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Reproducibility package for Innovation Patterns In The World Bank Group Portfolio

2026
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Reference ID
RR_WLD_2026_639
DOI
https://doi.org/10.60572/f3ma-2q12
Author(s)
Natalia Agapitova, Anastasia Nedayvoda, Stephen Winkler, Amschel de Rothschild, Ergun Ertekin, Sarah Lenoble
Collections
World Bank Policy Research Working Papers
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Created on
May 05, 2026
Last modified
May 06, 2026
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README for the reproducibility package for Innovation Patterns In The World Bank Group Portfolio
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Reproducibility verification for Innovation Patterns In The World Bank Group Portfolio
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data_hash_report.csv
LICENSE.txt
README.pdf
CODEBOOK.md
IEG_ICRR-PPAR_Lessons_2025-03-12.xlsx
IEG_ICRR-PPAR_Lessons_2025-03-12_patches.csv
FCS.xlsx
FCSList-FY06toFY25.pdf
fcs_list.json
ifc_keywords.json
innovation_keywords.json
pcm_keywords.json
pilot_scale_keywords.json
taxonomy_keywords.json
top_models_keywords.json
DATA_AVAILABILITY.md
DATA_CHECKSUMS.sha256
hr_02_dictionary.md
hr_05_index.md
hr_07_taxonomy.md
step_02_dictionary.md
step_07_taxonomy.md
step_08_reasoning.md
step_09_hypotheses.md
step_10_operationalize.md
step_14_top_models.md
step_15_model_keywords.md
step_16_narration.md
README.md
reviewers.md
ifc_keyword_sensitivity.ipynb
match_method_sensitivity.ipynb
paths.py
Fig3_1.svg
Fig3_2.svg
Fig3_4.svg
Fig4_1.svg
FigD_1.svg
numbers_manifest.xlsx
numbers_summary.xlsx
Appendix_A._Detailed_Steps_in_the_WorkflowAppendix_AAppendix_A._._Detailed_Detailed_Steps_in_the_Ste.xlsx
Appendix_A._Detailed_Steps_in_the_WorkflowAppendix_AAppendix_A._Detailed_._Detailed_Steps_in_the_Ste.xlsx
Figure_3.2._Innovation_Factors_in_IDA_and_IBRD_SettingsFigure_Figure_3.23.2.._Innovation_Innovation_.xlsx
Table_3.1._Evolution_of_Innovation_Intensity_in_Bank_Group_Projects_(5-Year_Cohorts,_1998–2025).xlsx
Table_3.11._Technology_Premium_Across_Projects.xlsx
Table_3.12._Technology_Premium_in_Projects_by_GP_(High_+_Moderate_Projects).xlsx
Table_3.13._Projects_with_IFC_Collaboration.xlsx
Table_3.14._Profile_of_Bank_Group_Projects_with_IFC_Investment.xlsx
Table_3.15._PCM_Projects.xlsx
Table_3.16._Sectors_with_Active_PCM.xlsx
Table_3.2._Contextualizing_the_Innovation_Intensity_of_Bank_Group_Projects_Over_Time.xlsx
Table_3.3._Innovation_Scaling_Patterns_in_World_Bank_Lending.xlsx
Table_3.4._Taxonomy_of_Innovations_in_the_World_Bank_Portfolio.xlsx
Table_3.5._Prevalence_of_Innovation_Types_in_the_Innovation_PortfolioT.xlsx
Table_3.6._Prevalence_of_Innovation_Types_by_Decade.xlsx
Table_3.7._Innovation_Intensity_by_Region.xlsx
Table_3.8._Innovation_in_FCS_Contexts.xlsx
Table_3.9._Sectoral_Patterns_of_Innovation_in_GPs.xlsx
Table_4.1._Importance_of_Context-Appropriate_Innovation.xlsx
Table_4.2._Bank_Group_Enablers_vs._Constraints_on_Innovation.xlsx
Table_5.1._Potential_Additional_Metrics_for_Capturing_Information_About_Innovations.xlsx
Table_D.1._Distribution_of_Innovation_in_WBG_portfolio.xlsx
Table_D.2a._Innovation_Premium_Across_Projects_-.xlsx
Table_D.2b._Innovation_Premium_Across_Projects_–_Bank_Performance_Rating.xlsx
Table_D.2c._Innovation_Premium_Across_Projects_–_Quality_of_Supervision_Rating.xlsx
Table_D.2d._Innovation_Premium_Across_Projects_–_Quality_at_Entry_Rating.xlsx
Table_E.1._Selected_Examples_of_Innovation_Models_Generated_Based_on_the_Analytics.xlsx
Table_E.10._Diffusion_of_CDD_Model_Over_Time.xlsx
Table_E.11._Citations_of_CDD_Arrangements.xlsx
Table_E.2._Top_Four_Innovation_Models_by_Decade.xlsx
Table_E.5._Diffusion_of_PPP_Model_Over_Time.xlsx
Table_E.6._Citations_of_Public-Private_Partnership_Arrangements_Across_the_Bank_Group_Portfolio.xlsx
Table_F.1._Diffusion_of_Innovation_Models_in_FCS_vs._Non-FCS.xlsx
Table_F.2._Diffusion_of_Innovation_Models_in_FCS_vs._Non-FCS_Conditional_Cash_Transfers.xlsx
Table_F.3._Diffusion_of_Innovation_Models_in_FCS_vs._Non-FCS_PPP.xlsx
Table_F.4._Diffusion_of_Innovation_Models_in_FCS_vs._Non-FCS_E-Procurement.xlsx
Table_F.5._Diffusion_of_Innovation_Models_in_FCS_vs._Non-FCS_CDD.xlsx
Table_3.1._Evolution_of_Innovation_Intensity_in_Bank_Group_Projects_(5-Year_Cohorts,_1998–2025).xlsx
Table_3.11._Technology_Premium_Across_Projects.xlsx
Table_3.12._Technology_Premium_in_Projects_by_GP_(High_+_Moderate_Projects).xlsx
Table_3.13._Projects_with_IFC_Collaboration.xlsx
Table_3.15._PCM_Projects.xlsx
Table_3.16._Sectors_with_Active_PCM.xlsx
Table_3.2._Contextualizing_the_Innovation_Intensity_of_Bank_Group_Projects_Over_Time.xlsx
Table_3.3._Innovation_Scaling_Patterns_in_World_Bank_Lending.xlsx
Table_3.5._Prevalence_of_Innovation_Types_in_the_Innovation_PortfolioT.xlsx
Table_3.6._Prevalence_of_Innovation_Types_by_Decade.xlsx
Table_3.7._Innovation_Intensity_by_Region.xlsx
Table_3.8._Innovation_in_FCS_Contexts.xlsx
Table_3.9._Sectoral_Patterns_of_Innovation_in_GPs.xlsx
Table_4.1._Importance_of_Context-Appropriate_Innovation.xlsx
Table_D.1._Distribution_of_Innovation_in_WBG_portfolio.xlsx
Table_D.2a._Innovation_Premium_Across_Projects_-.xlsx
Table_D.2b._Innovation_Premium_Across_Projects_–_Bank_Performance_Rating.xlsx
Table_D.2c._Innovation_Premium_Across_Projects_–_Quality_of_Supervision_Rating.xlsx
Table_D.2d._Innovation_Premium_Across_Projects_–_Quality_at_Entry_Rating.xlsx
Table_E.1._Selected_Examples_of_Innovation_Models_Generated_Based_on_the_Analytics.xlsx
Table_E.10._Diffusion_of_CDD_Model_Over_Time.xlsx
Table_E.2._Top_Four_Innovation_Models_by_Decade.xlsx
Table_E.5._Diffusion_of_PPP_Model_Over_Time.xlsx
Table_F.1._Diffusion_of_Innovation_Models_in_FCS_vs._Non-FCS.xlsx
Table_F.2._Diffusion_of_Innovation_Models_in_FCS_vs._Non-FCS_Conditional_Cash_Transfers.xlsx
Table_F.3._Diffusion_of_Innovation_Models_in_FCS_vs._Non-FCS_PPP.xlsx
Table_F.4._Diffusion_of_Innovation_Models_in_FCS_vs._Non-FCS_E-Procurement.xlsx
Table_F.5._Diffusion_of_Innovation_Models_in_FCS_vs._Non-FCS_CDD.xlsx
pyproject.toml
requirements.txt
check_keywords.py
check_numbers.py
extract_doc_numbers.py
_doc_utils.py
paths.py
run_analysis.py
clean_ieg_data.py
create_figure_replication.py
create_kw_index.py
create_numbers_replication.py
create_table_replication.py
table_comparison.py
table_config.py
_paths.py
compare.py
core.py
__init__.py
conftest.py
test_compare.py
test_keyword_matcher.py
__init__.py
conftest.py
table_extractor.py
test_cleaning.py
test_feature_tagging_replication.py
test_innovation_keywords_replication.py
test_tables_replication.py
test_table_comparison.py
test_taxonomy_replication.py
test_top_models_replication.py
tox.ini
reproducibility_report_RR_WLD_2026_639.pdf
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