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Reproducibility package for Rural Labor And Recall Sensitivity

2025
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Reference ID
PP_MWI_2025_396
DOI
https://doi.org/10.60572/yeqn-9q37
Author(s)
Kate Ambler, Sylvan Herskowitz, Mywish K. Maredia
Collections
Journal articles
Metadata
JSON
Created on
Aug 07, 2025
Last modified
Aug 07, 2025
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    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.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/316/download/957/README.pdf
    Reproducibility package for Rural Labor And Recall Sensitivity
    File name
    PP_MWI_2025_396
    Zip package
    PP_MWI_2025_396.zip
    Title
    Reproducibility package for Rural Labor And Recall Sensitivity
    Date
    2025-08
    Dependencies
    Stata dependencies are listed in the ado folder.
    Instructions
    See README in reproducibility package.
    Notes
    Computational reproducibility verified by Development Impact (DECDI) Analytics team, World Bank. This reproducibility package corresponds to the journal article version of the paper. A separate reproducibility package for the working paper version is available and can be accessed here: https://reproducibility.worldbank.org/catalog/62/
    Source code repository
    Repository name URI
    Reproducible Research Repository (World Bank) https://reproducibility.worldbank.org
    Software
    Stata
    Name
    Stata
    Version
    18.0 MP

    Reproducibility

    Technology environment

    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

    Technology requirements

    ~2 minutes runtime

    Reproduction instructions

    To reproduce the findings in this study, a new user needs to:

    • Change the path in the master do file.
    • Run the do file.

    Data

    Datasets
    Malawi Rural Agricultural Livelihood Survey
    Name
    Malawi Rural Agricultural Livelihood Survey
    Note
    Source: International Food Policy Research Institute (IFPRI), 2021. Seasonality and Recall in Labor Supply Data in Rural Malawi. File Location: dta/merged_long_data.dta; dta/merged_wide_data.dta.
    Access policy
    Data is publicly available and included with the package
    Data URL
    https://doi.org/10.7910/DVN/NQYOIX
    Malawi Rural Agricultural Livelihood Survey Attrition Variables
    Name
    Malawi Rural Agricultural Livelihood Survey Attrition Variables
    Note
    Source: Authors’ elaboration File Location: dta/merged_data_attrit.dta, dta/merged_long_data_attrit.dta Details: These datasets include additional observations from the original sample frame that were not successfully interviewed. They are used solely for attrition analysis. While these data are not part of the publicly available dataset referenced above, they are included in the reproducibility package.
    Access policy
    Data is included with the package
    Data statement

    All data sources are publicly available and included in the reproducibility package.

    Description

    Output
    Rural Labor And Recall Sensitivity
    Type
    Journal Article
    Title
    Rural Labor And Recall Sensitivity
    Authors
    Kate Ambler, Sylvan Herskowitz, and Mywish K. Maredia
    Description
    Journal Articles
    Authors
    Author Affiliation Email
    Kate Ambler IFPRI k.ambler@cgiar.org
    Sylvan Herskowitz World Bank sherskowitz@worldbank.org
    Mywish K. Maredia Michigan State University maredia@msu.edu
    Date of production

    2025-08

    Scope and coverage

    Geographic locations
    Location Code
    Malawi MWI
    Keywords
    Labor Survey Methodology Measurement Bias Recall Windows Proxy Response
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    O1 Economic Development O Journal of Economic Literature (JEL)
    J2 Demand and Supply of Labor J Journal of Economic Literature (JEL)
    C8 Data Collection and Data Estimation Methodology • Computer Programs C Journal of Economic Literature (JEL)
    Q1 Agriculture Q Journal of Economic Literature (JEL)

    Disclaimer

    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.

    Access and rights

    License
    Name URI
    Modified BSD3 https://opensource.org/license/bsd-3-clause/

    Contacts

    Contacts
    Name Affiliation Email
    Sylvan Herskowitz World Bank sherskowitz@worldbank.org
    Reproducibility WBG World Bank reproducibility@worldbank.org

    Information on metadata

    Producers
    Name Abbreviation Affiliation Role
    Reproducibility WBG DECDI World Bank - Development Impact Department Verification and preparation of metadata
    Date of Production

    2025-08-07

    Document version

    1

    Citation

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