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Vocational Training for Demobilized Ex-combatants with Disabilities in Rwanda

Author

Listed:
  • Kengo Igei

    (Faculty of Economics, The University of Tokyo)

  • Kana Takio

    (Harvard T. H. Chan School of Public Health)

  • Keitaro Aoyagi

    (Metrics Work Consultants Inc.)

  • Yoshito Takasaki

    (Faculty of Economics, The University of Tokyo)

Abstract

Disability-inclusive development is receiving growing attention as a pressing international development issue. Disability-inclusive development is especially urgent and complicated in post-conflict countries. This paper examines the impacts of vocational training on economic empowerment and social reintegration among demobilized ex-combatants with disabilities in Rwanda. This is the first quasi-experimental study on vocational training for disabled ex-combatants. Exploiting the variation in the timing of training uptake within the same training course, we employ a pipeline approach in the following three steps: (1) trimming to guarantee common support within courses, (2) exact matching on key covariates within courses, and (3) regression controlling for covariates within courses based on the matched sample. The results show that the training greatly increased not only employment and income, but also trainees' reintegration into the family and community. The results are robust to potential omitted variable bias and attrition bias according to a coefficient stability test and bound analysis, respectively. Our findings suggest a significant potential of vocational training for disabled ex-combatants in disarmament, demobilization, and reintegration programs. Our study exemplifies the utility of a credibly designed pipeline approach, which can be applied in a wide range of development projects in practice.

Suggested Citation

  • Kengo Igei & Kana Takio & Keitaro Aoyagi & Yoshito Takasaki, 2020. "Vocational Training for Demobilized Ex-combatants with Disabilities in Rwanda," CIRJE F-Series CIRJE-F-1155, CIRJE, Faculty of Economics, University of Tokyo.
  • Handle: RePEc:tky:fseres:2020cf1155
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    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. David McKenzie, 2017. "How Effective Are Active Labor Market Policies in Developing Countries? A Critical Review of Recent Evidence," The World Bank Research Observer, World Bank Group, vol. 32(2), pages 127-154.
    3. Joseph P. Romano & Michael Wolf, 2005. "Stepwise Multiple Testing as Formalized Data Snooping," Econometrica, Econometric Society, vol. 73(4), pages 1237-1282, July.
    4. James G. MacKinnon & Morten Ørregaard Nielsen & Matthew D. Webb, 2021. "Wild Bootstrap and Asymptotic Inference With Multiway Clustering," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 39(2), pages 505-519, March.
    5. repec:clg:wpaper:2013-20 is not listed on IDEAS
    6. A. Colin Cameron & Jonah B. Gelbach & Douglas L. Miller, 2008. "Bootstrap-Based Improvements for Inference with Clustered Errors," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 414-427, August.
    7. Matthew D. Webb, 2023. "Reworking wild bootstrap‐based inference for clustered errors," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 56(3), pages 839-858, August.
    8. Janice Tripney & Jorge Hombrados & Mark Newman & Kimberly Hovish & Chris Brown & Katarzyna Steinka‐Fry & Eric Wilkey, 2013. "Technical and Vocational Education and Training (TVET) Interventions to Improve the Employability and Employment of Young People in Low‐ and Middle‐Income Countries: A Systematic Review," Campbell Systematic Reviews, John Wiley & Sons, vol. 9(1), pages 1-171.
    9. Janice Tripney & Jorge Hombrados & Mark Newman & Kimberly Hovish & Chris Brown & Katarzyna Steinka‐Fry & Eric Wilkey, 2013. "Technical and Vocational Education and Training (TVET) Interventions to Improve the Employability and Employment of Young People in Low‐ and Middle‐Income Countries: A Systematic Review," Campbell Systematic Reviews, John Wiley & Sons, vol. 9(1), pages 1-171.
    10. Joseph P. Romano & Michael Wolf, 2005. "Exact and Approximate Stepdown Methods for Multiple Hypothesis Testing," Journal of the American Statistical Association, American Statistical Association, vol. 100, pages 94-108, March.
    11. Lena Morgon Banks & Hannah Kuper & Sarah Polack, 2017. "Poverty and disability in low- and middle-income countries: A systematic review," PLOS ONE, Public Library of Science, vol. 12(12), pages 1-19, December.
    12. Justin Grider & Bruce Wydick, 2016. "Wheels of fortune: the economic impacts of wheelchair provision in Ethiopia," Journal of Development Effectiveness, Taylor & Francis Journals, vol. 8(1), pages 44-66, March.
    13. David Roodman & James G. MacKinnon & Morten Ørregaard Nielsen & Matthew D. Webb, 2019. "Fast and wild: Bootstrap inference in Stata using boottest," Stata Journal, StataCorp LP, vol. 19(1), pages 4-60, March.
    14. Mitra, Sophie & Posarac, Aleksandra & Vick, Brandon, 2013. "Disability and Poverty in Developing Countries: A Multidimensional Study," World Development, Elsevier, vol. 41(C), pages 1-18.
    15. Ian Levely, 2012. "Measuring Intermediate Outcomes of Liberia’s DDRR Program," Working Papers IES 2012/2, Charles University Prague, Faculty of Social Sciences, Institute of Economic Studies, revised Feb 2012.
    16. Shahidur R. Khandker & Gayatri B. Koolwal & Hussain A. Samad, . "Handbook on Impact Evaluation : Quantitative Methods and Practices," World Bank Publications, The World Bank, number 2693, September.
    17. King, Gary & Nielsen, Richard, 2019. "Why Propensity Scores Should Not Be Used for Matching," Political Analysis, Cambridge University Press, vol. 27(4), pages 435-454, October.
    18. Cho,Yoonyoung & Kalomba, Davie & Mobarak,Ahmed Mushfiq & Orozco Olvera,Victor Hugo & Cho,Yoonyoung & Kalomba, Davie & Mobarak,Ahmed Mushfiq & Orozco Olvera,Victor Hugo, 2013. "Gender differences in the effects of vocational training : constraints on women and drop-out behavior," Policy Research Working Paper Series 6545, The World Bank.
    19. Trani, Jean-Francois & Browne, Joyce & Kett, Maria & Bah, Osman & Morlai, Teddy & Bailey, Nicki & Groce, Nora, 2011. "Access to health care, reproductive health and disability: A large scale survey in Sierra Leone," Social Science & Medicine, Elsevier, vol. 73(10), pages 1477-1489.
    20. Adoho, Franck & Chakravarty, Shubha & Korkoyah, Jr, Dala T. & Lundberg, Mattias & 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.
    21. Deininger, Klaus & Liu, Yanyan, 2019. "Heterogeneous welfare impacts of National Rural Employment Guarantee Scheme: Evidence from Andhra Pradesh, India," World Development, Elsevier, vol. 117(C), pages 98-111.
    22. 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.
    23. Coleman, Brett E., 1999. "The impact of group lending in Northeast Thailand," Journal of Development Economics, Elsevier, vol. 60(1), pages 105-141, October.
    24. Imbens,Guido W. & Rubin,Donald B., 2015. "Causal Inference for Statistics, Social, and Biomedical Sciences," Cambridge Books, Cambridge University Press, number 9780521885881, October.
    25. Marjorie Chinen & Thomas de Hoop & Lorena Alcázar & María Balarin & Josh Sennett, 2017. "Vocational and business training to improve women's labour market outcomes in low‐ and middle‐income countries: a systematic review," Campbell Systematic Reviews, John Wiley & Sons, vol. 13(1), pages 1-195.
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