Name: Graduation Program Dataset
Creator: World Bank Group
Published: 2026-10-27

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Fifty-nine spatial layers were identified and then researched for each country, covering the following categories: Demographics and Population | Renewable Energy | Energy Access | Education | Jobs and Finance | Digital Inclusion | Transportation | Safety | Amenities | Climate/Earth | Law/Policy/Government. 


However, not every country GDB contains all 59 data layers, as this was dependent on the availability of open-source data in each SIDS. Users are encouraged to check the accompanying metadata excel file for more information on the datasets in each GDB, the vintage, and the

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The dataset contains data for a meta-analysis of graduation program, which is published separately and contains additional details on dataset construction etc... See Carter, Jee, Karlan, Premand, 2026. "Doing Better at Doing Good: Lessons from a Bayesian Meta-Analysis After 20 Years of Poverty Graduation Programs".

Graduation Program Meta-Analysis Dataset

Multi-faceted poverty Graduation programs that aim to increase income generating activities for low-income households. This dataset contains data for a meta-analysis of poverty Graduation programs, defined as containing at least three of five components: consumption support, savings facilitation, skills training, coaching, and a lump-sum transfer.&nbsp;The meta-analysis of graduation programs has been published separately and contains additional details on dataset construction etc..., see Carter, Jee, Karlan, Premand, "Doing Better at Doing Good: Lessons from a Bayesian Meta-Analysis After 20 Years of Poverty Graduation Programs".

English

Samatha Carter

Co Author

Edward Jee

Dean Karlan

October 2026 version

Graduation Program Dataset

People Impact Lab

Multi-faceted poverty Graduation programs aim to increase income generating activities for low-income households. This dataset contains data to conduct a Bayesian hierarchical meta-analysis of 49 studies (encompassing 81 treatment variations) on poverty Graduation programs, defined as containing at least three of five components: consumption support, savings facilitation, skills training, coaching, and a lump-sum transfer. The programs were implemented between 2006 and 2025.

Metadata