
+if 1 {
+	forvalues i = 1 / 5 {
+		noisily: tab finlit`i'
+	}
+}
+	
+// Graphs
+if 1 {
+
+	// CDF
+	if 1 {
+		local scale = 1.3
+		local aspect = 0.8
+		
+		preserve
+			keep if sample == "old"
+			replace diff = 100 if diff>100
+			replace diff = -100 if diff < -100
+			distplot diff if fined <= 1, over(fined) ///
+				scheme(s2mono) ///
+				legend(order(1 "Control A" 2 "Treatment A") col(1) ring(0) pos(11)) ///
+				xtitle("Valuation difference (complex minus simple)") ///
+				ytitle("Cumulative probability") xlabel(-100(50)100) ///
+				bgcolor(white) graphregion(color(white)) ///	
+				scale(*`scale') aspect(`aspect')
+			graph export "graphs/cdfExpA.pdf", replace
+		restore
+
+
+		
+		preserve
+			keep if sample == "new"
+			replace diff = -100 if diff < -100
+			replace diff = 100  if diff >  100
+			distplot diff , over(condition) ///
+				scheme(s2mono) ///
+				legend(order(1 "Control B" 2 "Treatment B") col(1) ring(0) pos(11)) ///
+				xtitle("Valuation difference (complex minus simple)") ///
+				ytitle("Cumulative probability") xlabel(-100(50)100) ///
+				bgcolor(white) graphregion(color(white)) ///	
+				scale(*`scale') aspect(`aspect')
+			graph export "graphs/cdfExpB.pdf", replace
+		restore
+		
+		
+		
+	}
+	
+	// CDFs with simple frame superimposed
+	if 1 {
+		
+		bysort id delay: egen vSimple12_i = mean(discount_unframed) if amount == 12
+		bysort id delay: egen vSimple14_i = mean(discount_unframed) if amount == 14
+		bysort id delay: egen vSimple16_i = mean(discount_unframed) if amount == 16
+		bysort id delay: egen vSimple18_i = mean(discount_unframed) if amount == 18
+		bysort id delay: egen vSimple20_i = mean(discount_unframed) if amount == 20
+
+		bysort id delay: egen vSimple12 = mean(vSimple12_i) 
+		bysort id delay: egen vSimple14 = mean(vSimple14_i) 
+		bysort id delay: egen vSimple16 = mean(vSimple16_i) 
+		bysort id delay: egen vSimple18 = mean(vSimple18_i) 
+		bysort id delay: egen vSimple20 = mean(vSimple20_i) 
+
+		gen simpleDiff = . 
+		replace simpleDiff = discount_unframed - vSimple14 if amount == 12
+		replace simpleDiff = discount_unframed - vSimple16 if amount == 18
+		replace simpleDiff = discount_unframed - vSimple12 if amount == 14
+		replace simpleDiff = discount_unframed - vSimple18 if amount == 16
+
+		local scale = 1.1
+		local aspect = 0.8
+		preserve
+			keep if sample == "new"
+			keep if fined == 0 
+			stack diff simpleDiff, into(depVar) clear
+			keep if depVar ~= . 
+			save "data/temp.dta", replace
+		restore
+		
+		preserve
+			keep if sample == "new"
+			keep if fined == 1 
+			stack diff simpleDiff, into(depVar) clear
+			replace _stack = 5 if _stack == 1
+			append using "data/temp.dta"
+			replace _stack = 3 if _stack == 2
+			replace _stack = 2 if _stack == 5
+			keep if depVar ~= .
+			replace depVar = 100 if depVar>100
+			replace depVar = -100 if depVar < -100
+			distplot depVar, over(_stack) ///
+				scheme(s2mono) ///
+				legend(order(1 "Control B" 2 "Treatment B" 3 "Simple frame B") col(1) ring(0) pos(11)) ///
+				xtitle(" ") ///
+				ytitle(" ") xlabel(-100(50)100) ///
+				bgcolor(white) graphregion(color(white)) ///	
+				scale(*`scale') aspect(`aspect')
+			graph export "graphs/cdfBWithSimple.pdf", replace
+		restore
+		
+		
+		
+		local scale = 1.1
+		local aspect = 0.8
+		preserve
+			keep if sample == "old"
+			keep if fined == 0 
+			stack diff simpleDiff, into(depVar) clear
+			keep if depVar ~= . 
+			save "data/temp.dta", replace
+		restore
+		
+		preserve
+			keep if sample == "old"
+			keep if fined == 1 
+			stack diff simpleDiff, into(depVar) clear
+			replace _stack = 5 if _stack == 1
+			append using "data/temp.dta"
+			replace _stack = 3 if _stack == 2
+			replace _stack = 2 if _stack == 5
+			keep if depVar ~= .
+			replace depVar = 100 if depVar>100
+			replace depVar = -100 if depVar < -100
+			distplot depVar, over(_stack) ///
+				scheme(s2mono) ///
+				legend(order(1 "Control A" 2 "Treatment A" 3 "Simple frame A") col(1) ring(0) pos(11)) ///
+				xtitle(" ") ///
+				ytitle(" ") xlabel(-100(50)100) ///
+				bgcolor(white) graphregion(color(white)) ///	
+				scale(*`scale') aspect(`aspect')
+			graph export "graphs/cdfAWithSimple.pdf", replace
+		restore
+	}
+	
+	// Bar graphs
+	if 1 {
+		
+		preserve
+		
+			local var = "score_compounding"
+			local scale = 1.3
+			local aspect = 0.8
+			local lwidth = 0.2
+			
+			keep if Full == 1 | Control == 1 | fullNew == 1 | contNew == 1
+		
+			gen tr = .
+			replace tr = 1 if Control == 1
+			replace tr = 2 if Full == 1
+			replace tr = 3 if contNew == 1
+			replace tr = 4 if fullNew == 1
+			
+			
+			xi, noomit: reg `var' i.tr, nocons cl(id)
+				local s1 = _se[_Itr_1]
+				local s2 = _se[_Itr_2]
+				local s3 = _se[_Itr_3]
+				local s4 = _se[_Itr_4]
+		
+			collapse `var', by(tr)
+			
+			gen top = . 
+			replace top = `var' + `s1'*1.96 if tr == 1
+			replace top = `var' + `s2'*1.96 if tr == 2
+			replace top = `var' + `s3'*1.96 if tr == 3
+			replace top = `var' + `s4'*1.96 if tr == 4
+			
+			gen bottom = . 
+			replace bottom = `var' - `s1'*1.96 if tr == 1
+			replace bottom = `var' - `s2'*1.96 if tr == 2
+			replace bottom = `var' - `s3'*1.96 if tr == 3
+			replace bottom = `var' - `s4'*1.96 if tr == 4
+			
+			replace tr = tr + 0.5 if tr > 2
+
+			tw 	(bar `var' tr						///
+					, barwidth(0.8) color(gs13) lwidth(`lwidth') lcolor(black)) ///
+				(bar `var' tr if tr == 2 | tr > 4	///
+					, barwidth(0.8) color(gs5) lwidth(`lwidth')  lcolor(black)) ///
+				(rcap bottom top tr, lcolor(black) lwidth(`lwidth')) ///
+				, ///
+				legend(order(1 "Control" 2 "Treatment") col(2) ring(0) pos(12)) ///
+				xtitle(" ") ytitle("Correct answers (out of 5)" " ") ///
+				ylabel(0(1)5) ///
+				xlabel(1.5 "Experiment A" 4 "Experiment B") ///
+				bgcolor(white) graphregion(color(white)) ///	
+				scale(*`scale') aspect(`aspect') ///
+				xscale(range(0.5 5)) 
+			graph export "graphs/figure1A.pdf", replace
+
+		restore
+		
+		
+		
+		
+		
+		preserve
+			local var = "discount_framed"
+			local scale = 1.3
+			local aspect = 0.8
+			local lwidth = 0.2
+			
+			keep if Full == 1 | Control == 1 | fullNew == 1 | contNew == 1
+		
+			gen tr = .
+			replace tr = 1 if Control == 1
+			replace tr = 2 if Full == 1
+			replace tr = 3 if contNew == 1
+			replace tr = 4 if fullNew == 1
+			
+			
+			xi, noomit: reg `var' i.tr, nocons cl(id)
+				local s1 = _se[_Itr_1]
+				local s2 = _se[_Itr_2]
+				local s3 = _se[_Itr_3]
+				local s4 = _se[_Itr_4]
+		
+			collapse `var', by(tr)
+			
+			gen top = . 
+			replace top = `var' + `s1'*1.96 if tr == 1
+			replace top = `var' + `s2'*1.96 if tr == 2
+			replace top = `var' + `s3'*1.96 if tr == 3
+			replace top = `var' + `s4'*1.96 if tr == 4
+			
+			gen bottom = . 
+			replace bottom = `var' - `s1'*1.96 if tr == 1
+			replace bottom = `var' - `s2'*1.96 if tr == 2
+			replace bottom = `var' - `s3'*1.96 if tr == 3
+			replace bottom = `var' - `s4'*1.96 if tr == 4
+			
+			replace tr = tr + 0.5 if tr > 2
+
+			tw 	(bar `var' tr						///
+					, barwidth(0.8) color(gs13) lwidth(`lwidth') lcolor(black)) ///
+				(bar `var' tr if tr == 2 | tr > 4	///
+					, barwidth(0.8) color(gs5) lwidth(`lwidth')  lcolor(black)) ///
+				(rcap bottom top tr, lcolor(black) lwidth(`lwidth')) ///
+				, ///
+				legend(order(1 "Control" 2 "Treatment") col(2) ring(0) pos(12)) ///
+				xtitle(" ") ytitle("WTP in cents for $1 in the future," "framed as interest-bearing investment" " ") ///
+				ylabel(0(20)100) ///
+				xscale(range(0.5 5)) ///
+				xlabel(1.5 "Experiment A" 4 "Experiment B") ///
+				bgcolor(white) graphregion(color(white)) ///	
+				scale(*`scale') aspect(`aspect')
+			graph export "graphs/figure1B.pdf", replace
+			
+			
+		restore
+	
+	
+		
+	
+		
+		
+		
+		
+
+		preserve
+		
+			local var = "absDiff"
+			replace `var' = -`var'
+			local scale = 1.3
+			local aspect = 0.8
+			local lwidth = 0.2
+			local lwidth2 = 0.6
+			
+			keep if Full == 1 | Control == 1 | fullNew == 1 | contNew == 1
+		
+			gen tr = .
+			replace tr = 1 if Control == 1
+			replace tr = 2 if Full == 1
+			replace tr = 3 if contNew == 1
+			replace tr = 4 if fullNew == 1
+			
+			
+			xi, noomit: reg `var' i.tr, nocons cl(id)
+				local s1 = _se[_Itr_1]
+				local s2 = _se[_Itr_2]
+				local s3 = _se[_Itr_3]
+				local s4 = _se[_Itr_4]
+		
+			collapse `var', by(tr)
+			
+			gen top = . 
+			replace top = `var' + `s1'*1.96 if tr == 1
+			replace top = `var' + `s2'*1.96 if tr == 2
+			replace top = `var' + `s3'*1.96 if tr == 3
+			replace top = `var' + `s4'*1.96 if tr == 4
+			
+			gen bottom = . 
+			replace bottom = `var' - `s1'*1.96 if tr == 1
+			replace bottom = `var' - `s2'*1.96 if tr == 2
+			replace bottom = `var' - `s3'*1.96 if tr == 3
+			replace bottom = `var' - `s4'*1.96 if tr == 4
+			
+			keep if tr <= 2
+			
+			local top -15
+			tw 	(line `var' tr					///
+					,  lwidth(`lwidth2') lcolor(black)) ///
+				(rcap bottom top tr, lcolor(black) lwidth(`lwidth')) ///
+				, ///
+				legend(off) ///
+				xtitle(" ") ytitle("Negative absolute value" "of valuation difference" " ") ///
+				ylabel(-30(5)`top') ///
+				xscale(range(0.5 2.5)) ///
+				xlabel(1 "Control" 2 "Treatment") ///
+				bgcolor(white) graphregion(color(white)) ///	
+				scale(*`scale') aspect(`aspect')
+			
+			graph export "graphs/finCompLinesA.pdf", replace
+		restore		
+			
+
+			
+
+		preserve
+		
+			local var = "absDiff"
+			replace `var' = -`var'
+			local scale = 1.3
+			local aspect = 0.8
+			local lwidth = 0.2
+			local lwidth2 = 0.6
+			
+			keep if Full == 1 | Control == 1 | fullNew == 1 | contNew == 1
+		
+			gen tr = .
+			replace tr = 1 if Control == 1
+			replace tr = 2 if Full == 1
+			replace tr = 3 if contNew == 1
+			replace tr = 4 if fullNew == 1
+			
+			
+			xi, noomit: reg `var' i.tr, nocons cl(id)
+				local s1 = _se[_Itr_1]
+				local s2 = _se[_Itr_2]
+				local s3 = _se[_Itr_3]
+				local s4 = _se[_Itr_4]
+		
+			collapse `var', by(tr)
+			
+			gen top = . 
+			replace top = `var' + `s1'*1.96 if tr == 1
+			replace top = `var' + `s2'*1.96 if tr == 2
+			replace top = `var' + `s3'*1.96 if tr == 3
+			replace top = `var' + `s4'*1.96 if tr == 4
+			
+			gen bottom = . 
+			replace bottom = `var' - `s1'*1.96 if tr == 1
+			replace bottom = `var' - `s2'*1.96 if tr == 2
+			replace bottom = `var' - `s3'*1.96 if tr == 3
+			replace bottom = `var' - `s4'*1.96 if tr == 4
+			
+			keep if tr > 2
+			replace tr = tr - 2
+			
+			local top -15
+			tw 	(line `var' tr					///
+					,  lwidth(`lwidth2') lcolor(black)) ///
+				(rcap bottom top tr, lcolor(black) lwidth(`lwidth')) ///
+				, ///
+				legend(off) ///
+				xtitle(" ") ytitle("Negative absolute value" "of valuation difference" " ") ///
+				ylabel(-30(5)`top') ///
+				xscale(range(0.5 2.5)) ///
+				xlabel(1 "Control" 2 "Treatment") ///
+				bgcolor(white) graphregion(color(white)) ///	
+				scale(*`scale') aspect(`aspect')
+			
+			graph export "graphs/finCompLinesB.pdf", replace
+		restore		
+						
+	}
+	
+}
+
+// Tables 
+if 1 {
+	// Table test scores
+	if 1 {
+		preserve
+		
+		replace Full = fullNew if sample == "new"
+
+		reg score_compounding Full if tag == 1 & (Full == 1 | Control == 1) & sample == "old", cl(id)
+		local subj = e(N_clust)
+		lincom _b[_cons] + _b[Full]
+		local levelFull = r(estimate)
+		local seFull = r(se)
+		outreg2 using "tables/testScores.tex", ///
+			 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+			 tex(frag) ///
+			 dec(3) replace
+			 
+		reg score_compounding Full if tag == 1 & (fullNew == 1 | contNew == 1) & sample == "new", cl(id)
+		local subj = e(N_clust)
+		lincom _b[_cons] + _b[Full]
+		local levelFull = r(estimate)
+		local seFull = r(se)
+		outreg2 using "tables/testScores.tex", ///
+			 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+			 tex(frag) ///
+			 dec(3) 
+			 
+
+		reg score_indexing Full if tag == 1 & (Full == 1 | Control == 1) & sample == "old", cl(id)
+		local subj = e(N_clust)
+		lincom _b[_cons] + _b[Full]
+		local levelFull = r(estimate)
+		local seFull = r(se)
+		outreg2 using "tables/testScores.tex", ///
+			 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+			 tex(frag) ///
+			 dec(3) 
+			 
+		reg score_indexing Full if tag == 1 & (fullNew == 1 | contNew == 1) & sample == "new", cl(id)
+		local subj = e(N_clust)
+		lincom _b[_cons] + _b[Full]
+		local levelFull = r(estimate)
+		local seFull = r(se)
+		outreg2 using "tables/testScores.tex", ///
+			 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+			 tex(frag) ///
+			 dec(3) 
+		restore
+	}	
+
+	// Table individual test questions 
+	if 1 {
+
+		// Experiment A	 
+			 
+		reg t1 Full Rule72 Rhetoric if  sample == "old" & tag == 1, cl(id)
+		local subj = e(N_clust)
+		lincom _b[_cons] + _b[Full]
+		local levelFull = r(estimate)
+		local seFull = r(se)
+		outreg2 using "tables/indivTestQuestionsA.tex", ///
+			 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+			 tex(frag) ///
+			 dec(3) adec(3) replace	
+			 
+
+		reg t2 Full Rule72 Rhetoric if  sample == "old" & tag == 1, cl(id)
+		local subj = e(N_clust)
+		lincom _b[_cons] + _b[Full]
+		local levelFull = r(estimate)
+		local seFull = r(se)
+		outreg2 using "tables/indivTestQuestionsA.tex", ///
+			 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+			 tex(frag) ///
+			 dec(3) adec(3) 	
+
+		reg t3 Full Rule72 Rhetoric if  sample == "old" & tag == 1, cl(id)
+		local subj = e(N_clust)
+		lincom _b[_cons] + _b[Full]
+		local levelFull = r(estimate)
+		local seFull = r(se)
+		outreg2 using "tables/indivTestQuestionsA.tex", ///
+			 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+			 tex(frag) ///
+			 dec(3) adec(3) 	
+
+		reg t4 Full Rule72 Rhetoric if  sample == "old" & tag == 1, cl(id)
+		local subj = e(N_clust)
+		lincom _b[_cons] + _b[Full]
+		local levelFull = r(estimate)
+		local seFull = r(se)
+		outreg2 using "tables/indivTestQuestionsA.tex", ///
+			 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+			 tex(frag) ///
+			 dec(3) adec(3) 	
+							 
+
+		reg t5 Full Rule72 Rhetoric if  sample == "old" & tag == 1, cl(id)
+		local subj = e(N_clust)
+		lincom _b[_cons] + _b[Full]
+		local levelFull = r(estimate)
+		local seFull = r(se)
+		outreg2 using "tables/indivTestQuestionsA.tex", ///
+			 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+			 tex(frag) ///
+			 dec(3) adec(3) 			 
+
+			 
+		// Experiment B
+
+		preserve
+		
+			replace Full = fullNew if sample == "new"
+				
+			reg t1 Full if  sample == "new" , cl(id)
+			local subj = e(N_clust)
+			lincom _b[_cons] + _b[Full]
+			local levelFull = r(estimate)
+			local seFull = r(se)
+			outreg2 using "tables/indivTestQuestionsB.tex", ///
+				 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+				 tex(frag) ///
+				 dec(3) adec(3) replace	
+				 
+
+			reg t2 Full if  sample == "new" , cl(id)
+			local subj = e(N_clust)
+			lincom _b[_cons] + _b[Full]
+			local levelFull = r(estimate)
+			local seFull = r(se)
+			outreg2 using "tables/indivTestQuestionsB.tex", ///
+				 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 	
+
+			reg t3 Full if  sample == "new" , cl(id)
+			local subj = e(N_clust)
+			lincom _b[_cons] + _b[Full]
+			local levelFull = r(estimate)
+			local seFull = r(se)
+			outreg2 using "tables/indivTestQuestionsB.tex", ///
+				 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 	
+
+			reg t4 Full if  sample == "new" , cl(id)
+			local subj = e(N_clust)
+			lincom _b[_cons] + _b[Full]
+			local levelFull = r(estimate)
+			local seFull = r(se)
+			outreg2 using "tables/indivTestQuestionsB.tex", ///
+				 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 	
+								 
+
+			reg t5 Full if  sample == "new" , cl(id)
+			local subj = e(N_clust)
+			lincom _b[_cons] + _b[Full]
+			local levelFull = r(estimate)
+			local seFull = r(se)
+			outreg2 using "tables/indivTestQuestionsB.tex", ///
+				 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 			 
+
+		restore
+		
+
+	}
+
+	// Table self-reports
+	if 1 {
+
+	preserve
+
+		replace Full = fullNew if sample == "new"
+
+		reg calculate Full if tag == 1 & (Full == 1 | Control == 1) & sample == "old", cl(id)
+			local subj = e(N_clust)
+			lincom _b[_cons] + _b[Full]
+			local levelFull = r(estimate)
+			local seFull = r(se)
+			outreg2 using "tables/selfReports.tex", ///
+				 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+				 tex(frag) ///
+				 dec(3) replace
+
+		reg calculate Full if sample == "new" & tag == 1 & sample == "new", cl(id)
+			local subj = e(N_clust)
+			lincom _b[_cons] + _b[Full]
+			local levelFull = r(estimate)
+			local seFull = r(se)
+			outreg2 using "tables/selfReports.tex", ///
+				 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+				 tex(frag) ///
+				 dec(3) 
+				 
+		reg r72report Full if tag == 1 & (Full == 1 | Control == 1) & sample == "old", cl(id)
+			local subj = e(N_clust)
+			lincom _b[_cons] + _b[Full]
+			local levelFull = r(estimate)
+			local seFull = r(se)
+			outreg2 using "tables/selfReports.tex", ///
+				 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+				 tex(frag) ///
+				 dec(3) 
+
+		reg r72report Full if sample == "new" & tag == 1 & sample == "new", cl(id)
+			local subj = e(N_clust)
+			lincom _b[_cons] + _b[Full]
+			local levelFull = r(estimate)
+			local seFull = r(se)
+			outreg2 using "tables/selfReports.tex", ///
+				 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+				 tex(frag) ///
+				 dec(3) 
+
+		reg r72invReport Full if tag == 1 & (Full == 1 | Control == 1) & sample == "old", cl(id)
+			local subj = e(N_clust)
+			lincom _b[_cons] + _b[Full]
+			local levelFull = r(estimate)
+			local seFull = r(se)
+			outreg2 using "tables/selfReports.tex", ///
+				 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+				 tex(frag) ///
+				 dec(3) 
+
+		reg r72invReport Full if sample == "new" & tag == 1 & sample == "new", cl(id)
+			local subj = e(N_clust)
+			lincom _b[_cons] + _b[Full]
+			local levelFull = r(estimate)
+			local seFull = r(se)
+			outreg2 using "tables/selfReports.tex", ///
+				 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+				 tex(frag) ///
+				 dec(3) 
+
+		reg help_test Full if tag == 1 & (Full == 1 | Control == 1) & sample == "old", cl(id)
+			local subj = e(N_clust)
+			lincom _b[_cons] + _b[Full]
+			local levelFull = r(estimate)
+			local seFull = r(se)
+			outreg2 using "tables/selfReports.tex", ///
+				 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+				 tex(frag) ///
+				 dec(3) 
+
+		reg help_test Full if sample == "new" & tag == 1 & sample == "new", cl(id)
+			local subj = e(N_clust)
+			lincom _b[_cons] + _b[Full]
+			local levelFull = r(estimate)
+			local seFull = r(se)
+			outreg2 using "tables/selfReports.tex", ///
+				 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+				 tex(frag) ///
+				 dec(3) 
+		restore
+	}		
+
+	// Table directional behavioral effects 
+	if 1 {
+
+		preserve
+		replace Full = fullNew if sample == "new"
+		
+
+		reg discount_framed Full if (Full == 1 | Control == 1) & sample == "old" , cl(id)
+		local subj = e(N_clust)
+		lincom _b[_cons] + _b[Full]
+		local levelFull = r(estimate)
+		local seFull = r(se)
+		outreg2 using "tables/directionalBehaviorV2.tex", ///
+			 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+			 tex(frag) ///
+			 dec(3) adec(3) replace	
+			 
+
+		reg discount_framed Full if  (fullNew == 1 | contNew == 1) & sample == "new" , cl(id)
+		local subj = e(N_clust)
+		lincom _b[_cons] + _b[Full]
+		local levelFull = r(estimate)
+		local seFull = r(se)
+		outreg2 using "tables/directionalBehaviorV2.tex", ///
+			 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+			 tex(frag) ///
+			 dec(3) adec(3) 		 
+
+		reg discount_framed Full if (Full == 1 | Control == 1) & sample == "old" & delay == 72, cl(id)
+		local subj = e(N_clust)
+		lincom _b[_cons] + _b[Full]
+		local levelFull = r(estimate)
+		local seFull = r(se)
+		outreg2 using "tables/directionalBehaviorV2.tex", ///
+			 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+			 tex(frag) ///
+			 dec(3) adec(3) 
+
+			 
+		reg discount_framed Full if  (fullNew == 1 | contNew == 1) & sample == "new" & delay == 72, cl(id)
+		local subj = e(N_clust)
+		lincom _b[_cons] + _b[Full]
+		local levelFull = r(estimate)
+		local seFull = r(se)
+		outreg2 using "tables/directionalBehaviorV2.tex", ///
+			 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+			 tex(frag) ///
+			 dec(3) adec(3) 
+			 
+
+		reg discount_framed Full if (Full == 1 | Control == 1) & sample == "old" & delay == 36, cl(id)
+		local subj = e(N_clust)
+		lincom _b[_cons] + _b[Full]
+		local levelFull = r(estimate)
+		local seFull = r(se)
+		outreg2 using "tables/directionalBehaviorV2.tex", ///
+			 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+			 tex(frag) ///
+			 dec(3) adec(3) 		 
+			 
+		reg discount_framed Full if  (fullNew == 1 | contNew == 1) & sample == "new" & delay == 36, cl(id)
+		local subj = e(N_clust)
+		lincom _b[_cons] + _b[Full]
+		local levelFull = r(estimate)
+		local seFull = r(se)
+		outreg2 using "tables/directionalBehaviorV2.tex", ///
+			 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+			 tex(frag) ///
+			 dec(3) adec(3) 
+			 
+			 
+		restore
+			 
+	}	
+
+	// Table Financial Competence
+	if 1 {
+
+		preserve 
+			replace Full = fullNew if sample == "new"
+
+			cap gen negAbsDiff = -absDiff
+			
+			replace Control = 1 if contNew == 1
+
+			reg negAbsDiff Control Full Rule72 Rhetoric  if sample == "old", nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			test Rule72 	== Control
+			local pRule72 = r(p)
+			test Rhetoric 	== Control
+			local pRhetoric = r(p)
+			noisily: nlcom 1 - _b[Full]/_b[Control]
+			outreg2 using "tables/finComp.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull', "pRule72", `pRule72', "pRhetoric", `pRhetoric') ///
+				 tex(frag) ///
+				 dec(3) adec(3) replace
+				 
+			reg negAbsDiff Control Full if sample == "new", nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			noisily: di "Relative improvement:"
+			noisily: nlcom 1 - _b[Full]/_b[Control]
+			outreg2 using "tables/finComp.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+
+
+			reg negAbsDiff Control Full Rule72 Rhetoric  if sample == "old" & delay == 72, nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			test Rule72 	== Control
+			local pRule72 = r(p)
+			test Rhetoric 	== Control
+			local pRhetoric = r(p)
+			outreg2 using "tables/finComp.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull', "pRule72", `pRule72', "pRhetoric", `pRhetoric') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+				 
+			reg negAbsDiff Control Full if sample == "new" & delay == 72, nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			outreg2 using "tables/finComp.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+				 
+
+			reg negAbsDiff Control Full Rule72 Rhetoric  if sample == "old" & delay == 36, nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			test Rule72 	== Control
+			local pRule72 = r(p)
+			test Rhetoric 	== Control
+			local pRhetoric = r(p)
+			outreg2 using "tables/finComp.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull', "pRule72", `pRule72', "pRhetoric", `pRhetoric') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+				 
+			reg negAbsDiff Control Full if sample == "new" & delay == 36, nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			outreg2 using "tables/finComp.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+
+		restore
+		
+	}	
+
+	// Table Financial Competence SQUARE measure
+	if 1 {
+
+		preserve 
+			replace Full = fullNew if sample == "new"
+
+			cap gen negSqDiff = -sqDiff
+			
+			replace Control = 1 if contNew == 1
+
+			reg negSqDiff Control Full Rule72 Rhetoric  if sample == "old", nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			test Rule72 	== Control
+			local pRule72 = r(p)
+			test Rhetoric 	== Control
+			local pRhetoric = r(p)
+			noisily: nlcom 1 - _b[Full]/_b[Control]
+			outreg2 using "tables/finCompSq.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull', "pRule72", `pRule72', "pRhetoric", `pRhetoric') ///
+				 tex(frag) ///
+				 dec(3) adec(3) replace
+				 
+			reg negSqDiff Control Full if sample == "new", nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			noisily: di "Relative improvement:"
+			noisily: nlcom 1 - _b[Full]/_b[Control]
+			outreg2 using "tables/finCompSq.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+
+
+			reg negSqDiff Control Full Rule72 Rhetoric  if sample == "old" & delay == 72, nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			test Rule72 	== Control
+			local pRule72 = r(p)
+			test Rhetoric 	== Control
+			local pRhetoric = r(p)
+			outreg2 using "tables/finCompSq.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull', "pRule72", `pRule72', "pRhetoric", `pRhetoric') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+				 
+			reg negSqDiff Control Full if sample == "new" & delay == 72, nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			outreg2 using "tables/finCompSq.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+				 
+
+			reg negSqDiff Control Full Rule72 Rhetoric  if sample == "old" & delay == 36, nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			test Rule72 	== Control
+			local pRule72 = r(p)
+			test Rhetoric 	== Control
+			local pRhetoric = r(p)
+			outreg2 using "tables/finCompSq.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull', "pRule72", `pRule72', "pRhetoric", `pRhetoric') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+				 
+			reg negSqDiff Control Full if sample == "new" & delay == 36, nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			outreg2 using "tables/finCompSq.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+
+		restore
+		
+	}	
+
+	// Table Financial Competence Correction for change in simply framed choices 
+	if 1 {
+
+		cap drop correctionFactor
+		bysort id delay: egen correctionFactor = mean(discount_unframed)
+		replace correctionFactor = 1 / correctionFactor
+			
+		cap drop finCompAvg
+		cap drop finCompCorr
+		gen finCompCorr = -correctionFactor * absDiff * 100
+		
+		preserve 
+			replace Full = fullNew if sample == "new"
+			replace Control = 1 if contNew == 1
+
+			cap gen negAbsDiff = -absDiff
+
+			reg finCompCorr Control Full Rule72 Rhetoric  if sample == "old", nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			test Rule72 	== Control
+			local pRule72 = r(p)
+			test Rhetoric 	== Control
+			local pRhetoric = r(p)
+			noisily: nlcom 1 - _b[Full]/_b[Control]
+			outreg2 using "tables/finCompCorr.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull', "pRule72", `pRule72', "pRhetoric", `pRhetoric') ///
+				 tex(frag) ///
+				 dec(3) adec(3) replace
+				 
+			reg finCompCorr Control Full if sample == "new", nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			noisily: di "Relative improvement:"
+			noisily: nlcom 1 - _b[Full]/_b[Control]
+			outreg2 using "tables/finCompCorr.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+
+
+			reg finCompCorr Control Full Rule72 Rhetoric  if sample == "old" & delay == 72, nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			test Rule72 	== Control
+			local pRule72 = r(p)
+			test Rhetoric 	== Control
+			local pRhetoric = r(p)
+			outreg2 using "tables/finCompCorr.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull', "pRule72", `pRule72', "pRhetoric", `pRhetoric') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+				 
+			reg finCompCorr Control Full if sample == "new" & delay == 72, nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			outreg2 using "tables/finCompCorr.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+				 
+
+			reg finCompCorr Control Full Rule72 Rhetoric  if sample == "old" & delay == 36, nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			test Rule72 	== Control
+			local pRule72 = r(p)
+			test Rhetoric 	== Control
+			local pRhetoric = r(p)
+			outreg2 using "tables/finCompCorr.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull', "pRule72", `pRule72', "pRhetoric", `pRhetoric') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+				 
+			reg finCompCorr Control Full if sample == "new" & delay == 36, nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			outreg2 using "tables/finCompCorr.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+
+		restore
+	}	
+
+	// Table Financial Competence Correction for change in simply framed choices ALT APPROX
+	if 1 {
+
+		// rho is the amount by which the simply framed valuation changes as we scale up the consequences
+		// Regress the (unnormalized) simply framed valuation on the amount, define rho as the slope factor
+		
+		cap drop rhoAgg
+		gen rhoAgg = . 
+		reg v_unframed amount 		if sample == "new" & Control == 0 & delay == 36
+		replace rhoAgg = _b[amount] if sample == "new" & Control == 0 & delay == 36
+		reg v_unframed amount 		if sample == "new" & contNew == 1 & delay == 36
+		replace rhoAgg = _b[amount] if sample == "new" & contNew == 1 & delay == 36
+		reg v_unframed amount 		if sample == "old" & Control == 0 & delay == 36
+		replace rhoAgg = _b[amount] if sample == "old" & Control == 0 & delay == 36
+		reg v_unframed amount 		if sample == "old" & Control == 1 & delay == 36
+		replace rhoAgg = _b[amount] if sample == "old" & Control == 1 & delay == 36
+		reg v_unframed amount 		if sample == "new" & Control == 0 & delay == 72
+		replace rhoAgg = _b[amount] if sample == "new" & Control == 0 & delay == 72
+		reg v_unframed amount 		if sample == "new" & contNew == 1 & delay == 72
+		replace rhoAgg = _b[amount] if sample == "new" & contNew == 1 & delay == 72
+		reg v_unframed amount 		if sample == "old" & Control == 0 & delay == 72
+		replace rhoAgg = _b[amount] if sample == "old" & Control == 0 & delay == 72
+		reg v_unframed amount 		if sample == "old" & Control == 1 & delay == 72
+		replace rhoAgg = _b[amount] if sample == "old" & Control == 1 & delay == 72
+		
+		
+		cap drop id2
+		egen id2 = group(id)
+
+		cap drop rho
+		gen rho = .
+		forvalues i = 1 / 803 {
+			reg v_unframed amount if id2 == `i'
+			replace rho = _b[amount] if id2 == `i'
+		}
+		
+		
+		cap drop correctionFactor
+		gen correctionFactor = 1 / rho
+			
+		cap drop finCompAvg
+		cap drop finCompCorrAltApprox
+		gen finCompCorrAltApprox = -correctionFactor * absDiff
+		
+		preserve 
+			replace Full = fullNew if sample == "new"
+
+			replace Control = 1 if contNew == 1
+
+			reg finCompCorrAltApprox Control Full Rule72 Rhetoric  if sample == "old", nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			test Rule72 	== Control
+			local pRule72 = r(p)
+			test Rhetoric 	== Control
+			local pRhetoric = r(p)
+			noisily: nlcom 1 - _b[Full]/_b[Control]
+			outreg2 using "tables/finCompCorrAltApprox.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull', "pRule72", `pRule72', "pRhetoric", `pRhetoric') ///
+				 tex(frag) ///
+				 dec(3) adec(3) replace
+				 
+			reg finCompCorrAltApprox Control Full if sample == "new", nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			noisily: di "Relative improvement:"
+			noisily: nlcom 1 - _b[Full]/_b[Control]
+			outreg2 using "tables/finCompCorrAltApprox.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+
+
+			reg finCompCorrAltApprox Control Full Rule72 Rhetoric  if sample == "old" & delay == 72, nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			test Rule72 	== Control
+			local pRule72 = r(p)
+			test Rhetoric 	== Control
+			local pRhetoric = r(p)
+			outreg2 using "tables/finCompCorrAltApprox.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull', "pRule72", `pRule72', "pRhetoric", `pRhetoric') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+				 
+			reg finCompCorrAltApprox Control Full if sample == "new" & delay == 72, nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			outreg2 using "tables/finCompCorrAltApprox.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+				 
+
+			reg finCompCorrAltApprox Control Full Rule72 Rhetoric  if sample == "old" & delay == 36, nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			test Rule72 	== Control
+			local pRule72 = r(p)
+			test Rhetoric 	== Control
+			local pRhetoric = r(p)
+			outreg2 using "tables/finCompCorrAltApprox.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull', "pRule72", `pRule72', "pRhetoric", `pRhetoric') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+				 
+			reg finCompCorrAltApprox Control Full if sample == "new" & delay == 36, nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			outreg2 using "tables/finCompCorrAltApprox.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+
+		restore
+	}	
+
+	// Table Financial Competence Correction for change in simply framed choices SQUARE measure
+	if 1 {
+
+		cap drop correctionFactorSq
+		bysort id delay: egen correctionFactorSq = mean(discount_unframed)
+		replace correctionFactorSq = correctionFactorSq / 100
+		replace correctionFactorSq = 1 / correctionFactorSq^2
+			
+		cap drop finCompAvg
+		cap drop finCompCorrSq
+		gen finCompCorrSq = -correctionFactorSq * sqDiff
+		
+		preserve 
+			replace Full = fullNew if sample == "new"
+			replace Control = 1 if contNew == 1
+
+
+			reg finCompCorrSq Control Full Rule72 Rhetoric  if sample == "old", nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			test Rule72 	== Control
+			local pRule72 = r(p)
+			test Rhetoric 	== Control
+			local pRhetoric = r(p)
+			noisily: nlcom 1 - _b[Full]/_b[Control]
+			outreg2 using "tables/finCompCorrSq.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull', "pRule72", `pRule72', "pRhetoric", `pRhetoric') ///
+				 tex(frag) ///
+				 dec(3) adec(3) replace
+				 
+			reg finCompCorrSq Control Full if sample == "new", nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			noisily: di "Relative improvement:"
+			noisily: nlcom 1 - _b[Full]/_b[Control]
+			outreg2 using "tables/finCompCorrSq.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+
+
+			reg finCompCorrSq Control Full Rule72 Rhetoric  if sample == "old" & delay == 72, nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			test Rule72 	== Control
+			local pRule72 = r(p)
+			test Rhetoric 	== Control
+			local pRhetoric = r(p)
+			outreg2 using "tables/finCompCorrSq.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull', "pRule72", `pRule72', "pRhetoric", `pRhetoric') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+				 
+			reg finCompCorrSq Control Full if sample == "new" & delay == 72, nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			outreg2 using "tables/finCompCorrSq.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+				 
+
+			reg finCompCorrSq Control Full Rule72 Rhetoric  if sample == "old" & delay == 36, nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			test Rule72 	== Control
+			local pRule72 = r(p)
+			test Rhetoric 	== Control
+			local pRhetoric = r(p)
+			outreg2 using "tables/finCompCorrSq.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull', "pRule72", `pRule72', "pRhetoric", `pRhetoric') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+				 
+			reg finCompCorrSq Control Full if sample == "new" & delay == 36, nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			outreg2 using "tables/finCompCorrSq.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+
+		restore
+	}	
+
+	// Table Financial Competence Correction for change in simply framed choices SQUARE measure, ALT APPROX
+	if 1 {
+
+		// rho is the amount by which the simply framed valuation changes as we scale up the consequences
+		// Regress the (unnormalized) simply framed valuation on the amount, define rho as the slope factor
+		
+		cap drop rhoAgg
+		gen rhoAgg = . 
+		reg v_unframed amount 		if sample == "new" & Control == 0 & delay == 36
+		replace rhoAgg = _b[amount] if sample == "new" & Control == 0 & delay == 36
+		reg v_unframed amount 		if sample == "new" & contNew == 1 & delay == 36
+		replace rhoAgg = _b[amount] if sample == "new" & contNew == 1 & delay == 36
+		reg v_unframed amount 		if sample == "old" & Control == 0 & delay == 36
+		replace rhoAgg = _b[amount] if sample == "old" & Control == 0 & delay == 36
+		reg v_unframed amount 		if sample == "old" & Control == 1 & delay == 36
+		replace rhoAgg = _b[amount] if sample == "old" & Control == 1 & delay == 36
+		reg v_unframed amount 		if sample == "new" & Control == 0 & delay == 72
+		replace rhoAgg = _b[amount] if sample == "new" & Control == 0 & delay == 72
+		reg v_unframed amount 		if sample == "new" & contNew == 1 & delay == 72
+		replace rhoAgg = _b[amount] if sample == "new" & contNew == 1 & delay == 72
+		reg v_unframed amount 		if sample == "old" & Control == 0 & delay == 72
+		replace rhoAgg = _b[amount] if sample == "old" & Control == 0 & delay == 72
+		reg v_unframed amount 		if sample == "old" & Control == 1 & delay == 72
+		replace rhoAgg = _b[amount] if sample == "old" & Control == 1 & delay == 72
+		
+		
+		cap drop id2
+		egen id2 = group(id)
+
+		cap drop rho
+		gen rho = .
+		forvalues i = 1 / 803 {
+			reg v_unframed amount if id2 == `i'
+			replace rho = _b[amount] if id2 == `i'
+		}
+		
+		
+		cap drop correctionFactor
+		gen correctionFactor = 1 / rhoAgg^2
+			
+		cap drop finCompAvg
+		cap drop finCompCorrAltApprox
+		gen finCompCorrAltApprox = -correctionFactor * sqDiff
+		
+		preserve 
+			replace Full = fullNew if sample == "new"
+
+			replace Control = 1 if contNew == 1
+
+			reg finCompCorrAltApprox Control Full Rule72 Rhetoric  if sample == "old", nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			test Rule72 	== Control
+			local pRule72 = r(p)
+			test Rhetoric 	== Control
+			local pRhetoric = r(p)
+			noisily: nlcom 1 - _b[Full]/_b[Control]
+			outreg2 using "tables/finCompCorrSqAltApprox.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull', "pRule72", `pRule72', "pRhetoric", `pRhetoric') ///
+				 tex(frag) ///
+				 dec(3) adec(3) replace
+				 
+			reg finCompCorrAltApprox Control Full if sample == "new", nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			noisily: di "Relative improvement:"
+			noisily: nlcom 1 - _b[Full]/_b[Control]
+			outreg2 using "tables/finCompCorrSqAltApprox.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+
+
+			reg finCompCorrAltApprox Control Full Rule72 Rhetoric  if sample == "old" & delay == 72, nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			test Rule72 	== Control
+			local pRule72 = r(p)
+			test Rhetoric 	== Control
+			local pRhetoric = r(p)
+			outreg2 using "tables/finCompCorrSqAltApprox.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull', "pRule72", `pRule72', "pRhetoric", `pRhetoric') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+				 
+			reg finCompCorrAltApprox Control Full if sample == "new" & delay == 72, nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			outreg2 using "tables/finCompCorrSqAltApprox.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+				 
+
+			reg finCompCorrAltApprox Control Full Rule72 Rhetoric  if sample == "old" & delay == 36, nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			test Rule72 	== Control
+			local pRule72 = r(p)
+			test Rhetoric 	== Control
+			local pRhetoric = r(p)
+			outreg2 using "tables/finCompCorrSqAltApprox.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull', "pRule72", `pRule72', "pRhetoric", `pRhetoric') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+				 
+			reg finCompCorrAltApprox Control Full if sample == "new" & delay == 36, nocons cl(id)
+			local subj = e(N_clust)
+			test Full 		== Control
+			local pFull = r(p)
+			outreg2 using "tables/finCompCorrSqAltApprox.tex", ///
+				 addstat("subj", `subj', "pFull", `pFull') ///
+				 tex(frag) ///
+				 dec(3) adec(3) 
+
+		restore
+	}	
+
+	// Table Simple frame	 
+	if 1 {	
+		preserve 
+		replace Full = fullNew if sample == "new"
+
+		cap gen negAbsDiff = -absDiff
+
+		reg discount_unframed Full if (Full == 1 | Control == 1) & delay == 72 & sample == "old", cl(id)
+		local subj = e(N_clust)
+		lincom _b[_cons] + _b[Full]
+		local levelFull = r(estimate)
+		local seFull = r(se)
+		outreg2 using "tables/simpleFrame.tex", ///
+			 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+			 tex(frag) ///
+			 dec(3) adec(3) replace
+
+		reg discount_unframed Full if  (Full == 1 | contNew == 1) & delay == 72 & sample == "new", cl(id)
+		local subj = e(N_clust)
+		lincom _b[_cons] + _b[Full]
+		local levelFull = r(estimate)
+		local seFull = r(se)
+		outreg2 using "tables/simpleFrame.tex", ///
+			 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+			 tex(frag) ///
+			 dec(3) adec(3) 
+
+		reg discount_unframed Full if (Full == 1 | Control == 1) & delay == 36 & sample == "old", cl(id)
+		local subj = e(N_clust)
+		lincom _b[_cons] + _b[Full]
+		local levelFull = r(estimate)
+		local seFull = r(se)
+		outreg2 using "tables/simpleFrame.tex", ///
+			 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+			 tex(frag) ///
+			 dec(3) adec(3) 
+							 
+		reg discount_unframed Full if  (Full == 1 | contNew == 1) & delay == 36 & sample == "new", cl(id)
+		local subj = e(N_clust)
+		lincom _b[_cons] + _b[Full]
+		local levelFull = r(estimate)
+		local seFull = r(se)
+		outreg2 using "tables/simpleFrame.tex", ///
+			 addstat("subj", `subj', "levelFull",`levelFull', "seFull", `seFull') ///
+			 tex(frag) ///
+			 dec(3) adec(3) 
+			 
+			 
+			  
+		restore
+				
+		
+	}	
+
+	// Table Analysis by Quartiles
+	if 1 {
+
+
+		preserve 
+		
+			gen qSimple1 = .	
+			gen qSimple2 = .	
+			gen qSimple3 = .	
+			gen qSimple4 = .	
+		
+			foreach tr in Full fullN Control contN {
+				su meanVsimple if `tr' == 1, d
+				
+				replace qSimple1 = meanVsimple < r(p25)							if `tr' == 1
+				replace qSimple2 = meanVsimple < r(p50) & meanVsimple >= r(p25)	if `tr' == 1
+				replace qSimple3 = meanVsimple < r(p75) & meanVsimple >= r(p50)	if `tr' == 1
+				replace qSimple4 = meanVsimple >= r(p75)						if `tr' == 1
+
+			}
+		
+			replace Full = fullNew if sample == "new"
+			
+			cap gen Full1 = qSimple1 * Full
+			cap gen Full2 = qSimple2 * Full
+			cap gen Full3 = qSimple3 * Full
+			cap gen Full4 = qSimple4 * Full
+			
+			cap gen negAbsDiff = -absDiff
+			
+			reg negAbsDiff Full1 Full2 Full3 Full4 qSimple1 qSimple2 qSimple3 qSimple4 if sample == "old", nocons cl(id)
+				local subj = e(N_clust)
+				lincom qSimple1 + Full1
+					local levelFull1    = r(estimate)
+					local levelFull1se  = r(se)
+				lincom qSimple2 + Full2
+					local levelFull2    = r(estimate)
+					local levelFull2se  = r(se)
+				lincom qSimple3 + Full3
+					local levelFull3    = r(estimate)
+					local levelFull3se  = r(se)
+				lincom qSimple4 + Full4
+					local levelFull4    = r(estimate)
+					local levelFull4se  = r(se)
+			outreg2 using "tables/finCompAggregation.tex", ///
+				 addstat(	"subj", `subj', ///
+							"levelFull1",   `levelFull1', ///
+							"levelFull1se", `levelFull1se', ///
+							"levelFull2",   `levelFull2', ///
+							"levelFull2se", `levelFull2se', ///
+							"levelFull3",   `levelFull3', ///
+							"levelFull3se", `levelFull3se', ///
+							"levelFull4",   `levelFull4', ///
+							"levelFull4se", `levelFull4se' ) ///
+				 tex(frag) ///
+				 dec(3) adec(3) replace
+					
+
+					
+			reg negAbsDiff Full1 Full2 Full3 Full4 qSimple1 qSimple2 qSimple3 qSimple4 if sample == "new", nocons cl(id)
+				local subj = e(N_clust)
+				lincom qSimple1 + Full1
+					local levelFull1    = r(estimate)
+					local levelFull1se  = r(se)
+				lincom qSimple2 + Full2
+					local levelFull2    = r(estimate)
+					local levelFull2se  = r(se)
+				lincom qSimple3 + Full3
+					local levelFull3    = r(estimate)
+					local levelFull3se  = r(se)
+				lincom qSimple4 + Full4
+					local levelFull4    = r(estimate)
+					local levelFull4se  = r(se)
+			outreg2 using "tables/finCompAggregation.tex", ///
+				 addstat(	"subj", `subj', ///
+							"levelFull1",   `levelFull1', ///
+							"levelFull1se", `levelFull1se', ///
+							"levelFull2",   `levelFull2', ///
+							"levelFull2se", `levelFull2se', ///
+							"levelFull3",   `levelFull3', ///
+							"levelFull3se", `levelFull3se', ///
+							"levelFull4",   `levelFull4', ///
+							"levelFull4se", `levelFull4se' ) ///
+				 tex(frag) ///
+				 dec(3) adec(3) 		
+			
+				
+		
+		restore
+	}	
+
+	// Table Analysis by Quartiles SQUARE measure
+	if 1 {
+
+
+		preserve 
+		
+			gen qSimple1 = .	
+			gen qSimple2 = .	
+			gen qSimple3 = .	
+			gen qSimple4 = .	
+		
+			foreach tr in Full fullN Control contN {
+				su meanVsimple if `tr' == 1, d
+				
+				replace qSimple1 = meanVsimple < r(p25)							if `tr' == 1
+				replace qSimple2 = meanVsimple < r(p50) & meanVsimple >= r(p25)	if `tr' == 1
+				replace qSimple3 = meanVsimple < r(p75) & meanVsimple >= r(p50)	if `tr' == 1
+				replace qSimple4 = meanVsimple >= r(p75)						if `tr' == 1
+
+			}
+		
+			replace Full = fullNew if sample == "new"
+			
+			cap gen Full1 = qSimple1 * Full
+			cap gen Full2 = qSimple2 * Full
+			cap gen Full3 = qSimple3 * Full
+			cap gen Full4 = qSimple4 * Full
+			
+			cap gen negSqDiff = -sqDiff
+			
+			reg negSqDiff Full1 Full2 Full3 Full4 qSimple1 qSimple2 qSimple3 qSimple4 if sample == "old", nocons cl(id)
+				local subj = e(N_clust)
+				lincom qSimple1 + Full1
+					local levelFull1    = r(estimate)
+					local levelFull1se  = r(se)
+				lincom qSimple2 + Full2
+					local levelFull2    = r(estimate)
+					local levelFull2se  = r(se)
+				lincom qSimple3 + Full3
+					local levelFull3    = r(estimate)
+					local levelFull3se  = r(se)
+				lincom qSimple4 + Full4
+					local levelFull4    = r(estimate)
+					local levelFull4se  = r(se)
+			outreg2 using "tables/finCompAggregationSq.tex", ///
+				 addstat(	"subj", `subj', ///
+							"levelFull1",   `levelFull1', ///
+							"levelFull1se", `levelFull1se', ///
+							"levelFull2",   `levelFull2', ///
+							"levelFull2se", `levelFull2se', ///
+							"levelFull3",   `levelFull3', ///
+							"levelFull3se", `levelFull3se', ///
+							"levelFull4",   `levelFull4', ///
+							"levelFull4se", `levelFull4se' ) ///
+				 tex(frag) ///
+				 dec(3) adec(3) replace
+					
+
+					
+			reg negSqDiff Full1 Full2 Full3 Full4 qSimple1 qSimple2 qSimple3 qSimple4 if sample == "new", nocons cl(id)
+				local subj = e(N_clust)
+				lincom qSimple1 + Full1
+					local levelFull1    = r(estimate)
+					local levelFull1se  = r(se)
+				lincom qSimple2 + Full2
+					local levelFull2    = r(estimate)
+					local levelFull2se  = r(se)
+				lincom qSimple3 + Full3
+					local levelFull3    = r(estimate)
+					local levelFull3se  = r(se)
+				lincom qSimple4 + Full4
+					local levelFull4    = r(estimate)
+					local levelFull4se  = r(se)
+			outreg2 using "tables/finCompAggregationSq.tex", ///
+				 addstat(	"subj", `subj', ///
+							"levelFull1",   `levelFull1', ///
+							"levelFull1se", `levelFull1se', ///
+							"levelFull2",   `levelFull2', ///
+							"levelFull2se", `levelFull2se', ///
+							"levelFull3",   `levelFull3', ///
+							"levelFull3se", `levelFull3se', ///
+							"levelFull4",   `levelFull4', ///
+							"levelFull4se", `levelFull4se' ) ///
+				 tex(frag) ///
+				 dec(3) adec(3) 		
+			
+				
+		
+		restore
+	}	
+		
+	// Table mechanisms 
+	if 1 {
+
+		cap gen negAbsDiff = -absDiff
+
+		reg score_compounding Rule72 Rhetoric Full Control if tag == 1 & sample == "old", nocons cl(id)
+		local subj = e(N_clust)
+		test Full 		== Control
+		local pFull = r(p)
+		test Rule72 	== Control
+		local pRule72 = r(p)
+		test Rhetoric 	== Control
+		local pRhetoric = r(p)
+		outreg2 using "tables/mechanisms1.tex", ///
+			 addstat("subj", `subj', "pFull", `pFull', "pRule72", `pRule72', "pRhetoric", `pRhetoric') ///
+			 tex(frag) ///
+			 dec(3) adec(3) replace
+			 
+		reg score_indexing Rule72 Rhetoric Full Control if tag == 1 & sample == "old", nocons cl(id)
+		local subj = e(N_clust)
+		test Full 		== Control
+		local pFull = r(p)
+		test Rule72 	== Control
+		local pRule72 = r(p)
+		test Rhetoric 	== Control
+		local pRhetoric = r(p)
+		outreg2 using "tables/mechanisms1.tex", ///
+			 addstat("subj", `subj', "pFull", `pFull', "pRule72", `pRule72', "pRhetoric", `pRhetoric') ///
+			 tex(frag) ///
+			 dec(3) adec(3) 
+			 
+		reg discount_framed Rule72 Rhetoric Full Control if sample == "old", nocons cl(id)
+		local subj = e(N_clust)
+		test Full 		== Control
+		local pFull = r(p)
+		test Rule72 	== Control
+		local pRule72 = r(p)
+		test Rhetoric 	== Control
+		local pRhetoric = r(p)
+		outreg2 using "tables/mechanisms1.tex", ///
+			 addstat("subj", `subj', "pFull", `pFull', "pRule72", `pRule72', "pRhetoric", `pRhetoric') ///
+			 tex(frag) ///
+			 dec(3) adec(3) 
+			 
+			 
+		reg discount_unframed Rule72 Rhetoric Full Control if sample == "old", nocons cl(id)
+		local subj = e(N_clust)
+		test Full 		== Control
+		local pFull = r(p)
+		test Rule72 	== Control
+		local pRule72 = r(p)
+		test Rhetoric 	== Control
+		local pRhetoric = r(p)
+		outreg2 using "tables/mechanisms1.tex", ///
+			 addstat("subj", `subj', "pFull", `pFull', "pRule72", `pRule72', "pRhetoric", `pRhetoric') ///
+			 tex(frag) ///
+			 dec(3) adec(3) 
+			 
+			 
+
+	}	
+		
+	// Table demographics	
+	if 1 {
+
+		gen flAll3 = fl1 * fl2 * fl3
+		gen flAll5 = flAll3 * fl4 * fl5
+		
+		postfile demo str16 var float Control Full Rule72 Rhetoric fullNew contNew pOld pNew using "data/demographics.dta", replace
+
+		local varlist = "fl1 fl2 fl3 fl4 fl5 flAll3 flAll5 gender age income  afram asian caucasian hispanic other lessThanHighSchool highSchool voc someCollege college graduate fullTime partTime married widowed divorced never_married rural urbanSuburban hh1 hh2 hh3 hh4 ownStocks"
+		foreach var in `varlist' {
+		
+		
+			if ("`var'" == "age" | "`var'" == "income" ) {
+				qreg `var' fullNew 				if tag == 1 & sample == "new"
+					cap test fullNew == 0
+					local pNew = r(p)
+					local fullNew = _b[fullNew] + _b[_cons]
+					local contNew = _b[_cons]
+				qreg `var' Full Rule72 Rhetoric  if tag == 1 & sample == "old"
+					cap test Full == Rule72 == Rhetoric == 0
+					local pOld = r(p)
+					local Full = _b[_cons] + _b[Full]
+					local Rule72 = _b[_cons] + _b[Rule72]
+					local Rhetoric = _b[_cons] + _b[Rhetoric]
+				post demo ("`var'") (_b[_cons]) (`Full') (`Rule72') (`Rhetoric')  (`fullNew') (`contNew') (`pOld') (`pNew') 
+			}
+			else {
+				reg `var' fullNew contNew				if tag == 1 & sample == "new", nocons
+					cap test fullNew == contNew
+					local pNew = r(p)
+					local fullNew = _b[fullNew]
+					local contNew = _b[contNew]
+				reg `var' Control Full Rule72 Rhetoric  if tag == 1 & sample == "old", nocons
+					cap test Control == Full == Rule72 == Rhetoric
+					local pOld = r(p)
+				post demo ("`var'") (_b[Control]) (_b[Full]) (_b[Rule72]) (_b[Rhetoric]) (`fullNew') (`contNew') (`pOld') (`pNew') 
+			}
+			
+		}
+		
+		count if Control == 1 & tag == 1
+		local nCont = r(N)
+		count if Full == 1 & tag == 1
+		local nFull = r(N)
+		count if Rule72 == 1 & tag == 1
+		local nRule72 = r(N)
+		count if Rhetoric == 1 & tag == 1
+		local nRhetoric = r(N)
+		count if fullNew == 1 & tag == 1
+		local nfullNew = r(N)
+		count if contNew == 1 & tag == 1
+		local ncontNew = r(N)
+
+		post demo ("N") (`nCont') (`nFull') (`nRule72') (`nRhetoric') (`nfullNew') (`ncontNew')  (.) (.) 
+		
+		
+		postclose demo
+
+		preserve 
+			clear
+			use "data/demographics.dta"
+			format %9.2f Full Control Rule72 Rhetoric fullNew contNew pOld pNew
+			order var Full Control Rule72 Rhetoric pOld fullNew contNew  pNew
+			outsheet using "tables/demographicsNew.tex", delimiter("&") nonames replace
+		restore
+
+	}
+			
+	// Table demographic controls
+	if 1 {
+
+		cap gen negAbsDiff = -absDiff
+		local controls = "fl1 fl2 fl3 fl4 fl5 gender age income  afram asian caucasian hispanic other lessThanHighSchool highSchool voc someCollege college graduate fullTime partTime married widowed divorced never_married rural urbanSuburban hh1 hh2 hh3 hh4 ownStocks"
+		local treatments = "fullN Full Control Rule72 Rhetoric"
+		
+		reg score_compounding `treatments' `controls' if tag == 1, nocons cl(id)
+		local subj = e(N_clust)
+		test Full 		== Control
+		local pFull = r(p)
+		outreg2 using "tables/demoControl.tex", ///
+			 keep(`treatments') ///
+			 addstat("subj", `subj', "pFull", `pFull') ///
+			 tex(frag) ///
+			 dec(3) adec(3) replace
+			 
+		reg score_indexing `treatments' `controls' if tag == 1, nocons cl(id)
+		local subj = e(N_clust)
+		test Full 		== Control
+		local pFull = r(p)
+		outreg2 using "tables/demoControl.tex", ///
+			 keep(`treatments') ///
+			 addstat("subj", `subj', "pFull", `pFull') ///
+			 tex(frag) ///
+			 dec(3) adec(3) 
+			 
+		reg discount_framed `treatments' `controls' , nocons cl(id)
+		local subj = e(N_clust)
+		test Full 		== Control
+		local pFull = r(p)
+		outreg2 using "tables/demoControl.tex", ///
+			 keep(`treatments') ///
+			 addstat("subj", `subj', "pFull", `pFull') ///
+			 tex(frag) ///
+			 dec(3) adec(3) 
+			 
+			 
+		reg discount_unframed `treatments' `controls' , nocons cl(id)
+		local subj = e(N_clust)
+		test Full 		== Control
+		local pFull = r(p)
+		outreg2 using "tables/demoControl.tex", ///
+			 keep(`treatments') ///
+			 addstat("subj", `subj', "pFull", `pFull') ///
+			 tex(frag) ///
+			 dec(3) adec(3) 
+		
+		reg negAbsDiff `treatments' `controls' , nocons cl(id)	
+		local subj = e(N_clust)
+		test Full 		== Control
+		local pFull = r(p)
+		outreg2 using "tables/demoControl.tex", ///
+			 keep(`treatments') ///
+			 addstat("subj", `subj', "pFull", `pFull') ///
+			 tex(frag) ///
+			 dec(3) adec(3) 
+			 
+
+			cap drop correctionFactor
+			bysort id delay: egen correctionFactor = mean(discount_unframed)
+			replace correctionFactor = 1 / correctionFactor
+				
+			cap drop finCompAvg
+			cap drop finCompCorr
+			gen finCompCorr = -correctionFactor * absDiff * 100
+		
+		reg finCompCorr `treatments' `controls' , nocons cl(id)	
+		local subj = e(N_clust)
+		test Full 		== Control
+		local pFull = r(p)
+		outreg2 using "tables/demoControl.tex", ///
+			 keep(`treatments') ///
+			 addstat("subj", `subj', "pFull", `pFull') ///
+			 tex(frag) ///
+			 dec(3) adec(3) 
+						 
+			 
+			 
+	}	
+		
+}	
+	
+	
+	
+	
+	
+	
+	
+	
+	
+	
+	
+	
+	
+	
+	
+	
+	
+	
+	
+	
+
+
+
+

26/replication_package/doFiles/dataManagementExpA.do

@@ -0,0 +1,640 @@
+clear all
+ 
+
+******* bring Qualtrics data into stata format
+
+
+insheet using "data/raw/expAbatch1.csv", names
+gen id = _n
+drop if id == 1 
+replace id = id - 1 + 1000
+destring, replace
+rename treatment fined
+save "data/raw_1.dta", replace
+clear
+
+
+insheet using "data/raw/expAbatch2.csv", names
+gen id = _n
+drop if id == 1 
+replace id = id - 1 + 2000
+drop excluded
+destring, replace
+rename treatment fined
+save "data/raw_2.dta", replace
+
+
+clear
+insheet using "data/raw/expAbatch3.csv", names
+gen id = _n
+drop if id == 1 
+replace id = id - 1 + 3000
+destring, replace
+drop excluded
+rename treatment fined
+replace fined = 2 if fined == 1 // 2 is substance only
+replace fined = 3 if fined == 0 // 3 is rhetoric only
+save "data/raw_3.dta", replace
+
+
+clear 
+insheet using "data/raw/expAbatch4.csv", names
+gen id = _n
+drop if id == 1 
+replace id = id - 1 + 4000
+destring, replace
+drop excluded
+rename treatment fined
+save "data/raw_4.dta", replace
+
+
+clear
+insheet using "data/raw/expAbatch5.csv", names
+gen id = _n
+drop if id == 1 
+replace id = id - 1 + 5000
+destring, replace
+drop excluded
+rename treatment fined
+save "data/raw_5.dta", replace
+
+
+
+clear
+insheet using "data/raw/expAbatch6.csv", names
+gen id = _n
+drop if id == 1 
+replace id = id - 1 + 6000
+destring, replace
+drop excluded
+rename treatment fined
+replace fined = 2 if fined == 1 // 2 is substance only
+replace fined = 3 if fined == 0 // 3 is rhetoric only
+save "data/raw_6.dta", replace
+
+
+clear
+insheet using "data/raw/expAbatch7.csv", names
+gen id = _n
+drop if id == 1 
+replace id = id - 1 + 7000
+destring, replace
+drop excluded
+rename treatment fined
+replace fined = 2 if fined == 1 // 2 is substance only
+replace fined = 3 if fined == 0 // 3 is rhetoric only
+save "data/raw_7.dta", replace
+clear
+
+
+insheet using "data/raw/expAbatch8.csv", names
+gen id = _n
+drop if id == 1 
+replace id = id - 1 + 8000
+destring, replace
+drop excluded
+rename treatment fined
+replace fined = 2 if fined == 1 // 2 is substance only
+replace fined = 3 if fined == 0 // 3 is rhetoric only
+drop codewt
+drop codetreat
+save "data/raw_8.dta", replace
+
+
+clear
+use "data/raw_1.dta"
+append using "data/raw_2.dta"
+append using "data/raw_3.dta"
+append using "data/raw_4.dta"
+append using "data/raw_5.dta"
+append using "data/raw_6.dta"
+append using "data/raw_7.dta"
+append using "data/raw_8.dta"
+
+rename v6 ip
+rename v8 startDate
+rename v9 endDate
+
+
+
+***** attrition
+
+gen attrited = help_test == .
+gen attrition_before_video = q120 == .
+gen started_video = (q124 == 1 | q125 == 1)
+
+preserve
+keep id attrited attrition_before_video started_video fined
+save "data/attrition.dta", replace
+restore
+
+
+drop if help_test == .
+drop attrited attrition_before_video started_video
+save "data/raw_all.dta", replace
+
+
+** find switching points
+
+// strategy:
+// 1. reshape
+// 2. order
+// 3. generate variable in order starting from 35, going down
+// 4. generate second variable, set to missing if choice was 1, to order otherwise, egen min of these
+// 5. generate third variable, set to missing if choice was 2, to order otherwise, egen max of those
+// 6. check for single switch by comparing whether max + 1 == min
+
+
+preserve
+rename sc0_0 score
+gen pay_test = payment_for_test <= 25
+keep id ip amt_id gender age ethnicity educ marital urban income employed hh_size stocks rule72* calculate line1 line2 amt1 amt2 decision_index pay_test payment_for_test score fined finlit* att* help_test test* startDate endDate time* 
+save "data/non_MPL.dta", replace
+restore
+
+keep id impl*
+
+forvalues i = 1 / 20 {
+	rename impl`i'_1_11 	 impl`i'_1 	 
+	rename impl`i'_1_21 	 impl`i'_2 	 
+	rename impl`i'_1_31 	 impl`i'_3 	 
+	rename impl`i'_1_41 	 impl`i'_4 	 
+	rename impl`i'_1_51 	 impl`i'_5 	 
+	rename impl`i'_1_61 	 impl`i'_6 	 
+	rename impl`i'_1_71 	 impl`i'_7 	 
+	rename impl`i'_1_81 	 impl`i'_8 	 
+	rename impl`i'_1_91 	 impl`i'_9 	 
+	rename impl`i'_1_101 	 impl`i'_10 	 
+	rename impl`i'_1_111 	 impl`i'_11	 
+	
+}
+
+keep impl1_* impl2_* impl3_* impl4_* impl5_* impl6_* impl7_* impl8_* impl9_* impl10_* impl11_* impl12_* impl13_* impl14_* impl15_* impl16_* impl17_* impl18_* impl19_* impl20_* id 
+reshape long impl1_ impl2_ impl3_ impl4_ impl5_ impl6_ impl7_ impl8_ impl9_ impl10_ impl11_ impl12_ impl13_ impl14_ impl15_ impl16_ impl17_ impl18_ impl19_ impl20_, i(id) j(line 1-11)
+
+forvalues i = 1 / 20 {
+	rename impl`i'_ impl`i'
+}
+
+sort id line
+
+gen sum_multi_switch_1 = 0
+
+local varlist impl1
+forvalues i=2/20 {
+	local varlist `varlist' impl`i'
+}
+
+
+** first pricelist for each delayed reward
+
+foreach var in `varlist' {
+
+	gen line_left = line
+	gen line_right = line
+	replace line_left = . if `var' == 1
+	replace line_right = . if `var' == 0
+	
+	by id: egen switch_low = max(line_left)
+	by id: egen switch_high = min(line_right)
+	by id: egen mll = max(line_left)
+	by id: egen mlr = min(line_right)
+	
+	gen multi_switch_`var' = 1 - (switch_high == 1 + switch_low)
+	replace multi_switch_`var' = 0 if switch_high == 11 | switch_high == . | switch_low == 1 | switch_low == .
+	
+	gen value_`var' = switch_high
+	replace value_`var' = . if multi_switch_`var' == 1 
+	replace value_`var' = 0 if mlr == 1 //case where all right selected
+	replace value_`var' = 12 if mll == 11 // case where all left selected
+	
+	replace sum_multi_switch_1 = sum_multi_switch_1 + multi_switch_`var'
+	
+	drop line_left
+ 	drop line_right
+	drop switch_high
+	drop switch_low	
+	drop mll
+	drop mlr
+
+	gen value_coarse_`var' = 20 - 2*(value_`var'-1)
+	
+}	
+
+preserve
+drop value_impl* 
+drop impl*
+
+
+collapse (mean) value* sum_multi* (max) multi*, by(id)
+
+save "data/data_coarse.dta", replace
+restore
+
+
+// second pricelist for each delayed reward
+
+clear all
+set more off
+use "data/raw_all.dta"
+
+keep id impl*
+
+
+forvalues i = 1 / 20 {
+	rename impl`i'_2_31 	 impl`i'_1 	 
+	rename impl`i'_2_41 	 impl`i'_2 	 
+	rename impl`i'_2_51 	 impl`i'_3 	 
+	rename impl`i'_2_61 	 impl`i'_4 	 
+	rename impl`i'_2_71 	 impl`i'_5 	 
+	rename impl`i'_2_81 	 impl`i'_6 	 
+	rename impl`i'_2_91 	 impl`i'_7 	 
+	rename impl`i'_2_101 	 impl`i'_8 	 
+	rename impl`i'_2_111 	 impl`i'_9	 
+	rename impl`i'_2_121 	 impl`i'_10
+	drop impl`i'_1_*
+}
+
+keep impl1_* impl2_* impl3_* impl4_* impl5_* impl6_* impl7_* impl8_* impl9_* impl10_* impl11_* impl12_* impl13_* impl14_* impl15_* impl16_* impl17_* impl18_* impl19_* impl20_*  id
+reshape long impl1_ impl2_ impl3_ impl4_ impl5_ impl6_ impl7_ impl8_ impl9_ impl10_ impl11_ impl12_ impl13_ impl14_ impl15_ impl16_ impl17_ impl18_ impl19_ impl20_ , i(id) j(line 1-10)
+
+forvalues i = 1 / 20 {
+	rename impl`i'_ impl`i'
+}
+
+sort id line
+
+gen sum_multi_switch_2 = 0
+
+local varlist impl1
+forvalues i=2/20 {
+	local varlist `varlist' impl`i'
+}
+
+foreach var in `varlist' {
+
+	gen line_left = line
+	gen line_right = line
+	replace line_left = . if `var' == 1
+	replace line_right = . if `var' == 0
+	
+	by id: egen switch_low = max(line_left)
+	by id: egen switch_high = min(line_right)
+	by id: egen mll = max(line_left)
+	by id: egen mlr = min(line_right)
+
+
+	
+	gen multi_switch_`var' = 1 - (switch_high == 1 + switch_low)
+	replace multi_switch_`var' = 0 if (switch_high == 1 & switch_low == .) | (switch_high == . & switch_low == 10)
+	
+	gen value_`var' = switch_low
+	replace value_`var' = . if multi_switch_`var' == 1 
+	replace value_`var' = 0 if mlr == 1 //case where all right selected
+	replace value_`var' = 10 if mll == 10 // case where all left selected
+	
+	replace sum_multi_switch_2 = sum_multi_switch_2 + multi_switch_`var'
+	
+	drop line_left
+ 	drop line_right
+	drop switch_high
+	drop switch_low	
+	drop mll
+	drop mlr
+
+	gen value_fine_`var' = 1.8 - 0.2*value_`var'
+	replace value_fine_`var' = 0 if value_fine_`var' < 0
+}	
+
+
+drop value_impl* 
+drop impl*
+
+collapse (mean) value* sum_multi* (max) multi*, by(id)
+
+save "data/data_fine.dta", replace
+
+
+
+
+
+
+***********************************
+*** merge datasets  ***************
+***********************************
+
+clear all
+use "data/data_fine.dta"
+merge 1:1 id  using "data/data_coarse.dta"
+drop _merge
+merge 1:1 id using "data/non_MPL.dta"
+drop _merge
+
+forvalues i = 1/20 {
+	gen value`i' = value_coarse_impl`i' + value_fine_impl`i'
+	rename time`i'1_1 timeFirstClick`i'
+	rename time`i'1_2 timeLastClick`i'
+	rename time`i'1_3 timeSubmit`i'
+	rename time`i'1_4 numClicks`i'
+}
+
+
+// Label variables conveniently
+
+gen multi = 0
+forvalues i = 1 / 20 {
+	replace multi = 1 if multi_switch_impl`i' == 1
+	replace multi = 1 if sum_multi_switch_1 == 1 | sum_multi_switch_2 == 1
+}
+drop multi_* value_*
+
+reshape long value timeFirstClick timeLastClick timeSubmit numClicks, i(id) j(treatment)
+
+gen framed = treatment > 10
+gen delay = 72
+replace delay = 36 if treatment >=6 & treatment <= 10
+replace delay = 36 if treatment == 11 | treatment == 13 | treatment == 15 | treatment == 17 | treatment == 19
+
+gen amount = 20 
+replace amount = 18 if treatment == 2 | treatment == 7  | treatment == 14 | treatment == 13
+replace amount = 16 if treatment == 3 | treatment == 8  | treatment == 16 | treatment == 15
+replace amount = 14 if treatment == 4 | treatment == 9  | treatment == 18 | treatment == 17
+replace amount = 12 if treatment == 5 | treatment == 10 | treatment == 20 | treatment == 19
+gen amount_precise = amount
+
+
+// rename treatments such that #framed = #unframed + 10
+gen tr_new = tr
+replace tr_new = 1 if treat == 6
+replace tr_new = 2 if treat == 1
+replace tr_new = 3 if treat == 7
+replace tr_new = 4 if treat == 2
+replace tr_new = 5 if treat == 8
+replace tr_new = 6 if treat == 3
+replace tr_new = 7 if treat == 9
+replace tr_new = 8 if treat == 4
+replace tr_new = 9 if treat == 10
+replace tr_new = 10 if treat == 5
+
+rename treatment tr_old
+rename tr_new treatment
+
+replace treatment = treatment - 10 if framed == 1
+
+replace amount_precise = 20.40 if treatment == 11 | treatment == 1
+replace amount_precise = 20.47 if treatment == 12 | treatment == 2
+replace amount_precise = 18.47 if treatment == 13 | treatment == 3
+replace amount_precise = 18.73 if treatment == 14 | treatment == 4
+replace amount_precise = 16.29 if treatment == 15 | treatment == 5
+replace amount_precise = 16.80 if treatment == 16 | treatment == 6
+replace amount_precise = 14.37 if treatment == 17 | treatment == 7
+replace amount_precise = 15.16 if treatment == 18 | treatment == 8
+replace amount_precise = 11.58 if treatment == 19 | treatment == 9
+replace amount_precise = 11.83 if treatment == 20 | treatment == 10
+
+gen id_alt = 1000*id+treatment
+sort id_alt
+order id_alt delay treatment tr_old
+
+drop tr_old
+
+reshape wide value timeFirstClick timeLastClick timeSubmit numClicks, i(id_alt) j(framed)
+
+rename value0 v_unframed
+rename value1 v_framed
+
+rename timeFirstClick0 timeFirstClickUnframed
+rename timeFirstClick1 timeFirstClickFramed
+rename timeLastClick0 timeLastClickUnframed
+rename timeLastClick1 timeLastClickFramed
+rename timeSubmit0 timeSubmitUnframed
+rename timeSubmit1 timeSubmitFramed
+rename numClicks0 numClicksUnframed
+rename numClicks1 numClicksFramed
+
+gen r = .
+replace r = 0.02 if treatment == 1 
+replace r = 0.01 if treatment == 2 
+replace r = 0.04 if treatment == 3 
+replace r = 0.02 if treatment == 4 
+replace r = 0.06 if treatment == 5 
+replace r = 0.03 if treatment == 6 
+replace r = 0.08 if treatment == 7 
+replace r = 0.04 if treatment == 8 
+replace r = 0.05 if treatment == 9 
+replace r = 0.25 if treatment == 10
+
+gen doublings = 1
+replace doublings = 2 if treatment == 3 | treatment == 4
+replace doublings = 3 if treatment == 5 | treatment == 6 
+replace doublings = 4 if treatment == 7 | treatment == 8  
+replace doublings = 2.5 if treatment == 9 | treatment == 10
+
+replace age = age + 17
+
+forvalues i = 1/10 {
+	gen t`i' = 0
+}
+
+replace t1  = 1 if test1  == 2
+replace t2  = 1 if test2  == 4
+replace t3  = 1 if test3  == 4
+replace t4  = 1 if test4  == 7
+replace t5  = 1 if test5  == 6
+replace t6  = 1 if test6  == 3
+replace t7  = 1 if test7  == 4
+replace t8  = 1 if test8  == 2
+replace t9  = 1 if test9  == 3
+replace t10 = 1 if test10 == 3
+
+gen score_compounding = t1+t2+t3+t4+t5
+gen score_indexing = score - score_compounding
+
+gen fl1 = finlit1 == 1
+gen fl2 = finlit2 == 1
+gen fl3 = finlit3 == 3
+gen fl4 = finlit4 == 1
+gen fl5 = finlit5 == 2
+gen fl_score = (fl1 == 1) * (fl2 == 1) * (fl3 == 1) * (fl4 == 1) * (fl5 == 1)
+gen fl_sum = (fl1 == 1) + (fl2 == 1) + (fl3 == 1) + (fl4 == 1) + (fl5 == 1)
+gen fl_score_compound = (fl1 == 1) * (fl2 == 1) * (fl3 == 1) 
+gen fl_sum_compound = (fl1 == 1) + (fl2 == 1) + (fl3 == 1)
+
+gen size_error_simple = .
+replace size_error_simple = 3.20 if treatment == 1 
+replace size_error_simple = 3.27 if treatment == 2 
+replace size_error_simple = 7.49 if treatment == 3 
+replace size_error_simple = 7.75 if treatment == 4 
+replace size_error_simple = 9.97 if treatment == 5 
+replace size_error_simple = 10.48 if treatment == 6 
+replace size_error_simple = 10.88 if treatment == 7 
+replace size_error_simple = 11.66 if treatment == 8 
+replace size_error_simple = 5.98 if treatment == 9 
+replace size_error_simple = 6.23 if treatment == 10
+
+// use midpoint of the interval for analysis
+replace v_framed = v_framed + 0.1
+replace v_unframed = v_unframed + 0.1
+
+replace v_framed = 0 if v_framed <= 0
+replace v_unframed = 0 if v_unframed <= 0
+
+
+
+merge m:1 id using "data/attrition.dta"
+
+gen double startTime = clock(startDate, "YMDhms")
+gen double endTime = clock(endDate, "YMDhms")
+
+gen double duration = endTime - startTime
+replace duration = duration / (1000*60) // duration in minutes
+
+
+drop line1 line2 decision_index
+
+gen fl_high = fl_score_compound == 1
+
+gen discount_unframed = v_unframed/amount * 100
+gen discount_framed = v_framed/amount_precise * 100
+gen discount_framed_72 = v_framed/amount * 100
+
+sort id delay
+by id delay: egen min_discount_unframed = min(discount_unframed)
+by id delay: egen max_discount_unframed = max(discount_unframed)
+
+gen diff = discount_framed - discount_unframed
+gen diff72 = discount_framed - discount_unframed
+gen min_diff = discount_framed - min_discount_unframed
+gen max_diff = discount_framed - max_discount_unframed
+
+
+gen abs_diff =  - abs(diff)
+gen sq_diff = - (diff/100)^2*100
+gen sq_diff72 = - (diff72/100)^2*100
+gen sq_diff_up = - (diff/100)^2*100
+gen sq_diff_down = - (diff/100)^2*100
+replace sq_diff_up = 0 if diff > 0
+replace sq_diff_down = 0 if diff < 0
+
+sort id
+by id: egen mean_diff = mean(diff)
+gen sq_mean_diff = - (mean_diff/100)^2*100
+gen sq_mean_diff_up = - (mean_diff/100)^2*100
+gen sq_mean_diff_down = - (mean_diff/100)^2*100
+replace sq_mean_diff_up = 0 if mean_diff > 0
+replace sq_mean_diff_down = 0 if mean_diff < 0
+
+gen sqrt_diff = - sqrt(abs(diff)/100)*100
+
+gen abs_min_diff = - abs(min_diff)
+gen abs_max_diff = - abs(max_diff)
+gen sq_min_diff = -(min_diff/100)^2*100
+gen sq_max_diff = -(max_diff/100)^2*100
+
+gen CVa = min(sq_min_diff, sq_max_diff)
+gen CVb = max(sq_min_diff, sq_max_diff)
+replace CVb = 0 if discount_framed <= max_discount_unframed & discount_framed >= min_discount_unframed
+
+gen asy_diff_up = diff
+replace asy_diff_up = 0 if diff > 0 
+gen asy_diff_down = - diff
+replace asy_diff_down = 0 if diff < 0 
+
+sort id delay
+by id delay: egen mean_disc = mean(discount_unframed)
+
+gen r72 = rule72 == 1
+gen r72inv = rule72_inv == 1
+
+
+// generate treatment dummies
+
+gen Control = fined == 0 // Control
+gen Full = fined == 1 // Full
+gen Rule72 = fined == 2 // Substance Only
+gen Rhetoric = fined == 3 // Rhetoric Only
+
+label define treatment 0 "Control" 1 "Full Treatment" 2 "Only Rule of 72" 3 "Only Rhetoric"
+label values fined treatment
+
+
+// measures of noise and inattention
+
+sort id delay
+by id delay: egen sdV = sd(v_framed)
+by id: egen mean_sdV = mean(sdV)
+
+gen slope_unframed = .
+gen slope_framed = .
+gen corr_unframed_framed = .
+gen r2_unframed_framed = .
+drop if id == -1
+egen id3 = group(id)
+su id3
+local max = r(max)
+forvalues i = 1/`max' {
+	capture: reg discount_unframed amount if id3 == `i'
+	capture: replace slope_unframed = _b[amount] if id3 == `i'
+	capture: reg discount_framed amount_precise if id3 == `i'
+	capture: replace slope_framed = _b[amount_precise] if id3 == `i'
+	capture: reg discount_framed discount_unframed if id3 == `i'
+	capture: replace corr_unframed_framed = _b[discount_unframed] if id3 == `i'
+	capture: replace r2_unframed_framed = e(r2) if id3 == `i'
+}
+
+su slope_unframed, d
+gen lowSlope25 = slope_unframed <= r(p25)
+gen lowSlope50 = slope_unframed <= r(p50)
+gen lowSlope75 = slope_unframed <= r(p75)
+
+
+***** Demographic variables
+
+
+gen afram = ethnicity == 1
+gen asian = ethnicity == 2
+gen caucasian = ethnicity == 3
+gen hispanic = ethnicity == 4
+gen other = ethnicity == 5
+
+gen lessThanHighSchool = educ <= 2
+gen highSchool = educ == 3
+gen voc = educ == 4
+gen someCollege = educ == 5
+gen college = educ == 6
+gen graduate = educ >= 7
+
+gen rural = urban == 3
+gen urbanSuburban = urban <= 2
+
+gen fullTime = employed == 3
+gen partTime = employed == 2
+
+gen hh1 = hh_size == 1
+gen hh2 = hh_size == 2
+gen hh3 = hh_size == 3
+gen hh4 = hh_size >= 4
+
+gen married = marital == 3 | marital == 4
+gen widowed = marital == 6
+gen divorced = marital == 1
+gen never_married = marital == 2 | marital == 5 
+
+gen ownStocks = stocks == 1
+
+gen fl_high_remaining = fl4 == 1 & fl5 == 1
+gen was_married = widowed == 1 | divorced == 1
+gen highSchoolOrLess = highSchool == 1 | lessThanHighSchool == 1
+gen vocOrSomeCollege = voc == 1 | someCollege == 1
+gen hh3to5 = hh_size >= 2 & hh_size <= 5
+gen hhGeq6 = hh_size >= 6
+replace income = income / 1000
+
+egen tag = tag(id)
+
+
+save "data/dataExpA.dta", replace
+
+
+
+

26/replication_package/doFiles/dataManagementExpB.do

@@ -0,0 +1,562 @@
+clear all
+
+
+
+
+
+
+// insheet the data
+if 1  {
+
+	insheet using "data/raw/expBbatch1.csv", names
+	drop if _n <= 2 // drop lines added by qualtrics
+	gen batch = 1
+	gen id = _n + 1000*batch
+	destring, replace
+	rename treatment fined /*DZ: fined=1 designates treated with BLB intervention.*/
+
+	drop if _n == 1 // dropping text line that qualtrics adds
+	destring, replace
+
+
+	gen attrited = finlit3 ~= . & impl111_impl11_1 == .
+	gen attritedLate = q182 ~= . & impl111_impl11_1 == .
+
+	save "data/batch1.dta", replace 
+
+	clear 
+
+
+	insheet using "data/raw/expBbatch2.csv", names
+	drop if _n <= 2 // drop lines added by qualtrics
+	gen batch = 2
+	gen id = _n + 1000*batch
+	destring, replace
+	rename treatment fined /*DZ: fined=1 designates treated with BLB intervention.*/
+
+	drop if _n == 1 // dropping text line that qualtrics adds
+	destring, replace
+
+
+	gen attrited = finlit3 ~= . & impl111_impl11_1 == .
+	gen attritedLate = q182 ~= . & impl111_impl11_1 == .
+
+	save "data/batch2.dta", replace
+
+	clear
+	
+	use "data/batch1.dta", replace
+	append using "data/batch2.dta" 
+
+
+
+	save "data/dataRaw.dta", replace
+}
+
+use "data/dataRaw.dta", replace
+
+
+// 
+
+
+
+
+** find switching points
+
+// strategy:
+// 1. reshape
+// 2. order
+// 3. gen variable in order starting from 35, going down
+// 4. gen second variable, set to missing if choice was 1, to order otherwise, egen min of these
+// 5. gen third variable, set to missing if choice was 2, to order otherwise, egen max of those
+// 6. check for single switch by comparing whether max + 1 == min
+
+***************************************************************************************************************
+
+forvalues i = 1/10 {
+	gen s`i' = 0
+}
+
+replace s1  = 1 if test1  == 2
+replace s2  = 1 if test2  == 4
+replace s3  = 1 if test3  == 4
+replace s4  = 1 if test4  == 7
+replace s5  = 1 if test5  == 6
+replace s6  = 1 if test6  == 4
+replace s7  = 1 if test7  == 5
+replace s8  = 1 if test8  == 5
+replace s9  = 1 if test9  == 5
+replace s10 = 1 if test10 == 1
+
+
+gen score = s1+s2+s3+s4+s5+s6+s7+s8+s9+s10
+
+
+
+preserve
+/*rename sc0_0 score*/
+
+gen pay_test = payment_for_test <= 25
+keep ip id amt_id gender age ethnicity educ marital urban income employed hh_size stocks rule72* calculate line1 line2 amt1 amt2 decision_index pay_test payment_for_test fined finlit* att* help_test test* startdate enddate durationinseconds time* score
+save "data/dataNon_MPL.dta", replace
+restore
+
+*****************************************************************************************************************8
+
+keep id impl*
+
+forvalues i = 1 / 20 {
+	rename impl`i'11_impl`i'1_1 	 impl`i'_1 	 
+	rename impl`i'11_impl`i'1_2 	 impl`i'_2 	 
+	rename impl`i'11_impl`i'1_3 	 impl`i'_3 	 
+	rename impl`i'11_impl`i'1_4 	 impl`i'_4 	 
+	rename impl`i'11_impl`i'1_5 	 impl`i'_5 	 
+	rename impl`i'11_impl`i'1_6 	 impl`i'_6 	 
+	rename impl`i'11_impl`i'1_7 	 impl`i'_7 	 
+	rename impl`i'11_impl`i'1_8 	 impl`i'_8	 
+	rename impl`i'11_impl`i'1_9 	 impl`i'_9 	 
+	rename impl`i'11_impl`i'1_10 	 impl`i'_10 	 
+	rename impl`i'11_impl`i'1_11 	 impl`i'_11 
+}
+
+keep impl1_* impl2_* impl3_* impl4_* impl5_* impl6_* impl7_* impl8_* impl9_* impl10_* impl11_* impl12_* impl13_* impl14_* impl15_* impl16_* impl17_* impl18_* impl19_* impl20_* id 
+reshape long impl1_ impl2_ impl3_ impl4_ impl5_ impl6_ impl7_ impl8_ impl9_ impl10_ impl11_ impl12_ impl13_ impl14_ impl15_ impl16_ impl17_ impl18_ impl19_ impl20_, i(id) j(line 1-11)
+
+forvalues i = 1 / 20 {
+	rename impl`i'_ impl`i'
+}
+
+sort id line
+
+gen sum_multi_switch_1 = 0
+
+local varlist impl1
+forvalues i=2/20 {
+	local varlist `varlist' impl`i'
+}
+
+
+** first pricelist
+
+foreach var in `varlist' { /*At this point varlist includes impl1, impl2, ... impl20*/
+
+	gen line_left = line
+	gen line_right = line
+	replace line_left = . if `var' == 1
+	replace line_right = . if `var' == 0
+	
+	by id: egen switch_low = max(line_left)
+	by id: egen switch_high = min(line_right)
+	by id: egen mll = max(line_left)
+	by id: egen mlr = min(line_right)
+	
+	gen multi_switch_`var' = 1 - (switch_high == 1 + switch_low)
+	replace multi_switch_`var' = 0 if switch_high == 11 | switch_high == . | switch_low == 1 | switch_low == .
+	
+	gen value_`var' = switch_high
+	replace value_`var' = . if multi_switch_`var' == 1 
+	replace value_`var' = 0 if mlr == 1 //case where all right selected
+	replace value_`var' = 12 if mll == 11 // case where all left selected
+	
+	replace sum_multi_switch_1 = sum_multi_switch_1 + multi_switch_`var'
+	
+	drop line_left
+ 	drop line_right
+	drop switch_high
+	drop switch_low	
+	drop mll
+	drop mlr
+
+	gen value_coarse_`var' = 20 - 2*(value_`var'-1)
+	
+}	
+
+
+preserve
+	drop value_impl* 
+	drop impl*
+	collapse (mean) value* sum_multi* (max) multi*, by(id)
+	save "data/data_Coarse.dta", replace
+restore
+
+
+
+
+***********************************
+*** fine valuations ***************
+***********************************
+
+
+clear all
+set more off
+use "data/dataRaw.dta"
+
+keep id impl*
+
+
+forvalues i = 1 / 20 {
+	rename impl`i'21_impl`i'2_3 	 impl`i'_1 	 
+	rename impl`i'21_impl`i'2_4 	 impl`i'_2 	 
+	rename impl`i'21_impl`i'2_5 	 impl`i'_3 	 
+	rename impl`i'21_impl`i'2_6 	 impl`i'_4
+	rename impl`i'21_impl`i'2_7 	 impl`i'_5 	 
+	rename impl`i'21_impl`i'2_8 	 impl`i'_6 	 
+	rename impl`i'21_impl`i'2_9 	 impl`i'_7 	 
+	rename impl`i'21_impl`i'2_10 	 impl`i'_8 
+	rename impl`i'21_impl`i'2_11 	 impl`i'_9 	 
+	rename impl`i'21_impl`i'2_12 	 impl`i'_10 
+	
+}
+
+
+
+
+keep impl1_* impl2_* impl3_* impl4_* impl5_* impl6_* impl7_* impl8_* impl9_* impl10_* impl11_* impl12_* impl13_* impl14_* impl15_* impl16_* impl17_* impl18_* impl19_* impl20_*  id
+reshape long impl1_ impl2_ impl3_ impl4_ impl5_ impl6_ impl7_ impl8_ impl9_ impl10_ impl11_ impl12_ impl13_ impl14_ impl15_ impl16_ impl17_ impl18_ impl19_ impl20_ , i(id) j(line 1-10)
+
+forvalues i = 1 / 20 {
+	rename impl`i'_ impl`i'
+}
+
+sort id line
+
+gen sum_multi_switch_2 = 0
+
+local varlist impl1
+forvalues i=2/20 {
+	local varlist `varlist' impl`i'
+}
+
+ 
+
+
+
+** second pricelist
+
+foreach var in `varlist' {
+
+	gen line_left = line
+	gen line_right = line
+	replace line_left = . if `var' == 1
+	replace line_right = . if `var' == 0
+	
+	by id: egen switch_low = max(line_left)
+	by id: egen switch_high = min(line_right)
+	by id: egen mll = max(line_left)
+	by id: egen mlr = min(line_right)
+
+
+	
+	gen multi_switch_`var' = 1 - (switch_high == 1 + switch_low)
+	replace multi_switch_`var' = 0 if (switch_high == 1 & switch_low == .) | (switch_high == . & switch_low == 10)
+	
+	gen value_`var' = switch_low
+	replace value_`var' = . if multi_switch_`var' == 1 
+	replace value_`var' = 0 if mlr == 1 //case where all right selected
+	replace value_`var' = 10 if mll == 10 // case where all left selected
+	
+	replace sum_multi_switch_2 = sum_multi_switch_2 + multi_switch_`var'
+	
+	drop line_left
+ 	drop line_right
+	drop switch_high
+	drop switch_low	
+	drop mll
+	drop mlr
+
+	gen value_fine_`var' = 1.8 - 0.2*value_`var'
+	replace value_fine_`var' = 0 if value_fine_`var' < 0
+}	
+
+
+drop value_impl* 
+drop impl*
+
+collapse (mean) value* sum_multi* (max) multi*, by(id)
+
+save "data/data_Fine.dta", replace
+
+
+
+
+
+
+***********************************
+*** merge datasets  ***************
+***********************************
+
+clear all
+use "data/data_Fine.dta"
+merge 1:1 id  using "data/data_Coarse.dta"
+drop _merge
+merge 1:1 id using "data/dataNon_MPL.dta"
+drop _merge
+
+/*DZ: Slight change in naming of variables.*/
+forvalues i = 1/20 {
+	gen value`i' = value_coarse_impl`i' + value_fine_impl`i'
+
+	rename time`i'1_firstclick timeFirstClick`i'
+	rename time`i'1_lastclick timeLastClick`i'
+	rename time`i'1_pagesubmit timeSubmit`i'
+	rename time`i'1_clickcount numClicks`i'
+
+}
+
+
+
+***********************************
+
+
+
+gen multi = 0
+forvalues i = 1 / 20 {
+	replace multi = 1 if multi_switch_impl`i' == 1
+	replace multi = 1 if sum_multi_switch_1 == 1 | sum_multi_switch_2 == 1
+}
+drop multi_*
+
+
+drop value_*
+
+
+
+reshape long value timeFirstClick timeLastClick timeSubmit numClicks, i(id) j(treatment)
+
+
+
+
+gen framed = treatment > 10
+
+gen delay = 72
+replace delay = 36 if treatment >=6 & treatment <= 10
+replace delay = 36 if treatment == 11 | treatment == 13 | treatment == 15 | treatment == 17 | treatment == 19
+
+
+gen amount = 20 
+replace amount = 18 if treatment == 2 | treatment == 7  | treatment == 14 | treatment == 13
+replace amount = 16 if treatment == 3 | treatment == 8  | treatment == 16 | treatment == 15
+replace amount = 14 if treatment == 4 | treatment == 9  | treatment == 18 | treatment == 17
+replace amount = 12 if treatment == 5 | treatment == 10 | treatment == 20 | treatment == 19
+
+gen amount_precise = amount
+
+
+// rename treatments such that #framed = #unframed + 10
+
+gen tr_new = tr
+replace tr_new = 1 if treat == 6
+replace tr_new = 2 if treat == 1
+replace tr_new = 3 if treat == 7
+replace tr_new = 4 if treat == 2
+replace tr_new = 5 if treat == 8
+replace tr_new = 6 if treat == 3
+replace tr_new = 7 if treat == 9
+replace tr_new = 8 if treat == 4
+replace tr_new = 9 if treat == 10
+replace tr_new = 10 if treat == 5
+
+rename treatment tr_old
+rename tr_new treatment
+
+replace treatment = treatment - 10 if framed == 1
+
+
+replace amount_precise = 20.40 if treatment == 11 | treatment == 1
+replace amount_precise = 20.47 if treatment == 12 | treatment == 2
+replace amount_precise = 18.47 if treatment == 13 | treatment == 3
+replace amount_precise = 18.73 if treatment == 14 | treatment == 4
+replace amount_precise = 16.29 if treatment == 15 | treatment == 5
+replace amount_precise = 16.80 if treatment == 16 | treatment == 6
+replace amount_precise = 14.37 if treatment == 17 | treatment == 7
+replace amount_precise = 15.16 if treatment == 18 | treatment == 8
+replace amount_precise = 11.58 if treatment == 19 | treatment == 9
+replace amount_precise = 11.83 if treatment == 20 | treatment == 10
+
+
+
+gen id_alt = 1000*id+treatment
+sort id_alt
+order id_alt delay treatment tr_old
+
+drop tr_old
+
+reshape wide value timeFirstClick timeLastClick timeSubmit numClicks, i(id_alt) j(framed)
+
+rename value0 v_unframed
+rename value1 v_framed
+
+
+rename timeFirstClick0 timeFirstClickUnframed
+rename timeFirstClick1 timeFirstClickFramed
+rename timeLastClick0 timeLastClickUnframed
+rename timeLastClick1 timeLastClickFramed
+rename timeSubmit0 timeSubmitUnframed
+rename timeSubmit1 timeSubmitFramed
+rename numClicks0 numClicksUnframed
+rename numClicks1 numClicksFramed
+
+
+
+gen difficulty = 0
+replace difficulty = 1 if treatment >= 3 & treatment <= 8
+replace difficulty = 2 if treatment >= 9
+
+gen start = 10
+replace start = 4.5 if treatment == 3 | treatment == 4
+replace start = 2 if treatment == 5 | treatment == 6 | treatment == 9 | treatment == 10
+replace start = 0.9 if treatment == 7 | treatment == 8
+
+gen r = .
+replace r = 0.02 if treatment == 1 
+replace r = 0.01 if treatment == 2 
+replace r = 0.04 if treatment == 3 
+replace r = 0.02 if treatment == 4 
+replace r = 0.06 if treatment == 5 
+replace r = 0.03 if treatment == 6 
+replace r = 0.08 if treatment == 7 
+replace r = 0.04 if treatment == 8 
+replace r = 0.05 if treatment == 9 
+replace r = 0.25 if treatment == 10
+
+
+gen doublings = 1
+replace doublings = 2 if treatment == 3 | treatment == 4
+replace doublings = 3 if treatment == 5 | treatment == 6 
+replace doublings = 4 if treatment == 7 | treatment == 8  
+replace doublings = 2.5 if treatment == 9 | treatment == 10
+
+
+replace age = age + 17
+
+forvalues i = 1/10 {
+	gen t`i' = 0
+}
+
+replace t1  = 1 if test1  == 2
+replace t2  = 1 if test2  == 4
+replace t3  = 1 if test3  == 4
+replace t4  = 1 if test4  == 7
+replace t5  = 1 if test5  == 6
+replace t6  = 1 if test6  == 4
+replace t7  = 1 if test7  == 4
+replace t8  = 1 if test8  == 5
+replace t9  = 1 if test9  == 5
+replace t10 = 1 if test10 == 5
+
+
+
+gen score_compounding = t1+t2+t3+t4+t5
+gen score_indexing = score - score_compounding
+
+gen fl1 = finlit1 == 1
+gen fl2 = finlit2 == 1
+gen fl3 = finlit3 == 3
+gen fl4 = finlit4 == 1
+gen fl5 = finlit5 == 2
+gen fl_score = (fl1 == 1) * (fl2 == 1) * (fl3 == 1) * (fl4 == 1) * (fl5 == 1)
+gen fl_sum = (fl1 == 1) + (fl2 == 1) + (fl3 == 1) + (fl4 == 1) + (fl5 == 1)
+gen fl_score_compound = (fl1 == 1) * (fl2 == 1) * (fl3 == 1) 
+gen fl_sum_compound = (fl1 == 1) + (fl2 == 1) + (fl3 == 1)
+
+gen size_error_simple = .
+replace size_error_simple = 3.20 if treatment == 1 
+replace size_error_simple = 3.27 if treatment == 2 
+replace size_error_simple = 7.49 if treatment == 3 
+replace size_error_simple = 7.75 if treatment == 4 
+replace size_error_simple = 9.97 if treatment == 5 
+replace size_error_simple = 10.48 if treatment == 6 
+replace size_error_simple = 10.88 if treatment == 7 
+replace size_error_simple = 11.66 if treatment == 8 
+replace size_error_simple = 5.98 if treatment == 9 
+replace size_error_simple = 6.23 if treatment == 10
+
+
+
+
+
+
+// use midpoint of the interval for analysis
+replace v_framed = v_framed + 0.1
+replace v_unframed = v_unframed + 0.1
+
+replace v_framed = 0 if v_framed <= 0
+replace v_unframed = 0 if v_unframed <= 0
+
+************ monotonicity violations
+sort id
+gen v_u_1_i = v_unframed if amount == 12
+gen v_u_2_i = v_unframed if amount == 14
+gen v_u_3_i = v_unframed if amount == 16
+gen v_u_4_i = v_unframed if amount == 18
+gen v_u_5_i = v_unframed if amount == 20
+by id: egen v_u_1 = max(v_u_1_i) 
+by id: egen v_u_2 = max(v_u_2_i) 
+by id: egen v_u_3 = max(v_u_3_i) 
+by id: egen v_u_4 = max(v_u_4_i) 
+by id: egen v_u_5 = max(v_u_5_i) 
+
+gen monotonic_u = (v_u_1 <= v_u_2 & v_u_2 <= v_u_3 & v_u_3 <= v_u_4 & v_u_4 <= v_u_5)
+
+gen v_f_1_i = v_framed if amount == 12
+gen v_f_2_i = v_framed if amount == 14
+gen v_f_3_i = v_framed if amount == 16
+gen v_f_4_i = v_framed if amount == 18
+gen v_f_5_i = v_framed if amount == 20
+by id: egen v_f_1 = max(v_f_1_i) 
+by id: egen v_f_2 = max(v_f_2_i) 
+by id: egen v_f_3 = max(v_f_3_i) 
+by id: egen v_f_4 = max(v_f_4_i) 
+by id: egen v_f_5 = max(v_f_5_i) 
+
+gen monotonic_f = (v_f_1 <= v_f_2 & v_f_2 <= v_f_3 & v_f_3 <= v_f_4 & v_f_4 <= v_f_5)
+
+
+
+egen tag_id = tag(id)
+
+
+gen duration = durationinseconds/60 /* duration in minutes */
+
+
+gen afram = ethnicity == 1
+gen asian = ethnicity == 2
+gen caucasian = ethnicity == 3
+gen hispanic = ethnicity == 4
+gen other = ethnicity == 5
+
+
+gen lessThanHighSchool = educ <= 2
+gen highSchool = educ == 3
+gen voc = educ == 4
+gen someCollege = educ == 5
+gen college = educ == 6
+gen graduate = educ >= 7
+
+gen rural = urban == 3
+gen urbanSuburban = urban <= 2
+
+gen fullTime = employed == 3
+gen partTime = employed == 2
+
+gen hh1 = hh_size == 1
+gen hh2 = hh_size == 2
+gen hh3 = hh_size == 3
+gen hh4 = hh_size >= 4
+
+gen married = marital == 3 | marital == 4
+gen widowed = marital == 6
+gen divorced = marital == 1
+gen never_married = marital == 2 | marital == 5 
+
+gen ownStocks = stocks == 1
+
+
+
+drop line1 line2 decision_index
+drop if test10 == .
+save "data/dataExpB.dta", replace
+
+
+
+

26/replication_package/doFiles/master.do

@@ -0,0 +1,12 @@
+
+
+
+cap cd "/Users/sambuehl/Dropbox/Financial_Literacy/SUBMISSIONS/AER 2/Round 3/REPLICATION PACKAGE V2/"
+ 
+set more off
+
+run "doFiles/setup.do"
+run "doFiles/dataManagementExpA.do"
+run "doFiles/dataManagementExpB.do"
+run "doFiles/analysis.do"
+

26/replication_package/doFiles/setup.do

@@ -0,0 +1,2 @@
+ssc install outreg2
+ssc install distplot

26/replication_package/readMe.pdf

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3d96b5f8fafc4d7777af8ee5bfa70d2fd7cdb9bdc80cfccdac73cfc750c53283
+size 126257

26/should_reproduce.txt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1748f3ae4950ae2a45cbba8654bc943c64969988aa61211abb9d5fd4df0ba76f
+size 24