Lack of availability of administrative records on informal and seasonal labor participation dictates reliance on self-reported measures in many rural settings in developing countries. A common approach relies on annual recall to capture labor activities. In a panel of rural households in Malawi, this study uses a survey experiment to test the effect of annual recall on reported labor supply relative to quarterly interviews using ninety-day recall windows. Annual recall reduces reported labor participation and months worked by 20%. These reductions are greater for activities further in the past and when labor supply is reported by proxy. The profile of households’ primary respondents, predominantly male and older, can induce meaningful biases against women and youth. The study additionally shows that recall window choice can significantly alter estimates of the relationship between labor supply and education. These findings are especially relevant for impact evaluations and studies withconstrained sample sizes.
| Repository name | URI |
|---|---|
| Reproducible Research Repository (World Bank) | https://reproducibility.worldbank.org |
Paper exhibits were reproduced in one computer with the following specifications:
• OS: Mac OS Sequoia 15.5
• Processor: Apple M4 Pro
• Memory available: 24 GB
• Software version: Stata 18.0 MP
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master do file.All data sources are publicly available and included in the reproducibility package.
| Author | Affiliation | |
|---|---|---|
| Kate Ambler | IFPRI | k.ambler@cgiar.org |
| Sylvan Herskowitz | World Bank | sherskowitz@worldbank.org |
| Mywish K. Maredia | Michigan State University | maredia@msu.edu |
2025-08
| Location | Code |
|---|---|
| Malawi | MWI |
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 | |
|---|---|---|
| Sylvan Herskowitz | World Bank | sherskowitz@worldbank.org |
| Reproducibility WBG | World Bank | reproducibility@worldbank.org |
| Name | Abbreviation | Affiliation | Role |
|---|---|---|---|
| Reproducibility WBG | DECDI | World Bank - Development Impact Department | Verification and preparation of metadata |
2025-08-07
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