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To work or not? Wages or subsidies?: Copula-based evidence of subsidized refugees’ negative selection into employment

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  • Seonho Shin

    (Korea Labor Institute)

Abstract

Despite increasing interest in topics related to refugees, economic literature has remained mostly silent on how refugees make labor supply decisions in their initial resettlement period, during which their host government provides various care and financial assistance. This paper fills that void by applying the copula-based selection model, which is free from the restrictive joint normality assumption, to a unique, high-dimensional data set of refugees who resettled in the US. Its selection parameter estimates suggest that subsidized refugees negatively select themselves into employment in terms of unobserved wage potential, which, according to the theoretical model, should be attributed primarily to the fact that (i) their reservation wages are rigid due to host-provided, non-labor income and (ii) host country employers discount refugees’ unobserved human capital components substantially. As a result, employed refugees’ wages, all observable factors held constant, are lower than the counterfactual wages of non-employed refugees, which contradicts what is usual in conventional labor markets. This devaluation-based skill paradox is more pronounced in regions unfriendly to refugees, and the negative pattern temporarily reversed immediately after the 9/11 attacks, which represented a huge adverse shock to non-natives in the US labor market, suggesting that subsidized refugees’ labor supply decisions are influenced greatly by their expectations regarding future labor market outcomes. Possible explanations are discussed based on a simple theoretical model in the context of the US refugee resettlement system.

Suggested Citation

  • Seonho Shin, 2022. "To work or not? Wages or subsidies?: Copula-based evidence of subsidized refugees’ negative selection into employment," Empirical Economics, Springer, vol. 63(4), pages 2209-2252, October.
  • Handle: RePEc:spr:empeco:v:63:y:2022:i:4:d:10.1007_s00181-022-02202-y
    DOI: 10.1007/s00181-022-02202-y
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    as
    1. Patrick Puhani, 2000. "The Heckman Correction for Sample Selection and Its Critique," Journal of Economic Surveys, Wiley Blackwell, vol. 14(1), pages 53-68, February.
    2. Christian Dustmann & Arthur van Soest, 2001. "Language Fluency And Earnings: Estimation With Misclassified Language Indicators," The Review of Economics and Statistics, MIT Press, vol. 83(4), pages 663-674, November.
    3. Aksoy, Cevat Giray & Poutvaara, Panu, 2021. "Refugees' and irregular migrants’ self-selection into Europe," Journal of Development Economics, Elsevier, vol. 152(C).
    4. d'Artis Kancs & Patrizio Lecca, 2018. "Long‐term social, economic and fiscal effects of immigration into the EU: The role of the integration policy," The World Economy, Wiley Blackwell, vol. 41(10), pages 2599-2630, October.
    5. George J Borjas & Ilpo Kauppinen & Panu Poutvaara, 2019. "Self-selection of Emigrants: Theory and Evidence on Stochastic Dominance in Observable and Unobservable Characteristics," The Economic Journal, Royal Economic Society, vol. 129(617), pages 143-171.
    6. Chunbei Wang & Le Wang, 2011. "Language Skills and the Earnings Distribution Among Child Immigrants," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 50(2), pages 297-322, April.
    7. Christian Dustmann & Francesca Fabbri, 2003. "Language proficiency and labour market performance of immigrants in the UK," Economic Journal, Royal Economic Society, vol. 113(489), pages 695-717, July.
    8. Christian Dustmann & Kristine Vasiljeva & Anna Piil Damm, 2019. "Refugee Migration and Electoral Outcomes," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(5), pages 2035-2091.
    9. John Addison & Mário Centeno & Pedro Portugal, 2009. "Do Reservation Wages Really Decline? Some International Evidence on the Determinants of Reservation Wages," Journal of Labor Research, Springer, vol. 30(1), pages 1-8, March.
    10. Seonho Shin, 2022. "Evaluating the Effect of the Matching Grant Program for Refugees: An Observational Study Using Matching, Weighting, and the Mantel-Haenszel Test," Journal of Labor Research, Springer, vol. 43(1), pages 103-133, March.
    11. James J. Heckman, 1976. "The Common Structure of Statistical Models of Truncation, Sample Selection and Limited Dependent Variables and a Simple Estimator for Such Models," NBER Chapters, in: Annals of Economic and Social Measurement, Volume 5, number 4, pages 475-492, National Bureau of Economic Research, Inc.
    12. Block, M K & Heineke, J M, 1973. "The Allocation of Effort under Uncertainty: The Case of Risk-averse Behavior," Journal of Political Economy, University of Chicago Press, vol. 81(2), pages 376-385, Part I, M.
    13. Neeraj Kaushal & Robert Kaestner & Cordelia Reimers, 2007. "Labor Market Effects of September 11th on Arab and Muslim Residents of the United States," Journal of Human Resources, University of Wisconsin Press, vol. 42(2).
    14. George J. Borjas, 2021. "The Economic Benefits from Immigration," World Scientific Book Chapters, in: Foundational Essays in Immigration Economics, chapter 13, pages 411-430, World Scientific Publishing Co. Pte. Ltd..
    15. Brown, Sarah & Taylor, Karl, 2013. "Reservation wages, expected wages and unemployment," Economics Letters, Elsevier, vol. 119(3), pages 276-279.
    16. Jesúús Fernández-Huertas Moraga, 2011. "New Evidence on Emigrant Selection," The Review of Economics and Statistics, MIT Press, vol. 93(1), pages 72-96, February.
    17. Courtney Brell & Christian Dustmann & Ian Preston, 2020. "The Labor Market Integration of Refugee Migrants in High-Income Countries," Journal of Economic Perspectives, American Economic Association, vol. 34(1), pages 94-121, Winter.
    18. Yongding YU, 2012. "Comment on “Determinants of Labor Market Participation and Wages of North Korean Female Refugees in South Korea”," Asian Economic Policy Review, Japan Center for Economic Research, vol. 7(1), pages 132-133, June.
    19. Christopher Parsons & Pierre‐Louis Vézina, 2018. "Migrant Networks and Trade: The Vietnamese Boat People as a Natural Experiment," Economic Journal, Royal Economic Society, vol. 128(612), pages 210-234, July.
    20. Lucas Guichard, 2020. "Self-selection of Asylum Seekers: Evidence From Germany," Demography, Springer;Population Association of America (PAA), vol. 57(3), pages 1089-1116, June.
    21. Richard Blundell & Amanda Gosling & Hidehiko Ichimura & Costas Meghir, 2007. "Changes in the Distribution of Male and Female Wages Accounting for Employment Composition Using Bounds," Econometrica, Econometric Society, vol. 75(2), pages 323-363, March.
    22. van der Klaauw, Bas & Koning, Ruud H, 2003. "Testing the Normality Assumption in the Sample Selection Model with an Application to Travel Demand," Journal of Business & Economic Statistics, American Statistical Association, vol. 21(1), pages 31-42, January.
    23. Claudia Olivetti & Barbara Petrongolo, 2008. "Unequal Pay or Unequal Employment? A Cross-Country Analysis of Gender Gaps," Journal of Labor Economics, University of Chicago Press, vol. 26(4), pages 621-654, October.
    24. Juan J Dolado & Cecilia García-Peñalosa & Linas Tarasonis, 2020. "The changing nature of gender selection into employment over the great recession," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 35(104), pages 635-677.
    25. Hwang, Hae-shin & Reed, W Robert & Hubbard, Carlton, 1992. "Compensating Wage Differentials and Unobserved Productivity," Journal of Political Economy, University of Chicago Press, vol. 100(4), pages 835-858, August.
    26. John Ermisch & Robert Wright, 1994. "Interpretation of negative sample selection effects in wage offer equations," Applied Economics Letters, Taylor & Francis Journals, vol. 1(11), pages 187-189.
    27. Dagnelie, Olivier & Mayda, Anna Maria & Maystadt, Jean-François, 2019. "The labor market integration of refugees in the United States: Do entrepreneurs in the network help?," European Economic Review, Elsevier, vol. 111(C), pages 257-272.
    28. Murray D. Smith, 2003. "Modelling sample selection using Archimedean copulas," Econometrics Journal, Royal Economic Society, vol. 6(1), pages 99-123, June.
    29. Alberto Dávila & Marie Mora, 2005. "Changes in the earnings of Arab men in the US between 2000 and 2002," Journal of Population Economics, Springer;European Society for Population Economics, vol. 18(4), pages 587-601, November.
    30. 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.
    31. Daniel Chiquiar & Gordon H. Hanson, 2005. "International Migration, Self-Selection, and the Distribution of Wages: Evidence from Mexico and the United States," Journal of Political Economy, University of Chicago Press, vol. 113(2), pages 239-281, April.
    32. Chiswick, Barry R. & Miller, Paul W., 2014. "International Migration and the Economics of Language," IZA Discussion Papers 7880, Institute of Labor Economics (IZA).
    33. Gabriel Montes-Rojas, 2011. "Robust Misspecification Tests for the Heckman's Two-Step Estimator," Econometric Reviews, Taylor & Francis Journals, vol. 30(2), pages 154-172.
    34. Derek Neal, 2004. "The Measured Black-White Wage Gap among Women Is Too Small," Journal of Political Economy, University of Chicago Press, vol. 112(S1), pages 1-28, February.
    35. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    36. J. J. McCall, 1970. "Economics of Information and Job Search," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 84(1), pages 113-126.
    37. Andrew Weiss, 1995. "Human Capital vs. Signalling Explanations of Wages," Journal of Economic Perspectives, American Economic Association, vol. 9(4), pages 133-154, Fall.
    38. Chiswick, Barry R. & Miller, Paul W., 2009. "The international transferability of immigrants' human capital," Economics of Education Review, Elsevier, vol. 28(2), pages 162-169, April.
    39. Sarit Cohen-Goldner & Zvi Eckstein, 2008. "Labor Mobility Of Immigrants: Training, Experience, Language, And Opportunities," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 49(3), pages 837-872, August.
    40. Lancaster, Tony & Chesher, Andrew, 1983. "An Econometric Analysis of Reservation Wages," Econometrica, Econometric Society, vol. 51(6), pages 1661-1676, November.
    41. C. Hill, 1971. "Education, health and family size as determinants of labor market activity for the poor and nonpoor," Demography, Springer;Population Association of America (PAA), vol. 8(3), pages 379-388, August.
    42. Booth, Alison L & Frank, Jeff, 1999. "Earnings, Productivity, and Performance-Related Pay," Journal of Labor Economics, University of Chicago Press, vol. 17(3), pages 447-463, July.
    43. Juhn, Chinhui & Murphy, Kevin M & Pierce, Brooks, 1993. "Wage Inequality and the Rise in Returns to Skill," Journal of Political Economy, University of Chicago Press, vol. 101(3), pages 410-442, June.
    44. D’Haultfœuille, Xavier & Maurel, Arnaud & Zhang, Yichong, 2018. "Extremal quantile regressions for selection models and the black–white wage gap," Journal of Econometrics, Elsevier, vol. 203(1), pages 129-142.
    45. Leung, Siu Fai & Yu, Shihti, 1996. "On the choice between sample selection and two-part models," Journal of Econometrics, Elsevier, vol. 72(1-2), pages 197-229.
    46. Jacob Nielsen Arendt, 2022. "Labor market effects of a work-first policy for refugees," Journal of Population Economics, Springer;European Society for Population Economics, vol. 35(1), pages 169-196, January.
    47. Damm, Anna Piil, 2014. "Neighborhood quality and labor market outcomes: Evidence from quasi-random neighborhood assignment of immigrants," Journal of Urban Economics, Elsevier, vol. 79(C), pages 139-166.
    48. Heckman, James J, 1974. "Shadow Prices, Market Wages, and Labor Supply," Econometrica, Econometric Society, vol. 42(4), pages 679-694, July.
    49. Marra, Giampiero & Wyszynski, Karol, 2016. "Semi-parametric copula sample selection models for count responses," Computational Statistics & Data Analysis, Elsevier, vol. 104(C), pages 110-129.
    50. Jacob Mincer, 1958. "Investment in Human Capital and Personal Income Distribution," Journal of Political Economy, University of Chicago Press, vol. 66, pages 281-281.
    51. Günter Lang, 2005. "The difference between wages and wage potentials: Earnings disadvantages of immigrants in Germany," The Journal of Economic Inequality, Springer;Society for the Study of Economic Inequality, vol. 3(1), pages 21-42, April.
    52. Francis Vella, 1998. "Estimating Models with Sample Selection Bias: A Survey," Journal of Human Resources, University of Wisconsin Press, vol. 33(1), pages 127-169.
    53. Keane, Michael & Moffitt, Robert & Runkle, David, 1988. "Real Wages over the Business Cycle: Estimating the Impact of Heterogeneity with Micro Data," Journal of Political Economy, University of Chicago Press, vol. 96(6), pages 1232-1266, December.
    54. Philip Oreopoulos, 2011. "Why Do Skilled Immigrants Struggle in the Labor Market? A Field Experiment with Thirteen Thousand Resumes," American Economic Journal: Economic Policy, American Economic Association, vol. 3(4), pages 148-171, November.
    55. James J. Heckman & Jora Stixrud & Sergio Urzua, 2006. "The Effects of Cognitive and Noncognitive Abilities on Labor Market Outcomes and Social Behavior," Journal of Labor Economics, University of Chicago Press, vol. 24(3), pages 411-482, July.
    56. Jackline Wahba, 2015. "Selection, selection, selection: the impact of return migration," Journal of Population Economics, Springer;European Society for Population Economics, vol. 28(3), pages 535-563, July.
    57. Christopher R. Taber, 2001. "The Rising College Premium in the Eighties: Return to College or Return to Unobserved Ability?," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 68(3), pages 665-691.
    58. Arrow, Kenneth J., 1973. "Higher education as a filter," Journal of Public Economics, Elsevier, vol. 2(3), pages 193-216, July.
    59. Gronau, Reuben, 1974. "Wage Comparisons-A Selectivity Bias," Journal of Political Economy, University of Chicago Press, vol. 82(6), pages 1119-1143, Nov.-Dec..
    60. Rooth, Dan-Olof & Saarela, Jan, 2007. "Selection in migration and return migration: Evidence from micro data," Economics Letters, Elsevier, vol. 94(1), pages 90-95, January.
    61. Nicole M. Fortin, 2008. "The Gender Wage Gap among Young Adults in the United States: The Importance of Money versus People," Journal of Human Resources, University of Wisconsin Press, vol. 43(4).
    62. Dolton, P J & Makepeace, G H, 1986. "Sample Selection and Male-Female Earnings Differentials in the Graduate Labour Market," Oxford Economic Papers, Oxford University Press, vol. 38(2), pages 317-341, July.
    63. Murphy, Kevin M & Topel, Robert H, 1997. "Unemployment and Nonemployment," American Economic Review, American Economic Association, vol. 87(2), pages 295-300, May.
    64. Manuel Arellano & Stéphane Bonhomme, 2017. "Quantile Selection Models With an Application to Understanding Changes in Wage Inequality," Econometrica, Econometric Society, vol. 85, pages 1-28, January.
    65. Neal, Derek A & Johnson, William R, 1996. "The Role of Premarket Factors in Black-White Wage Differences," Journal of Political Economy, University of Chicago Press, vol. 104(5), pages 869-895, October.
    66. Margarita Genius & Elisabetta Strazzera, 2008. "Applying the copula approach to sample selection modelling," Applied Economics, Taylor & Francis Journals, vol. 40(11), pages 1443-1455.
    67. Anna Damm, 2009. "Determinants of recent immigrants’ location choices: quasi-experimental evidence," Journal of Population Economics, Springer;European Society for Population Economics, vol. 22(1), pages 145-174, January.
    68. Benoit Dostie & Pierre Léger, 2009. "Self-selection in migration and returns to unobservables," Journal of Population Economics, Springer;European Society for Population Economics, vol. 22(4), pages 1005-1024, October.
    69. Murnane, Richard J & Willett, John B & Levy, Frank, 1995. "The Growing Importance of Cognitive Skills in Wage Determination," The Review of Economics and Statistics, MIT Press, vol. 77(2), pages 251-266, May.
    70. Eric D. Gould & Omer Moav, 2016. "Does High Inequality Attract High Skilled Immigrants?," Economic Journal, Royal Economic Society, vol. 126(593), pages 1055-1091, June.
    71. Seonho Shin, 2021. "Were they a shock or an opportunity?: The heterogeneous impacts of the 9/11 attacks on refugees as job seekers—a nonlinear multi-level approach," Empirical Economics, Springer, vol. 61(5), pages 2827-2864, November.
    72. Chiswick, Barry R, 1991. "Speaking, Reading, and Earnings among Low-Skilled Immigrants," Journal of Labor Economics, University of Chicago Press, vol. 9(2), pages 149-170, April.
    73. van Damme, E.E.C., 2002. "Economische analyse van politieke processen," Other publications TiSEM 54188f86-501c-4808-b802-1, Tilburg University, School of Economics and Management.
    74. Hoyt Bleakley & Aimee Chin, 2004. "Language Skills and Earnings: Evidence from Childhood Immigrants," The Review of Economics and Statistics, MIT Press, vol. 86(2), pages 481-496, May.
    75. George J. Borjas, 2021. "Self-Selection and the Earnings of Immigrants," World Scientific Book Chapters, in: Foundational Essays in Immigration Economics, chapter 4, pages 69-91, World Scientific Publishing Co. Pte. Ltd..
    76. Moffitt, Robert A., 1999. "New developments in econometric methods for labor market analysis," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 24, pages 1367-1397, Elsevier.
    77. Semih Tumen, 2016. "The Economic Impact of Syrian Refugees on Host Countries: Quasi-experimental Evidence from Turkey," American Economic Review, American Economic Association, vol. 106(5), pages 456-460, May.
    78. Joerg Dietz & Chetan Joshi & Victoria M. Esses & Leah K. Hamilton & Fabrice Gabarrot, 2015. "The skill paradox: explaining and reducing employment discrimination against skilled immigrants," Post-Print hal-01667154, HAL.
    79. Smith, James P & Ward, Michael, 1989. "Women in the Labor Market and in the Family," Journal of Economic Perspectives, American Economic Association, vol. 3(1), pages 9-23, Winter.
    80. George J. Borjas, 1994. "The Economics of Immigration," Journal of Economic Literature, American Economic Association, vol. 32(4), pages 1667-1717, December.
    81. Shi-Eun YU & Byung-Yeon KIM & Woo-Taek JEON & Seung-Ho JUNG, 2012. "Determinants of Labor Market Participation and Wages of North Korean Female Refugees in South Korea," Asian Economic Policy Review, Japan Center for Economic Research, vol. 7(1), pages 113-129, June.
    82. Michael Spence, 1973. "Job Market Signaling," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 87(3), pages 355-374.
    83. Lucas Guichard, 2020. "Self-selection of Asylum Seekers: Evidence From Germany," Post-Print hal-03416012, HAL.
    84. Lori A. Beaman, 2012. "Social Networks and the Dynamics of Labour Market Outcomes: Evidence from Refugees Resettled in the U.S," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 79(1), pages 128-161.
    85. C. M. Van Praag & J. S. Cramer, 2001. "The Roots of Entrepreneurship and Labour Demand: Individual Ability and Low Risk Aversion," Economica, London School of Economics and Political Science, vol. 68(269), pages 45-62, February.
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    More about this item

    Keywords

    Refugee; Labor market; Selection into employment; Copula-based selection model; Economics of minorities;
    All these keywords.

    JEL classification:

    • J61 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Geographic Labor Mobility; Immigrant Workers
    • J64 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Unemployment: Models, Duration, Incidence, and Job Search
    • J71 - Labor and Demographic Economics - - Labor Discrimination - - - Hiring and Firing

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