26/replication_package/doFiles/dataManagementExpB.do

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