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Skills trainings and Bayesian learning: A multisite randomized controlled trial in Ghana

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  • Beber, Bernd
  • Frohnweiler, Sarah
  • Lakemann, Tabea
  • Anti Partey, Peter
  • Schnars, Regina
  • Lay, Jann

Abstract

Despite substantial investment in skills training worldwide, evidence for the effectiveness of such interventions in sub-Saharan Africa is still relatively sparse. We contribute to this literature by implementing a multisite randomized controlled trial (RCT) of the Professionalization of Artisans (ProfArts) program in Ghana, a state-of-the art training program designed to improve employment quality through skilled trades training. The research design enables the assessment of impacts on labor market outcomes across multiple sites (four different urban labor markets, six providers). We find limited overall impacts, with variation across cities, including notable employment and income effects in Tamale in the less developed north and some benefits in job quality in the more developed central city of Kumasi. We present evidence that these differences are not well explained by variation in program implementation, hinting at the importance of local labor market conditions. We also document how Bayesian implementers could learn from this evaluation and how real-world stakeholders actually learn. We collect data on implementers' expectations regarding the program's effectiveness, both before and after the presentation of RCT results. Stakeholders' beliefs about the program's impact adjust in response to empirical findings, but more optimistically than Bayesian learning would suggest.

Suggested Citation

  • Beber, Bernd & Frohnweiler, Sarah & Lakemann, Tabea & Anti Partey, Peter & Schnars, Regina & Lay, Jann, 2025. "Skills trainings and Bayesian learning: A multisite randomized controlled trial in Ghana," Ruhr Economic Papers 1170, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
  • Handle: RePEc:zbw:rwirep:330179
    DOI: 10.4419/96973355
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    as
    1. Verónica Escudero & Jochen Kluve & Elva López Mourelo & Clemente Pignatti, 2019. "Active Labour Market Programmes in Latin America and the Caribbean: Evidence from a Meta-Analysis," Journal of Development Studies, Taylor & Francis Journals, vol. 55(12), pages 2644-2661, December.
    2. Anderson, Michael L., 2008. "Multiple Inference and Gender Differences in the Effects of Early Intervention: A Reevaluation of the Abecedarian, Perry Preschool, and Early Training Projects," Journal of the American Statistical Association, American Statistical Association, vol. 103(484), pages 1481-1495.
    3. Oriana Bandiera & Vittorio Bassi & Robin Burgess & Imran Rasul & Munshi Sulaiman & Anna Vitali, 2025. "The Search for Good Jobs: Evidence from a Six-Year Field Experiment in Uganda," Journal of Labor Economics, University of Chicago Press, vol. 43(3), pages 885-935.
    4. Stefano DellaVigna & Devin Pope, 2018. "Predicting Experimental Results: Who Knows What?," Journal of Political Economy, University of Chicago Press, vol. 126(6), pages 2410-2456.
    5. Eliana Carranza & David McKenzie, 2024. "Job Training and Job Search Assistance Policies in Developing Countries," Journal of Economic Perspectives, American Economic Association, vol. 38(1), pages 221-244, Winter.
    6. David Card & Jochen Kluve & Andrea Weber, 2018. "What Works? A Meta Analysis of Recent Active Labor Market Program Evaluations," Journal of the European Economic Association, European Economic Association, vol. 16(3), pages 894-931.
    7. Livia Alfonsi & Oriana Bandiera & Vittorio Bassi & Robin Burgess & Imran Rasul & Munshi Sulaiman & Anna Vitali, 2020. "Tackling Youth Unemployment: Evidence From a Labor Market Experiment in Uganda," Econometrica, Econometric Society, vol. 88(6), pages 2369-2414, November.
    8. McIntosh, Craig & Zeitlin, Andrew, 2022. "Using household grants to benchmark the cost effectiveness of a USAID workforce readiness program," Journal of Development Economics, Elsevier, vol. 157(C).
    9. David S. Lee, 2009. "Training, Wages, and Sample Selection: Estimating Sharp Bounds on Treatment Effects," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 76(3), pages 1071-1102.
    10. Frohnweiler, Sarah & Adongo, Charles A. & Beber, Bernd & Lakemann, Tabea & Priebe, Jan & Lay, Jann, 2024. "Effects of skills training on employment and livelihood outcomes: A randomized controlled trial with young women in Ghana," Ruhr Economic Papers 1095, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    11. Andrea Atencio-De-Leon & Munseob Lee & Claudia Macaluso, 2025. "Does Turnover Inhibit Specialization? Evidence from a Skill Survey in Peru," American Economic Review: Insights, American Economic Association, vol. 7(1), pages 56-70, March.
    12. Gabriel Brown & Morgan Hardy & Isaac Mbiti & Jamie McCasland & Isabelle Salcher, 2024. "Can Financial Incentives to Firms Improve Apprenticeship Training? Experimental Evidence from Ghana," American Economic Review: Insights, American Economic Association, vol. 6(1), pages 120-136, March.
    13. Rafael Novella & Graciana Rucci & Claudia Vazquez & David S. Kaplan, 2018. "Training Vouchers and Labour Market Outcomes in Chile," LABOUR, CEIS, vol. 32(2), pages 243-260, June.
    14. Guido W. Imbens & Charles F. Manski, 2004. "Confidence Intervals for Partially Identified Parameters," Econometrica, Econometric Society, vol. 72(6), pages 1845-1857, November.
    15. Kluve, Jochen & Puerto, Susana & Robalino, David & Romero, Jose M. & Rother, Friederike & Stöterau, Jonathan & Weidenkaff, Felix & Witte, Marc, 2019. "Do youth employment programs improve labor market outcomes? A quantitative review," World Development, Elsevier, vol. 114(C), pages 237-253.
    16. Jonas Hjort & Diana Moreira & Gautam Rao & Juan Francisco Santini, 2021. "How Research Affects Policy: Experimental Evidence from 2,150 Brazilian Municipalities," American Economic Review, American Economic Association, vol. 111(5), pages 1442-1480, May.
    17. Masselus, Lise & Petrik, Christina & Ankel-Peters, Jörg, 2024. "Lost in the design space? Construct validity in the microfinance literature," Ruhr Economic Papers 1097, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    18. Sarojini Hirshleifer & David McKenzie & Rita Almeida & Cristobal Ridao‐Cano, 2016. "The Impact of Vocational Training for the Unemployed: Experimental Evidence from Turkey," Economic Journal, Royal Economic Society, vol. 126(597), pages 2115-2146, November.
    19. Banerjee, Abhijit & Sequeira, Sandra, 2023. "Learning by searching: Spatial mismatches and imperfect information in Southern labor markets," Journal of Development Economics, Elsevier, vol. 164(C).
    20. Matthew Groh & Nandini Krishnan & David McKenzie & Tara Vishwanath, 2016. "The impact of soft skills training on female youth employment: evidence from a randomized experiment in Jordan," IZA Journal of Labor & Development, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 5(1), pages 1-23, December.
    21. Vivalt, Eva & Coville, Aidan & KC, Sampada, 2025. "Local knowledge, formal evidence, and policy decisions," Journal of Development Economics, Elsevier, vol. 174(C).
    22. Morgan Hardy & Jamie McCasland, 2023. "Are Small Firms Labor Constrained? Experimental Evidence from Ghana," American Economic Journal: Applied Economics, American Economic Association, vol. 15(2), pages 253-284, April.
    23. Felipe Barrera-Osorio & Adriana Kugler & Mikko Silliman, 2023. "Hard and Soft Skills in Vocational Training: Experimental Evidence from Colombia," The World Bank Economic Review, World Bank, vol. 37(3), pages 409-436.
    24. repec:osf:osfxxx:nwp8k_v1 is not listed on IDEAS
    25. Stefano A. Caria & Paolo Falco, 2024. "Skeptical Employers: Experimental Evidence on Biased Beliefs Constraining Firm Growth," The Review of Economics and Statistics, MIT Press, vol. 106(5), pages 1352-1368, September.
    26. Roth, Christopher & Settele, Sonja & Wohlfart, Johannes, 2022. "Beliefs about public debt and the demand for government spending," Journal of Econometrics, Elsevier, vol. 231(1), pages 165-187.
    27. Orazio P. Attanasio, 2009. "Expectations and Perceptions in Developing Countries: Their Measurement and Their Use," American Economic Review, American Economic Association, vol. 99(2), pages 87-92, May.
    28. Sarojini Hirshleifer & David McKenzie & Rita Almeida & Cristobal Ridao‐Cano, 2016. "The Impact of Vocational Training for the Unemployed: Experimental Evidence from Turkey," Economic Journal, Royal Economic Society, vol. 126(597), pages 2115-2146, November.
    29. Christopher Blattman & Eric P. Green & Julian Jamison & M. Christian Lehmann & Jeannie Annan, 2016. "The Returns to Microenterprise Support among the Ultrapoor: A Field Experiment in Postwar Uganda," American Economic Journal: Applied Economics, American Economic Association, vol. 8(2), pages 35-64, April.
    30. Vivalt, Eva & Coville, Aidan, 2023. "How do policymakers update their beliefs?," Journal of Development Economics, Elsevier, vol. 165(C).
    31. Bernd Beber & Tabea Lakemann & Regina Schnars & Jann Lay, 2025. "Employment Effects of Skills Trainings in Sub-Saharan Africa: A Systematic Review of Recent Randomized Controlled Trials," De Economist, Springer, vol. 173(1), pages 87-120, March.
    32. Dalton,Patricio S. & Ruschenpohler,Julius & Uras,Burak & Zia,Bilal Husnain, 2019. "Learning to Grow from Peers : Experimental Evidence from Small Retailers in Indonesia," Policy Research Working Paper Series 8933, The World Bank.
    33. Eyting, Markus & Schmidt, Patrick, 2021. "Belief elicitation with multiple point predictions," European Economic Review, Elsevier, vol. 135(C).
    34. Orazio Attanasio & Adriana Kugler & Costas Meghir, 2011. "Subsidizing Vocational Training for Disadvantaged Youth in Colombia: Evidence from a Randomized Trial," American Economic Journal: Applied Economics, American Economic Association, vol. 3(3), pages 188-220, July.
    35. Adoho,Franck M. & Chakravarty,Shubha & Korkoyah Jr.,Dala & Lundberg,Mattias K. A. & Tasneem,Afia, 2014. "The impact of an adolescent girls employment program : the EPAG project in Liberia," Policy Research Working Paper Series 6832, The World Bank.
    36. Benhassine, Najy & McKenzie, David & Pouliquen, Victor & Santini, Massimiliano, 2018. "Does inducing informal firms to formalize make sense? Experimental evidence from Benin," Journal of Public Economics, Elsevier, vol. 157(C), pages 1-14.
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    Keywords

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    JEL classification:

    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • O12 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Microeconomic Analyses of Economic Development
    • D84 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Expectations; Speculations

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