{"type":"script","doc_desc":{"producers":[{"name":"Reproducibility WBG","abbr":"DECDI","affiliation":"World Bank - Development Impact Department","role":"Verification and preparation of metadata"}],"prod_date":"2025-10-20","version":"1"},"project_desc":{"authoring_entity":[{"name":"Erik Feyen","affiliation":"World Bank","email":"efeijen@worldbank.org"},{"name":"Serafin Martinez Jaramillo","affiliation":"World Bank","email":"smartinezjaramil@worldbank.org"},{"name":"Sergio Jos\u00e9 de Mesquita Gomes","affiliation":"World Bank","email":"smesquita@worldbank.org"},{"name":"Yasemin Palta","affiliation":"World Bank","email":"ypalta@worldbankgroup.org"},{"name":"Arpita Sarkar","affiliation":"World Bank","email":"asarkar1@worldbank.org"},{"name":"Srishti Sinha","affiliation":"World Bank","email":"ssinha16@worldbank.org"},{"name":"Gian Boeddu","affiliation":"World Bank","email":"gboeddu@worldbank.org"},{"name":"Alexandra Guti\u00e9rrez Traverso","affiliation":"World Bank","email":"agutierreztraver@worldbank.org"}],"title_statement":{"title":"Reproducibility package for Artificial Intelligence For Financial Sector Supervision: An Emerging Market And Developing Economies Perspective","idno":"FR_WLD_2025_467"},"data_statement":"All data is restricted and has not been included in the reproducibility package. For more details, please refer to the README file.","software":[{"name":"Excel","version":"Microsoft Excel for Microsoft 365 MSO (Version 2507)"}],"scripts":[{"title":"Reproducibility package for Artificial Intelligence For Financial Sector Supervision: An Emerging Market And Developing Economies Perspective","date":"2025-10","notes":"Computational reproducibility verified by Development Impact (DECDI) Analytics team, World Bank.","instructions":"See README in reproducibility package.","file_name":"FR1_WLD_2025_467","zip_package":"FR1_WLD_2025_467.zip"}],"repository_uri":[{"name":"Reproducible Research Repository (World Bank)","uri":"https:\/\/reproducibility.worldbank.org"}],"production_date":"2025-10-20","abstract":"This report provides an overview of the state of AI adoption for financial sector supervision in emerging market and developing economies.","geographic_units":[{"name":"World","code":"WLD"}],"keywords":[{"name":"Financial supervision"},{"name":"AI"},{"name":"Suptech"}],"output":[{"type":"World Bank Reports & Flagships","title":"Artificial Intelligence For Financial Sector Supervision: An Emerging Market And Developing Economies Perspective","uri":"https:\/\/documents1.worldbank.org\/curated\/en\/099110525115015626\/pdf\/P180967-538291e2-656d-4682-adba-4f314244f6fd.pdf"}],"language":[{"name":"English","code":"EN"}],"disclaimer":"The materials in the reproducibility packages are distributed as they were prepared by the staff of the International Bank for Reconstruction and Development\/The World Bank. The findings, interpretations, and conclusions expressed in this event do not necessarily reflect the views of the World Bank, the Executive Directors of the World Bank, or the governments they represent. The World Bank does not guarantee the accuracy of the materials included in the reproducibility package.","license":[{"name":"Modified BSD3","uri":"https:\/\/opensource.org\/license\/bsd-3-clause\/"}],"contacts":[{"name":"Erik Feyen","affiliation":"World Bank Group","email":"efeijen@worldbank.org"},{"name":"Reproducibility WBG","affiliation":"World Bank","email":"reproducibility@worldbank.org"}],"datasets":[{"name":"Survey data on artificial intelligence adoption in financial sector supervision across emerging markets and developing economies","note":"Source: World Bank.\nThe data was collected by the report authors between June 13, 2025 and July 25, 2025. The final data version was accessed on October 15, 2025.\nOriginal data was included in the sheet \"MetaData\" of the file \"G20AI_Data_Graph_Reproducibility_15October.xlsx\". As the data cannot be included in the reproducibility package, the sheet \"MetaData\" was deleted from \"G20AI_Data_Graph_Reproducibility_15October.xlsx\".","access_type":"Data access was collected directly by the report authors. It was obtained with a custom data license that does not allow for redistribution and it is not included in the reproducibility package. Data is forthcoming in the Development Data Hub with an internal classification access of \"Confidential\". Access requests will have to be approved by the authors.","citation":"World Bank.\nn.d.\n\"Survey data on artificial intelligence adoption in financial sector supervision across emerging markets and developing economies [dataset]\".\nUnpublished data.\nAccessed on October 15, 2025."}],"technology_environment":"Paper exhibits were reproduced on a computer with the following specifications:\n\u2022 OS: Windows 11 Enterprise, version 24H2\n\u2022 Processor: Intel(R) Core(TM) Ultra 7 165U (2.10 GHz)\n\u2022 Memory available: 32 GB","reproduction_instructions":"**1. Obtain the data:** All data used in the package are restricted. Figure generation from the original data is not possible without data access.\n**2. Replicate data preparation:** data filtering, aggregation, segmentation, counts, and percentages are explained in the sheet for each figure included in the Excel file of the reproducibility package. Users who gain access to the raw data can use these instructions to generate the working data for each figure and recreate all plots.\n\nSince no data raw data are include in the reproducibility package, it includes the figure generation from working data prepared for each figure in the Excel file \"G20AI_Data_Graph_Reproducibility_15October-plots_only.xlsx\". Users can use this file to verify that the Excel results are the same as the report exhibits."},"tags":[{"tag":"DOI"},{"tag":"No code"},{"tag":"Restricted Data"}],"schematype":"script"}