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A Joint Hazard-Longitudinal Model of the Timing of Migration, Immigrant Quality, and Labor Market Assimilation

Author

Listed:
  • Jain, Apoorva

    (University of North Carolina, Chapel Hill)

  • Peter, Klara Sabirianova

    (University of North Carolina, Chapel Hill)

Abstract
This paper develops and estimates a joint hazard-longitudinal (JHL) model of the timing of migration and labor market assimilation – two processes that have been assumed to be independent in the existing literature. The JHL model accounts for the endogenous age of entry in estimating the returns to years since migration by allowing cross-equation correlations of random intercepts with individual rates of wage assimilation. Commonly ignored sample selection issues due to non-random survey attrition and missing wages are also addressed. Using German household panel surveys from 1984 to 2014 and home country-level data from 1961, we find large upward bias in the OLS-estimated average rate of wage assimilation. Our estimates suggest that immigrants with lower unobserved skills and with a higher unobserved propensity to migrate early have a faster assimilation rate.

Suggested Citation

  • Jain, Apoorva & Peter, Klara Sabirianova, 2017. "A Joint Hazard-Longitudinal Model of the Timing of Migration, Immigrant Quality, and Labor Market Assimilation," IZA Discussion Papers 10887, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp10887
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    File URL: https://docs.iza.org/dp10887.pdf
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    References listed on IDEAS

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    1. Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), 2011. "Handbook of the Economics of Education," Handbook of the Economics of Education, Elsevier, edition 1, volume 4, number 4, June.
    2. Sari Pekkala Kerr & William R. Kerr, 2011. "Economic Impacts of Immigration: A Survey," Finnish Economic Papers, Finnish Economic Association, vol. 24(1), pages 1-32, Spring.
    3. Esteban Sanromá & Raúl Ramos & Hipólito Simón, 2015. "How Relevant Is the Origin of Human Capital for Immigrant Wages? Evidence from Spain," Journal of Applied Economics, Taylor & Francis Journals, vol. 18(1), pages 149-172, May.
    4. Amelie Constant & Douglas S. Massey, 2003. "Self-selection, earnings, and out-migration: A longitudinal study of immigrants to Germany," Journal of Population Economics, Springer;European Society for Population Economics, vol. 16(4), pages 631-653, November.
    5. Gerard J. van den Berg & Bettina Drepper, 2016. "Inference for Shared-Frailty Survival Models with Left-Truncated Data," Econometric Reviews, Taylor & Francis Journals, vol. 35(6), pages 1075-1098, June.
    6. Borjas, George J., 1999. "The economic analysis of immigration," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 28, pages 1697-1760, Elsevier.
    7. Cobb-Clark, Deborah A, 1993. "Immigrant Selectivity and Wages: The Evidence for Women," American Economic Review, American Economic Association, vol. 83(4), pages 986-993, September.
    8. Christopher R. Bollinger & Barry T. Hirsch, 2006. "Match Bias from Earnings Imputation in the Current Population Survey: The Case of Imperfect Matching," Journal of Labor Economics, University of Chicago Press, vol. 24(3), pages 483-520, July.
    9. Heather Antecol & Peter Kuhn & Stephen J. Trejo, 2006. "Assimilation via Prices or Quantities?: Sources of Immigrant Earnings Growth in Australia, Canada, and the United States," Journal of Human Resources, University of Wisconsin Press, vol. 41(4).
    10. Bernt Bratsberg & Erling Barth & Oddbjørn Raaum, 2006. "Local Unemployment and the Relative Wages of Immigrants: Evidence from the Current Population Surveys," The Review of Economics and Statistics, MIT Press, vol. 88(2), pages 243-263, May.
    11. Darren Lubotsky, 2007. "Chutes or Ladders? A Longitudinal Analysis of Immigrant Earnings," Journal of Political Economy, University of Chicago Press, vol. 115(5), pages 820-867, October.
    12. Keisuke Hirano & Guido W. Imbens & Geert Ridder, 2003. "Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score," Econometrica, Econometric Society, vol. 71(4), pages 1161-1189, July.
    13. Basilio, Leilanie & Bauer, Thomas K. & Sinning, Mathias, 2009. "Analyzing the labor market activity of immigrant families in Germany," Labour Economics, Elsevier, vol. 16(5), pages 510-520, October.
    14. 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.
    15. 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.
    16. Dustmann, Christian & Glitz, Albrecht, 2011. "Migration and Education," Handbook of the Economics of Education, in: Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), Handbook of the Economics of Education, edition 1, volume 4, chapter 0, pages 327-439, Elsevier.
    17. Bellemare, Charles, 2007. "A life-cycle model of outmigration and economic assimilation of immigrants in Germany," European Economic Review, Elsevier, vol. 51(3), pages 553-576, April.
    18. Robert J. LaLonde & Robert H. Topel, 1992. "The Assimilation of Immigrants in the U. S. Labor Market," NBER Chapters, in: Immigration and the Work Force: Economic Consequences for the United States and Source Areas, pages 67-92, National Bureau of Economic Research, Inc.
    19. Borjas, George J, 1995. "Assimilation and Changes in Cohort Quality Revisited: What Happened to Immigrant Earnings in the 1980s?," Journal of Labor Economics, University of Chicago Press, vol. 13(2), pages 201-245, April.
    20. Barry R. Chiswick & Paul W. Miller, 2012. "Negative and Positive Assimilation, Skill Transferability, and Linguistic Distance," Journal of Human Capital, University of Chicago Press, vol. 6(1), pages 35-55.
    21. Fertig, Michael & Schurer, Stefanie, 2007. "Labour Market Outcomes of Immigrants in Germany: The Importance of Heterogeneity and Attrition Bias," IZA Discussion Papers 2915, Institute of Labor Economics (IZA).
    22. Lee A. Lillard, 1999. "Job Turnover Heterogeneity and Person-Job-Specific Time-Series Wages," Annals of Economics and Statistics, GENES, issue 55-56, pages 183-210.
    23. Friedberg, Rachel M, 2000. "You Can't Take It with You? Immigrant Assimilation and the Portability of Human Capital," Journal of Labor Economics, University of Chicago Press, vol. 18(2), pages 221-251, April.
    24. repec:zbw:rwirep:0020 is not listed on IDEAS
    25. Wooldridge, Jeffrey M., 2007. "Inverse probability weighted estimation for general missing data problems," Journal of Econometrics, Elsevier, vol. 141(2), pages 1281-1301, December.
    26. Card, David, 2001. "Estimating the Return to Schooling: Progress on Some Persistent Econometric Problems," Econometrica, Econometric Society, vol. 69(5), pages 1127-1160, September.
    27. 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..
    28. Heckman, James & Singer, Burton, 1984. "A Method for Minimizing the Impact of Distributional Assumptions in Econometric Models for Duration Data," Econometrica, Econometric Society, vol. 52(2), pages 271-320, March.
    29. Martin Kahanec & Klaus F. Zimmermann (ed.), 2016. "Labor Migration, EU Enlargement, and the Great Recession," Springer Books, Springer, number 978-3-662-45320-9, December.
    30. George J. Borjas, 2021. "The Slowdown in the Economic Assimilation of Immigrants: Aging and Cohort Effects Revisited Again," World Scientific Book Chapters, in: Foundational Essays in Immigration Economics, chapter 3, pages 31-65, World Scientific Publishing Co. Pte. Ltd..
    31. Chiswick, Barry R, 1978. "The Effect of Americanization on the Earnings of Foreign-born Men," Journal of Political Economy, University of Chicago Press, vol. 86(5), pages 897-921, October.
    32. Martin Kroh & Rainer Siegers, 2014. "Documentation of Sample Sizes and Panel Attrition in the German Socio Economic Panel (SOEP) (1984 until 2013)," Data Documentation 75, DIW Berlin, German Institute for Economic Research.
    33. Jain, Apoorva & Peter, Klara Sabirianova, 2017. "Limits to Wage Growth: Understanding the Wage Divergence between Immigrants and Natives," IZA Discussion Papers 10891, Institute of Labor Economics (IZA).
    34. Dostie, Benoit, 2005. "Job Turnover and the Returns to Seniority," Journal of Business & Economic Statistics, American Statistical Association, vol. 23, pages 192-199, April.
    35. Bernt Bratsberg & James F. Ragan Jr., 2002. "The Impact of Host-Country Schooling on Earnings: A Study of Male Immigrants in the United States," Journal of Human Resources, University of Wisconsin Press, vol. 37(1), pages 63-105.
    36. N. Pantazis & G. Touloumi & A. S. Walker & A. G. Babiker, 2005. "Bivariate modelling of longitudinal measurements of two human immunodeficiency type 1 disease progression markers in the presence of informative drop‐outs," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 54(2), pages 405-423, April.
    37. repec:adr:anecst:y:1999:i:55-56:p:07 is not listed on IDEAS
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    More about this item

    Keywords

    migration; joint hazard-longitudinal model; mixed effects; random slope; individual-specific wage assimilation; unobserved skills; survival analysis; timing of migration; maximum likelihood; selection due to endogenous entry; Germany;
    All these keywords.

    JEL classification:

    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • J61 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Geographic Labor Mobility; Immigrant Workers
    • N30 - Economic History - - Labor and Consumers, Demography, Education, Health, Welfare, Income, Wealth, Religion, and Philanthropy - - - General, International, or Comparative
    • C41 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Duration Analysis; Optimal Timing Strategies

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