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How Forced Displacements Caused by a Violent Conflict Affect Wages in Colombia

Author

Listed:
  • Gimenez-Nadal, José Ignacio

    (University of Zaragoza)

  • Molina, José Alberto

    (University of Zaragoza)

  • Silva Quintero, Edgar

    (University of Zaragoza)

Abstract
In this paper, we analyze how forced displacements caused by violent conflicts affect the wages of displaced workers in Colombia, a country characterized by a long historical prevalence of violent conflicts between the government, the militia group (FARC), drug trafficking, and other crime that affect hundreds of people, forcibly displaced to other regions of the country. Using data from the Quality of Life Survey (2011-2014), we analyze differences in wages between those who were forced to move to other regions, and those who were not forced to move. In our empirical strategy, we take into account that those who were displaced may have characteristics that differ from those who were not forced, and we apply Propensity Score Matching techniques to consider forced displacements exogenous to the individuals. We apply different matching algorithms, and find that forced displacement decreases between 6% and the 22% the wages of males, and between 17% and 37% the wages of females, compared to their non-displaced counterparts. Thus, forced displacements result in poorer labor market outcomes, and the government should explore how public policies may help to alleviate the negative consequences of forced displacements as first step to reduce wage inequalities originated by these conflicts.

Suggested Citation

  • Gimenez-Nadal, José Ignacio & Molina, José Alberto & Silva Quintero, Edgar, 2016. "How Forced Displacements Caused by a Violent Conflict Affect Wages in Colombia," IZA Discussion Papers 9926, Institute of Labor Economics (IZA).
    • Handle: RePEc:iza:izadps:dp9926
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    1. Morissette, Rene & Bonikowska, Aneta, 2012. "Earnings Losses of Displaced Workers with Stable Labour Market Attachment: Recent Evidence from Canada," Analytical Studies Branch Research Paper Series 2012346e, Statistics Canada, Analytical Studies Branch.
    2. Joshua D. Angrist & Adriana D. Kugler, 2008. "Rural Windfall or a New Resource Curse? Coca, Income, and Civil Conflict in Colombia," The Review of Economics and Statistics, MIT Press, vol. 90(2), pages 191-215, May.
    3. Jacobson, Louis S & LaLonde, Robert J & Sullivan, Daniel G, 1993. "Earnings Losses of Displaced Workers," American Economic Review, American Economic Association, vol. 83(4), pages 685-709, September.
    4. Klaus Deininger, 2003. "Land Policies for Growth and Poverty Reduction," World Bank Publications - Books, The World Bank Group, number 15125.
    5. Louis S. Jacobson & Robert J. LaLonde & Daniel G. Sullivan, 1993. "Long-term earnings losses of high-seniority displaced workers," Economic Perspectives, Federal Reserve Bank of Chicago, vol. 17(Nov), pages 2-20.
    6. Bell, Linda A, 1997. "The Impact of Minimum Wages in Mexico and Colombia," Journal of Labor Economics, University of Chicago Press, vol. 15(3), pages 102-135, July.
    7. Oeindrila Dube & Juan F. Vargas, 2013. "Commodity Price Shocks and Civil Conflict: Evidence from Colombia," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 80(4), pages 1384-1421.
    8. Alberto Abadie & Javier Gardeazabal, 2003. "The Economic Costs of Conflict: A Case Study of the Basque Country," American Economic Review, American Economic Association, vol. 93(1), pages 113-132, March.
    9. Mohan, Rakesh & Sabot, Richard, 1988. "Educational Expansion and the Inequality of Pay: Colombia 1973-78," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 50(2), pages 175-182, May.
    10. Marco Caliendo & Sabine Kopeinig, 2008. "Some Practical Guidance For The Implementation Of Propensity Score Matching," Journal of Economic Surveys, Wiley Blackwell, vol. 22(1), pages 31-72, February.
    11. Jalan, Jyotsna & Ravallion, Martin, 2003. "Estimating the Benefit Incidence of an Antipoverty Program by Propensity-Score Matching," Journal of Business & Economic Statistics, American Statistical Association, vol. 21(1), pages 19-30, January.
    12. Fields, Gary S & Schultz, T Paul, 1980. "Regional Inequality and Other," Economic Development and Cultural Change, University of Chicago Press, vol. 28(3), pages 447-467, April.
    13. Michael Lechner, 2000. "An Evaluation of Public-Sector-Sponsored Continuous Vocational Training Programs in East Germany," Journal of Human Resources, University of Wisconsin Press, vol. 35(2), pages 347-375.
    14. Malcolm Knight & Norman Loayza & Delano Villanueva, 1996. "The Peace Dividend: Military Spending Cuts and Economic Growth," IMF Staff Papers, Palgrave Macmillan, vol. 43(1), pages 1-37, March.
    15. Birchenall, Javier A., 2001. "Income distribution, human capital and economic growth in Colombia," Journal of Development Economics, Elsevier, vol. 66(1), pages 271-287, October.
    16. A. Smith, Jeffrey & E. Todd, Petra, 2005. "Does matching overcome LaLonde's critique of nonexperimental estimators?," Journal of Econometrics, Elsevier, vol. 125(1-2), pages 305-353.
    17. Klaus Deininger, 2003. "Causes and consequences of civil strife: micro-level evidence from Uganda," Oxford Economic Papers, Oxford University Press, vol. 55(4), pages 579-606, October.
    18. Alexander Hijzen & Richard Upward & Peter W. Wright, 2010. "The Income Losses of Displaced Workers," Journal of Human Resources, University of Wisconsin Press, vol. 45(1).
    19. Marcus Eliason & Donald Storrie, 2006. "Lasting or Latent Scars? Swedish Evidence on the Long-Term Effects of Job Displacement," Journal of Labor Economics, University of Chicago Press, vol. 24(4), pages 831-856, October.
    20. Fields, Gary S, 1979. "Place-to-Place Migration: Some New Evidence," The Review of Economics and Statistics, MIT Press, vol. 61(1), pages 21-32, February.
    21. Engel, Stefanie & Ibáñez, Ana María, 2007. "Displacement Due to Violence in Colombia: A Household-Level Analysis," Economic Development and Cultural Change, University of Chicago Press, vol. 55(2), pages 335-365, January.
    22. Ana María Ibánez & Andrés Moya, 2006. "¿Cómo El Desplazamiento Forzado Deteriora El Bienestar De Los Hogares Desplazados?: Análisis Y Determinantes Del Bienestar En Los Municipios De Recepción," Documentos CEDE 3789, Universidad de los Andes, Facultad de Economía, CEDE.
    23. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    24. Sascha O. Becker & Andrea Ichino, 2002. "Estimation of average treatment effects based on propensity scores," Stata Journal, StataCorp LP, vol. 2(4), pages 358-377, November.
    25. Thomas Fraker & Rebecca Maynard, 1987. "The Adequacy of Comparison Group Designs for Evaluations of Employment-Related Programs," Journal of Human Resources, University of Wisconsin Press, vol. 22(2), pages 194-227.
    26. David Seim, 2012. "Job displacement and labor market outcomes by skill level," Bank of Estonia Working Papers wp2012-4, Bank of Estonia.
    27. LaLonde, Robert J, 1986. "Evaluating the Econometric Evaluations of Training Programs with Experimental Data," American Economic Review, American Economic Association, vol. 76(4), pages 604-620, September.
    28. Kenneth A. Couch & Dana W. Placzek, 2010. "Earnings Losses of Displaced Workers Revisited," American Economic Review, American Economic Association, vol. 100(1), pages 572-589, March.
    29. Attanasio, Orazio & Goldberg, Pinelopi K. & Pavcnik, Nina, 2004. "Trade reforms and wage inequality in Colombia," Journal of Development Economics, Elsevier, vol. 74(2), pages 331-366, August.
    30. Diego F. Angel‐Urdinola & Quentin Wodon, 2006. "The Gender Wage Gap and Poverty in Colombia," LABOUR, CEIS, vol. 20(4), pages 721-739, December.
    31. Engel, Stefanie & Ibanez, Ana Maria, 2007. "Displacement Due to Violence in Colombia: A Household-Level Analysis," Economic Development and Cultural Change, University of Chicago Press, vol. 55(2), pages 335-365, January.
    32. Schmieder, Johannes F. & Wachter, Till von & Bender, Stefan, 2010. "The long-term impact of job displacement in Germany during the 1982 recession on earnings, income, and employment," IAB-Discussion Paper 201001, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    33. Rajeev H. Dehejia & Sadek Wahba, 2002. "Propensity Score-Matching Methods For Nonexperimental Causal Studies," The Review of Economics and Statistics, MIT Press, vol. 84(1), pages 151-161, February.
    34. Ana Mar�a Ib��ez & Andr�s Moya, 2006. "The Impact of Intra-State Conflict on Economic Welfare and Consumption Smoothing: Empirical Evidence for the Displaced Population in Colombia," HiCN Working Papers 23, Households in Conflict Network.
    35. Christopher Blattman & Edward Miguel, 2010. "Civil War," Journal of Economic Literature, American Economic Association, vol. 48(1), pages 3-57, March.
    36. Seguino, Stephanie, 2000. "Gender Inequality and Economic Growth: A Cross-Country Analysis," World Development, Elsevier, vol. 28(7), pages 1211-1230, July.
    37. Deininger,Klaus W., 2003. "Causes and consequences of civil strife - micro-level evidence from Uganda," Policy Research Working Paper Series 3045, The World Bank.
    38. Guido W. Imbens, 2004. "Nonparametric Estimation of Average Treatment Effects Under Exogeneity: A Review," The Review of Economics and Statistics, MIT Press, vol. 86(1), pages 4-29, February.
    39. Paul Collier & Anke Hoeffler & Catherine Pattillo, 2004. "Africa's Exodus: Capital Flight and the Brain Drain as Portfolio Decisions," Journal of African Economies, Centre for the Study of African Economies, vol. 13(02), pages 15-54, December.
    40. Kondylis, Florence, 2010. "Conflict displacement and labor market outcomes in post-war Bosnia and Herzegovina," Journal of Development Economics, Elsevier, vol. 93(2), pages 235-248, November.
    41. François Bourguignon & Jairo Nuñez & Fabio Sanchez, 2003. "A Structural Model of Crime and Inequality in Colombia," Journal of the European Economic Association, MIT Press, vol. 1(2-3), pages 440-449, 04/05.
    42. James J. Heckman & Hidehiko Ichimura & Petra Todd, 1998. "Matching As An Econometric Evaluation Estimator," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 65(2), pages 261-294.
    43. Florence Kondylis, 2008. "Agricultural Outputs and Conflict Displacement: Evidence from a Policy Intervention in Rwanda," Economic Development and Cultural Change, University of Chicago Press, vol. 57(1), pages 31-66, October.
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    More about this item

    Keywords

    Propensity Score Matching; wages; forced displacement; Colombia;
    All these keywords.

    JEL classification:

    • J15 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Minorities, Races, Indigenous Peoples, and Immigrants; Non-labor Discrimination
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • R23 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis - - - Regional Migration; Regional Labor Markets; Population

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