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PRWP

Reproducibility package for Testing the promise of digital scaling: in-person vs. app-based training for women entrepreneurs

2024
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Reference ID
RR_ETH_2024_227
DOI
https://doi.org/10.60572/96sm-yf79
Author(s)
Rachel Cassidy, Menaal Ebrahim, Diego Ubfal
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Dec 03, 2024
Last modified
Jan 15, 2025
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    Business training has long been a staple of development policy, with annual expenditures exceeding USD 1 billion in low- and middle-income countries. The vast majority of training is delivered in person, but there is growing interest in alternative modalities to deliver at scale. Digital delivery offers the potential to enhance impact, cost-effectiveness, and accessibility — especially for women, who may face constraints on their time and mobility. Challenges may include gaps in digital skills, and ensuring participants’ engagement. We conduct a randomized controlled trial to evaluate a business training program targeted at women entrepreneurs in Ethiopia. We test two modalities: a smartphone app, or in-person sessions, versus a control group. Our findings reveal high initial take-up rates for both modalities (over 75%), but a significant disparity in completion rates (22% for the digital training, versus 71% for the in-person training). These results suggest that the potential of digital platforms for scaling up business training must be carefully tested, and treated with caution. Despite the high take-up of in-person training, we observed negligible impacts on business practices and performance from either modality. This finding underscores the stylized fact that business training alone may offer limited benefits for women entrepreneurs.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/index.php/catalog/220/download/637/README.pdf
    Reproducibility package (code) for Testing the promise of digital scaling: in-person vs. app-based training for women entrepreneurs
    Title
    Reproducibility package (code) for Testing the promise of digital scaling: in-person vs. app-based training for women entrepreneurs
    Date
    2024-12
    Dependencies
    All dependencies are listed in the README and included in the folder "ado".
    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
    14

    Reproducibility

    Technology environment

    Paper exhibits were reproduced in a computer with the following specifications:
    – OS: Windows 10 Enterprise 22H2
    – Processor: Intel(R) Xeon(R) CPU E7- 4860 @ 2.27GHz 2.26 GHz (2 processors)
    – Memory available: 16 GB
    – Software version: Stata 14 MP

    Technology requirements

    Runtime: 15 minutes

    Reproduction instructions

    Users must obtain the data, change the global path in line 36 of the do-file master_replication, and run it to reproduce the results.

    Data

    Datasets
    Digital training eligibility and results data
    Name
    Digital training eligibility and results data
    Note
    Source: World Bank. Located at: "Data/application_data_anon.dta" and "Data/elearning_bl_fu_anon_clean.dta". The first file contains an anonymized phone survey with demographic characteristics to determine treatment eligibility. The second file contains demographic characteristics and data on treatment and control group outcomes.
    Access policy
    Data is accessible in the World Bank Microdata Library (see URL below).
    License
    Public Use License
    Data URL
    https://microdata.worldbank.org/index.php/catalog/6422
    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
    Testing the promise of digital scaling: in-person vs. app-based training for women entrepreneurs
    Type
    Working paper
    Title
    Testing the promise of digital scaling: in-person vs. app-based training for women entrepreneurs
    Description
    Policy Research Working Paper (PRWP) WPS10992
    URL
    http://documents.worldbank.org/curated/en/099806212042419307/IDU13dea9a9c13a9114b4d18b371fe46cdb63976
    DOI
    https://doi.org/10.1596/1813-9450-10992
    Authors
    Author Affiliation Email
    Rachel Cassidy World Bank, International Finance Corporation rcassidy@ifc.org
    Menaal Ebrahim World Bank mebrahim@worldbank.org
    Diego Ubfal World Bank dubfal@worldbank.org
    Date of production

    2024-12

    Scope and coverage

    Geographic locations
    Location Code
    Ethiopia ETH
    Keywords
    entrepreneurship training digital gender field experiments
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    C93 Field Experiments C9 Journal of Economic Literature
    J16 Economics of Gender • Non-labor Discrimination J1 Journal of Economic Literature
    L26 Entrepreneurship L2 Journal of Economic Literature
    O12 Microeconomic Analyses of Economic Development O1 Journal of Economic Literature

    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
    Menaal Ebrahim World Bank mebrahim@worldbank.org
    Reproducibility WBG World Bank reproducibility@worldbank.org

    Information on metadata

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

    2024-12-02

    Document version

    1

    Citation

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