Reproducible Research Repository
Reproducible Research Repository
  • Home
  • Repository
  • Collections
  • About
    Home / Repository / PRWP / RR_MWI_2026_542
PRWP

Reproducibility package for Moving Beyond Time Poverty: Measuring Women’s And Men’s Time-Use Agency

2026
Get Reproducibility Package
Reference ID
RR_MWI_2026_542
DOI
https://doi.org/10.60572/w3wv-ke43
Author(s)
Talip Kilic, Thomas Daum, Gayatri Koolwal, Greg Seymour, Wilbert Drazi Vundru
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Mar 16, 2026
Last modified
Mar 19, 2026
Page views
82
Downloads
32
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    Economic research on time use has traditionally focused on the total time individuals spend across different activities. However, less is known about time-use agency, or the ability to make strategic choices on allocating one’s time. We present findings from a novel, representative time use study in Malawi, where men’s and women’s self-reported time use — collected continuously via a pictorial smartphone app — was complemented with a new interview-based time-use agency survey module to quantitatively measure their ability to flexibly reallocate their time. As measured in the time-use agency module, women were 20 percentage points more likely than men to report inflexibility on being able to adjust the timing of activities across agriculture, unpaid domestic work, transport, leisure and personal care. We also show that this inflexibility has a distinct and significant association with a range of employment and wellbeing outcomes, beyond overall time spent in paid and unpaid work.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/505/download/1463/README.pdf
    Reproducibility package for Moving Beyond Time Poverty: Measuring Women’s And Men’s Time-Use Agency
    File name
    RR_MWI_2026_542
    Zip package
    RR_MWI_2026_542.zip
    Title
    Reproducibility package for Moving Beyond Time Poverty: Measuring Women’s And Men’s Time-Use Agency
    Date
    2026-03
    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.
    Source code repository
    Repository name URI
    Reproducible Research Repository (World Bank) https://reproducibility.worldbank.org
    Software
    Stata
    Name
    Stata
    Version
    19.0 MP

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: Windows 11 Enterprise
    • Processor: Intel(R) Core(TM) Ultra 5 125U 1.30 GHz
    • Memory available: 15.5 GB

    Technology requirements

    Run time: 5 minutes

    Reproduction instructions

    To reproduce the findings in this paper, a new user should do the following:

    1. Once the data becomes available, request access to the data and place it in the appropriate folder.
    2. Change the top-level directory in the MASTER do-file and run the code.

    Note: Since the data is not included in the package and is not yet publicly available, the outputs created by the replicators can be found in the package so users can verify them against the published paper.

    Data

    Datasets
    Smartphone Time Use Survey Data
    Name
    Smartphone Time Use Survey Data
    Note
    Primary survey data was collected by the research team between July 2022 and March 2023. Comprises 14 files covering smartphone raw data, agency raw data, and survey modules A through K2. File location: Smartphone raw.dta; Agency raw.dta; Module A.dta; Module B-Indiv.dta; Module B.dta; Module C.dta; Module D-Indiv.dta; Module D.dta; Module E1-Indiv.dta; Module E2aIndiv.dta; Module E3-Indiv.dta; Module F-Indiv.dta; Module G-Indiv.dta; Module K2.dta. To request access, contact tkilic@worldbank.org.
    Access policy
    Data is forthcoming in the World Bank Microdata Library.
    License
    Licensed
    License URL
    https://microdata.worldbank.org/terms-of-use#licensed
    Citation
    World Bank. (n.d). "Smartphone Time Use Survey Data" [dataset]. [Forthcoming].
    Data statement

    All data is not yet publicly available, but is expected to be made available through the World Bank Microdata Library in the future.

    Description

    Output
    Moving Beyond Time Poverty: Measuring Women’s And Men’s Time-Use Agency
    Type
    Working Paper
    Title
    Moving Beyond Time Poverty: Measuring Women’s And Men’s Time-Use Agency
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Talip Kilic World Bank tkilic@worldbank.org
    Thomas Daum University of Gothenburg thomas.daum@gu.se
    Gayatri Koolwal Independent Consultant koolwalg@devscience.org
    Greg Seymour U.S. Census Bureau gregory.t.seymour@census.gov
    Wilbert Drazi Vundru Independent Consultant wvundru@worldbank.org
    Date of production

    2026-03-16

    Scope and coverage

    Geographic locations
    Location Code
    Malawi MWI
    Keywords
    Time-Use Agency Flexibility Gender Wellbeing Household Surveys Smartphone Data Collection Malawi
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    J22 Time Allocation and Labor Supply J2 Journal of Economic Literature (JEL)
    J16 Economics of Gender • Non-labor Discrimination J1 Journal of Economic Literature (JEL)
    C83 Survey Methods • Sampling Methods C8 Journal of Economic Literature (JEL)
    I31 General Welfare, Well-Being I3 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
    Talip Kilic World Bank tkilic@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

    2026-03-16

    Document version

    1

    Citation

    Citation
    loading, please wait...
    Citation format
    Export citation: RIS | BibTeX | Plain text
    Back to Catalog
    The World Bank Working for a World Free of Poverty
    • IBRD IDA IFC MIGA ICSID

    © The World Bank Group, All Rights Reserved.