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PRWP

Reproducibility package for Turning Inward and/or Outward: Which Socioemotional Skills Pay For Agribusiness Entrepreneurs In Nigeria?

2026
Get Reproducibility Package
Reference ID
RR_NGA_2026_553
DOI
https://doi.org/10.60572/nxc3-2836
Author(s)
Sreelakshmi Papineni, Smita Das, Clara Delavallade, Ayodele Fashogbon
Collections
World Bank Policy Research Working Papers
Metadata
JSON
Created on
Feb 17, 2026
Last modified
Feb 25, 2026
  • Project Description
  • Downloads
  • Overview
  • Reproducibility Package
  • Description
  • Scope and coverage
  • Disclaimer
  • Access and rights
  • Contacts
  • Information on metadata
  • Citation
  • Overview

    Abstract

    Socioemotional skills (SES) programs are widely used to promote economic empowerment, yet their returns may vary by skill-type and gender. This paper evaluates an SES intervention for 4,500 agribusiness owners in a large-scale government program in Nigeria. Using a randomized controlled trial we examine whether trainings focused on interpersonal skills yield higher economic returns when combined with intrapersonal skills among men and women. SES trainings overall enhance women’s economic outcomes, raising business profits by over 50%, with some firms brought into activity and others growing on the intensive margin. The interpersonal and combination treatments yield similar economic impacts. However, we find that the interpersonal skills training improves women’s interpersonal skills (e.g., negotiation, empathy and collaboration), while the combination training improves men’s intrapersonal skills (e.g., emotional awareness and perseverance). The positive impacts on women’s business performance are strongest in norm supportive environments — where there is little perceived judgment from the community for defying traditional gender roles — with no evidence of an effect on their agency or decision-making power. Our results suggest that while SES programs are effective at improving women’s economic outcomes, accelerating broader empowerment may require complementary programs to help relax gender norms.

    Reproducibility Package

    Scripts
    Readme Get Reproducibility Package
    Link: https://reproducibility.worldbank.org/catalog/476/download/1379/README.pdf
    Reproducibility package for Turning Inward and/or Outward: Which Socioemotional Skills Pay For Agribusiness Entrepreneurs In Nigeria?
    File name
    RR_NGA_2026_553
    Zip package
    RR_NGA_2026_553.zip
    Title
    Reproducibility package for Turning Inward and/or Outward: Which Socioemotional Skills Pay For Agribusiness Entrepreneurs In Nigeria?
    Date
    2026-02
    Software
    19.5
    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
    19.5

    Reproducibility

    Technology environment

    Paper exhibits were reproduced on a computer with the following specifications:
    • OS: Windows 11 Enterprise
    • Processor: Intel(R) Xeon(R) Gold 6226R CPU @ 2.90GHz
    • Memory available: 16.0 GB

    Technology requirements

    Runtime: 20 minutes

    Reproduction instructions

    To reproduce the results:

    1. Download the forthcoming data when it is available and place it in the appropriate folder as specified in the README.
    2. Open master.do and update the directory in line 9.
    3. Run the code in Stata; all output files will be generated automatically.
      In the meantime, the outputs from the replicator’s run of the code are included in this package so users can review the figures and compare them with those published in the paper.

    Data

    Datasets
    Economic Impact of Different Socioemotional Skills on Agribusiness in Nigeria Survey data
    Name
    Economic Impact of Different Socioemotional Skills on Agribusiness in Nigeria Survey data
    Access policy
    Data is forthcoming in the World Bank Microdata Library
    Data URL
    Forthcoming at https://microdata.worldbank.org/
    Citation
    World Bank. (2026). Economic Impact of Different Socioemotional Skills on Agribusiness in Nigeria Survey data [dataset]. [Forthcoming].
    Data statement

    All data is temporarily embargoed by the authors (expected to be made public in the future).

    Description

    Output
    Turning Inward and/or Outward: Which Socioemotional Skills Pay For Agribusiness Entrepreneurs In Nigeria?
    Type
    Working Paper
    Title
    Turning Inward and/or Outward: Which Socioemotional Skills Pay For Agribusiness Entrepreneurs In Nigeria?
    Description
    Policy Research Working Papers (PRWP)
    Authors
    Author Affiliation Email
    Sreelakshmi Papineni World Bank spapineni@worldbank.org
    Smita Das IPA sdas@poverty-action.org
    Clara Delavallade World Bank staff cdelavallade@worldbank.org
    Ayodele Fashogbon World Bank afashogbon@worldbank.org
    Date of production

    2026-02-17

    Scope and coverage

    Geographic locations
    Location Code
    Nigeria NGA
    Keywords
    Gender Agriculture Entrepreneurship Socioemotional Skills Firms Nigeria
    Topics
    ID Topic Parent topic ID Vocabulary Vocabulary URI
    J16 Economics of Gender • Non-labor Discrimination J1 Journal of Economic Literature (JEL)
    J24 Human Capital • Skills • Occupational Choice • Labor Productivity J2 Journal of Economic Literature (JEL)
    O12 Microeconomic Analyses of Economic Development O1 Journal of Economic Literature (JEL)
    Q12 Micro Analysis of Farm Firms, Farm Households, and Farm Input Markets Q1 Journal of Economic Literature (JEL)
    L26 Entrepreneurship L2 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
    Sreelakshmi Papineni World Bank spapineni@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

    2026-02-17

    Document version

    1

    Citation

    Citation
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