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PRWP

Reproducibility package for Disruption Without Dividend? How The Digital Divide And Task Differences Split GenAI’s Global Impact

2026
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Reference ID
RR_WLD_2025_528
DOI
https://doi.org/10.60572/1mr5-nr82
Author(s)
Hector Daniel Segura Jimenez, Hernan Winkler, Pawel Gmyrek, Mariana Viollaz
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Jan 23, 2026
Last modified
Jan 23, 2026
  • Project Description
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Other Materials
README for Reproducibility package for Disruption Without Dividend? How The Digital Divide And Task Differences Split GenAI’s Global Impact
Download [PDF, 346.79 KB]
Download https://reproducibility.worldbank.org//catalog/449/download/1276
Reproducibility report for Reproducibility package for Disruption Without Dividend? How The Digital Divide And Task Differences Split GenAI’s Global Impact
Download [PDF, 147.56 KB]
Download https://reproducibility.worldbank.org//catalog/449/download/1277
Reproducibility package for Disruption Without Dividend? How The Digital Divide And Task Differences Split GenAI’s Global Impact
Download [ZIP, 17.33 MB]
Download https://reproducibility.worldbank.org//catalog/449/download/1278
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data_hash_report.csv
LICENSE.txt
README.pdf
reproducibility_report_RR_WLD_2025_528.pdf
Reproducibility_package
.Rprofile
.Rproj.user
7B0A299B
pcs
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files-pane-Mac mini.pper
files-pane.pper
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INDEX
unsaved-notebooks
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INDEX
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shared
notebooks
08B8404D-Step_2_GenAI_and_task_content
1
7F03A5734e499d80
chunks.json
s
chunks.json
paths
Codes
01_Country_level_GenAI_exposure
00-preparing-GenAI-exposure.R
01-estimating_ISCO_averages.R
02-knn-closest_match(ILO-exercise).R
03-graphs.R
main_for_01.R
02_GenAI_exposure_by_internet_access
01-processing-data-with-internet.R
02-processing-data-without-internet.R
03-models-estimation.R
04-estimating-avg-exposure-gradients.R
05-knn-closest_match(internet-exercise).R
06-graphs.R
main_for_02.R
03_Task_content_job_measures
00_preparadb_piaac_v1.do
00_preparadb_step_v1.do
01_piaac_v1.do
01_step_v1.do
02_preparadb_task_v1.do
02_task_measures_2d_v1.do
03_task_ai_2d_v1.do
main_for_03.do
04_GenAI_exposure_task_content
.Rhistory
Step_2_GenAI_and_task_content.html
Step_2_GenAI_and_task_content.Rmd
05_Mlogit_model_annex
01-processing-micro-data.R
02-data-preparation-mlogit.R
03-mlogit-model-estimation.do
main_for_05.R
ado
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Data
Raw
Other
AI_scores.dta
Country_emp_by_ISCO2D_ILO.xlsx
Country_emp_by_occupation_ILO.xlsx
Exposure_Gradients.xlsx
Final_Scores_ISCO08_Gmyrek_et_al_2025.xlsx
GDP_internet_from_WDI.rds
mapping.csv
WDI_GDP_region_data_latest24.rds
WDI_Knn_indicators_2024.rds
WDI_model_indicators_2024.rds
WDI_pop_data24.rds
Outputs
Annex
Figures
FigureA15_internet.jpeg
marginsplot_figA16.jpg
Tables
List_countries_A1.xlsx
List_countries_A3.xlsx
Model_estimates_A5.txt
Model_estimates_A5.xls
Population_A2.xlsx
Population_A4.xlsx
Main
Figures
avg_country_exposure
fig1_exposed_vs_GDP.jpg
fig2_all_exposure_cats.jpg
fig3_exposed_not_exposed.jpg
exposure_using_demographic_vars
fig10_by_welfareQ.jpg
fig4_by_occupation1D.jpg
fig5_by_sex.jpg
fig6_by_age_group.jpg
fig7_by_educ.jpg
fig8_by_sector.jpg
genAI_exposure_task_content
Figure11.png
Figure12.png
Figure13.png
Figure14.png
Figure9.jpeg
renv
activate.R
renv.lock
RP_Disrutpion_without_Dividend.Rproj
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