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PRWP

Reproducibility package for Click, Code, Earn: The Returns To Digital Skills

2026
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Reference ID
RR_WLD_2025_451
Author(s)
Yan Liu, Antonio Martins Neto, Saloni Khurana, Juan Manuel Porras
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Jan 30, 2026
Last modified
Jan 30, 2026
  • Project Description
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Other Materials
README for the reproducibility package for Click, Code, Earn: The Returns To Digital Skills
Download [PDF, 395.6 KB]
Download https://reproducibility.worldbank.org//catalog/451/download/1285
Reproducibility verification for the reproducibility package for Click, Code, Earn: The Returns To Digital Skills
Download [PDF, 137.84 KB]
Download https://reproducibility.worldbank.org//catalog/451/download/1286
Reproducibility package for Click, Code, Earn: The Returns To Digital Skills
Download [ZIP, 14.36 MB]
Download https://reproducibility.worldbank.org//catalog/451/download/1287
Zip preview
RR_WLD_2025_451
data_hash_report.csv
LICENSE.txt
README.pdf
Reproducibility Package
Input
ILO_labor_force_data.dta
inputs_it_intensity
icio_build.do
sectors.dta
tiva_naics2.dta
inputs_raw_postings_processing
wb_income_fy26_25_comparison.dta
Output
Figures
Educ_het_developed.gph
Educ_het_developed.png
Educ_het_developing.gph
Educ_het_developing.png
Exp_het_developed.gph
Exp_het_developed.png
Exp_het_developing.gph
Exp_het_developing.png
figure_1.png
figure_2.png
figure_3.png
figure_a1.png
figure_a2.png
figure_b1.gph
figure_b1.png
lightcast_developing_postings.png
occ1to5_with_cont_base_IT_all.png
skills_density_2x2.png
Tables
table_10.tex
table_11.tex
table_12.tex
table_2.tex
table_3.tex
table_4.tex
table_5.tex
table_6.tex
table_7.tex
table_8.tex
table_9.tex
table_a1.tex
table_a2.tex
table_a3.tex
table_a4.tex
table_a5.tex
table_a6.tex
table_a7.tex
table_b1.tex
table_b2.tex
table_b3.tex
table_b4.tex
table_b5.tex
table_b6.tex
table_b7.tex
table_b8.tex
table_b9.tex
Program
0_Clean_data.do
1_Descriptive_stats.do
2_Estimates.do
ado
backup.trk
c
coefplot.ado
coefplot.sthlp
e
estadd.ado
estadd.hlp
estfe.ado
estout.ado
estout.hlp
estpost.ado
estpost.hlp
eststo.ado
eststo.hlp
esttab.ado
esttab.hlp
f
fcollapse.ado
fcollapse.sthlp
fcollapse_functions.mata
fcollapse_main.mata
fegen.ado
fegen.sthlp
fegen_group.ado
fisid.ado
fisid.sthlp
flevelsof.ado
flevelsof.sthlp
fmerge.ado
fmerge.sthlp
fsort.ado
fsort.sthlp
ftab.ado
ftools.ado
ftools.mata
ftools.sthlp
ftools_common.mata
ftools_hash1.mata
ftools_main.mata
ftools_plugin.mata
ftools_type_aliases.mata
j
join.ado
join.sthlp
l
listtab.ado
listtab.sthlp
listtab_rstyle.ado
listtab_rstyle.sthlp
listtab_vars.ado
listtab_vars.sthlp
local_inlist.ado
local_inlist.sthlp
m
mplotoffset.ado
mplotoffset.sthlp
ms_add_comma.ado
ms_compile_mata.ado
ms_expand_varlist.ado
ms_fvstrip.ado
ms_fvstrip.sthlp
ms_fvunab.ado
ms_get_version.ado
ms_parse_absvars.ado
ms_parse_varlist.ado
ms_parse_vce.ado
p
parallel_map.ado
parallel_map.sthlp
parallel_map_template.do.ado
r
reghdfe.ado
reghdfe.mata
reghdfe.sthlp
reghdfe3.ado
reghdfe3.sthlp
reghdfe3_estat.ado
reghdfe3_footnote.ado
reghdfe3_p.ado
reghdfe5.ado
reghdfe5.sthlp
reghdfe5_estat.ado
reghdfe5_footnote.ado
reghdfe5_header.ado
reghdfe5_p.ado
reghdfe5_parse.ado
reghdfe_estat.ado
reghdfe_footnote.ado
reghdfe_header.ado
reghdfe_p.ado
reghdfe_parse.ado
reghdfe_programming.sthlp
stata.trk
w
winsor2.ado
winsor2.sthlp
_
_eststo.ado
_eststo.hlp
IT_intensity.do
Master.do
Returns to Digital Skills - Lightcast RDS dataset construction.html
Returns to Digital Skills - Skills Wordclouds.html
reproducibility_report_RR_WLD_2025_451.pdf
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