This paper quantifies the impact of drought on household consumption for five main agroecological zones in Africa, developing vulnerability (or damage) functions of the relationship between rainfall deficits and poverty. Damage functions are a key element in models that quantify the risk of extreme weather and the impacts of climate change. Although these functions are commonly estimated for storm or flood damages to buildings, they are less often available for income losses from droughts. The paper takes a regional approach to the analysis, developing standardized hazard definitions and methods for matching hazard and household data, allowing survey data from close to 100,000 households to be used in the analysis. The damage functions are used to quantify the impact of historical weather conditions on poverty for eight countries, highlighting the risk to poverty outcomes that weather variability causes. National poverty rates are 1–12 percent higher, depending on the country, under the worst weather conditions relative to the best conditions observed in the past 13 years. This amounts to an increase in the total poverty gap that ranges from US$4 million to US$2.4 billion (2011 purchasing power parity).
Repository name | URI |
---|---|
Reproducible Research Repository (World Bank) | https://reproducibility.worldbank.org |
Paper exhibits were reproduced in a computer with the following specifications:
– OS: Windows 11 Enterprise
– Processor: INTEL(R) XEON(R) PLATINUM 8562Y+ 2.80 GHz (2 processors)
– Memory available: 32.0 GB
– Software version: Stata 18.0 MP
~ 48 hours
Since all the data is not included, the package includes the results produced by replicators in the Results folder. These files can be used to review the results presented in the paper.
Some data is restricted and has not been included in the reproducibility package. For more details, please refer to the README file.
Author | Affiliation | |
---|---|---|
Ruth Hill | World Bank and Centre for Disaster Protection | rhill@worldbank.org |
Sandra Baquie | World Bank | sbaquie@worldbank.org |
Katja Vinha | World Bank | kvinha@worldbank.org |
Emmanuel Skoufias | National University of Singapore and World Bank | SKOUFIAS@nus.edu.sg |
Evie Calcutt | World Bank | ecalcutt@worldbank.org |
Varun Kshirsagar | World Bank | vkshirsagar@worldbank.org |
Conor Meenan | Centre for Disaster Protection | |
Jon Gascoigne | Centre for Disaster Protection |
2025-07
Location | Code |
---|---|
Sub-Saharan Africa (excluding high income) | SSA |
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 |
---|---|
Modified BSD3 | https://opensource.org/license/bsd-3-clause/ |
Name | Affiliation | |
---|---|---|
Katja Vinha | World Bank | kvinha@worldbank.org |
Ruth Hill | World Bank | rhill@worldbank.org |
Reproducibility WBG | World Bank | reproducibility@worldbank.org |
Name | Abbreviation | Affiliation | Role |
---|---|---|---|
Reproducibility WBG | DIME | World Bank - Development Impact Department | Verification and preparation of metadata |
2025-07-08
1