We conduct a randomized control trial to analyze the direct effects and local spillovers of a low-cost multi-faceted economic inclusion program in Chad. The intervention includes group savings promotion, micro-entrepreneurship training and a lump-sum cash grant delivered to poor female beneficiaries of a regular cash transfer program. It was designed to address multiple constraints to productivity and livelihoods, but at a much lower cost (approximately $104 per household) than most stand-alone NGO graduation pilots and government-led economic inclusion programs. Results show substantial impacts on food consumption 18 months after the intervention. A reallocation of labor between economic activities is observed, along with higher revenues from agriculture and off-farm micro-enterprises. The intervention improves women's empowerment and some dimensions of social well-being. We find evidence of positive local spillovers, with improvements in food consumption and economic activities among households not assigned to the economic inclusion program in targeted villages. Results are consistent with the intervention broadly improving saving, sharing and financial support mechanisms, as well as potential demand-side effects in the labor and product markets. Once spillovers are accounted for, the intervention becomes cost-effective without assuming that any impact persists past the 18-months follow-up survey.
Paper exhibits were reproduced in a computer with the following specifications:
• OS: Windows 10 Enterprise
• Processor: Intel(R) Xeon(R) Gold 6226R CPU @ 2.90GHz 2.90 GHz (2 processors)
• Memory available: 32 GB
• Software version: Stata version 18 MP
~ 2 hours
Since the data is not currently publicly available, the package includes the results produced by replicators in "Analysis\Output\tables". These files can be used to review the results presented in the paper.
All data is not yet publicly available but is expected to be made available through the World Bank Microdata Library in the future.
Author | Affiliation | |
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Patrick Premand | World Bank | ppremand@worldbank.org |
Pascale Schnitzer | World Bank | pschnitzer@worldbank.org |
2025-03
Location | Code |
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Chad | TCD |
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.
Name | URI |
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Modified BSD3 | https://opensource.org/license/bsd-3-clause/ |
Name | Affiliation | |
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Patrick Premand | World Bank | ppremand@worldbank.org |
Reproducibility WBG | World Bank | reproducibility@worldbank.org |
Name | Abbreviation | Affiliation | Role |
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Reproducibility WBG | DIME | World Bank - Development Impact Department | Verification and preparation of metadata |
2025-03-03
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