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PRWP

Reproducibility package for Rural Labor and Long Recall Loss

2023
Get Reproducibility Package
Reference ID
RR_MWI_2023_14-v01
DOI
https://doi.org/10.60572/exbc-ze45
Author(s)
Kate Ambler, Sylvan Herskowitz, Mywish K. Maredia
Collections
World Bank Policy Research Working Papers Journal articles
Metadata
JSON
Created on
Sep 21, 2023
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 with constrained sample sizes.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/62/download/960/README.pdf
    Reproducibility package for Working Paper - Rural Labor and Long Recall Loss
    File name
    RR_MWI_2023_14-v01.zip
    Zip package
    RR_MWI_2023_14-v01.zip
    Title
    Reproducibility package for Working Paper - Rural Labor and Long Recall Loss
    Date
    2023-09
    Methods
    Stata
    Dependencies
    All dependencies are stored in the do/ado folder.
    Notes
    Computational reproducibility verified by Development Impact (DIME) Analytics team, World Bank.
    Source code repository
    Repository name URI
    Reproducible Research Repository (World Bank) https://reproducibility.worldbank.org
    Software
    Stata
    Name
    Stata
    Version
    18 MP

    Reproducibility

    Technology environment

    Paper exhibits were reproduced in one computer with the following specifications:
    • OS: Windows 10 Enterprise, version 21H2
    • Processor: 11th Gen Intel(R) Core(TM) i5-1145G7 @ 2.60GHz 1.50 GHz
    • Memory available: 15.7 GB
    • Software version: Stata 17.0

    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
    Publicly available and included with the package
    Data URL
    https://doi.org/10.7910/DVN/NQYOIX
    Data statement

    All data is included in the reproducibility package.

    Description

    Output
    Rural Labor and Long Recall Loss
    Type
    Working Paper
    Title
    Rural Labor and Long Recall Loss
    Authors
    Kate Ambler, Sylvan Herskowitz, Mywish K. Maredia
    Description
    Policy Research Working Paper (PRWP) 10680
    URL
    https://elibrary.worldbank.org/doi/abs/10.1596/1813-9450-10680
    DOI
    https://doi.org/10.1596/1813-9450-10680
    Authors
    Author Affiliation Email
    Kate Ambler International Food Policy Research Institute k.ambler@cgiar.org
    Sylvan Herskowitz World Bank sherskowitz@worldbank.org
    Mywish K. Maredia Michigan State University maredia@msu.edu
    Date of production

    2023-12

    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
    O1 Economic Development O
    J2 Demand and Supply of Labor J
    C8 Data Collection and Data Estimation Methodology • Computer Programs C
    Q1 Agriculture Q

    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

    Working Paper: 2023-12-18; Journal Article: 2025-07-22

    Document version

    2

    Citation

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