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Native-Migrant Differences in Trading Off Wages and Workplace Safety

Author

Listed:
  • D’Ambrosio, Anna

    (Polytechnic of Turin)

  • Leombruni, Roberto

    (University of Turin)

  • Razzolini, Tiziano

    (University of Siena)

Abstract

Applying propensity score reweighting to Italian administrative data covering the period 1994-2012, we study the conditional distributions of injuries by wage of native and foreign workers and distinguish between the component that is explained by observable characteristics and the component that is instead attributable to the immigrant status. Our analyses highlight some stylized facts. Besides a substantial gap in wage and injury risk that cannot be attributed to differences in the characteristics, foreign workers face higher levels of risk by the same level of wages. The gap is significantly above the level predicted by their observable characteristics by remunerations that are close to the minimum wage level set by collective bargaining. After this threshold, injury rates decline, but less steeply for foreign workers than their observable characteristics would predict. We show that the hedonic wage model could explain the first result as a corner solution whereby workers with low wage potential are forced to accept higher levels of risk due to the lower bounds on minimum wage. The second results could simply be explained by assuming different utility functions for natives and foreigners. We also show that the hedonic wage model is compatible with the marked reduction in injury rates and in the gap that we observe in the recession years.

Suggested Citation

  • D’Ambrosio, Anna & Leombruni, Roberto & Razzolini, Tiziano, 2017. "Native-Migrant Differences in Trading Off Wages and Workplace Safety," IZA Discussion Papers 10523, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp10523
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    References listed on IDEAS

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    1. DiNardo, John & Fortin, Nicole M & Lemieux, Thomas, 1996. "Labor Market Institutions and the Distribution of Wages, 1973-1992: A Semiparametric Approach," Econometrica, Econometric Society, vol. 64(5), pages 1001-1044, September.
    2. David Card & Francesco Devicienti & Agata Maida, 2014. "Rent-sharing, Holdup, and Wages: Evidence from Matched Panel Data," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(1), pages 84-111.
    3. Daniel S. Hamermesh, 1999. "Changing Inequality in Markets for Workplace Amenities," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(4), pages 1085-1123.
    4. Joni Hersch & W. Kip Viscusi, 2010. "Immigrant Status and the Value of Statistical Life," Journal of Human Resources, University of Wisconsin Press, vol. 45(3).
    5. Brunell, Thomas L. & DiNardo, John, 2004. "A Propensity Score Reweighting Approach to Estimating the Partisan Effects of Full Turnout in American Presidential Elections," Political Analysis, Cambridge University Press, vol. 12(1), pages 28-45, January.
    6. Leombruni, Roberto & Razzolini, Tiziano & Serti, Francesco, 2013. "The pecuniary and non-pecuniary costs of job displacement—The risky job of being back to work," European Economic Review, Elsevier, vol. 61(C), pages 205-216.
    7. Barsky R. & Bound J. & Charles K.K. & Lupton J.P., 2002. "Accounting for the Black-White Wealth Gap: A Nonparametric Approach," Journal of the American Statistical Association, American Statistical Association, vol. 97, pages 663-673, September.
    8. Anna M. Falzoni & Alessandra Venturini & Claudia Villosio, 2004. "Wage Differentials and International Trade in Italy Using Individual Micro Data 1991-1996," Development Working Papers 190, Centro Studi Luca d'Agliano, University of Milano.
    9. Murray, L.R., 2003. "Sick and tired of being sick and tired: Scientific evidence, methods, and research implications for racial and ethnic disparities in occupational health," American Journal of Public Health, American Public Health Association, vol. 93(2), pages 221-226.
    10. 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.
    11. Pia Orrenius & Madeline Zavodny, 2009. "Do immigrants work in riskier jobs?," Demography, Springer;Population Association of America (PAA), vol. 46(3), pages 535-551, August.
    12. Boone, Jan & van Ours, Jan C. & Wuellrich, Jean-Philippe & Zweimüller, Josef, 2011. "Recessions are bad for workplace safety," Journal of Health Economics, Elsevier, vol. 30(4), pages 764-773, July.
    13. Rosen, Sherwin, 1974. "Hedonic Prices and Implicit Markets: Product Differentiation in Pure Competition," Journal of Political Economy, University of Chicago Press, vol. 82(1), pages 34-55, Jan.-Feb..
    14. Rosen, Sherwin, 1987. "The theory of equalizing differences," Handbook of Labor Economics, in: O. Ashenfelter & R. Layard (ed.), Handbook of Labor Economics, edition 1, volume 1, chapter 12, pages 641-692, Elsevier.
    15. Holger Bonin & Amelie Constant & Konstantinos Tatsiramos & Klaus Zimmermann, 2009. "Native-migrant differences in risk attitudes," Applied Economics Letters, Taylor & Francis Journals, vol. 16(15), pages 1581-1586.
    16. O. Ashenfelter & R. Layard (ed.), 1987. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 2, number 2.
    17. Razzolini, Tiziano & Leombruni, Roberto & Mastrobuoni, Giovanni & Pagliero, Mario, 2014. "Beneath the surface: The decline in gender injury gap," Labour Economics, Elsevier, vol. 30(C), pages 282-288.
    18. Boone, Jan & van Ours, Jan C., 2006. "Are recessions good for workplace safety?," Journal of Health Economics, Elsevier, vol. 25(6), pages 1069-1093, November.
    19. Wagstaff, Adam & Paci, Pierella & van Doorslaer, Eddy, 1991. "On the measurement of inequalities in health," Social Science & Medicine, Elsevier, vol. 33(5), pages 545-557, January.
    20. Alberto Dávila & Marie T. Mora & Rebecca González, 2011. "English-Language Proficiency and Occupational Risk Among Hispanic Immigrant Men in the United States," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 50(2), pages 263-296, April.
    21. James J. Heckman & Hidehiko Ichimura & Petra E. Todd, 1997. "Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(4), pages 605-654.
    22. Heather Antecol & Kelly Bedard, 2006. "Unhealthy assimilation: Why do immigrants converge to American health status levels?," Demography, Springer;Population Association of America (PAA), vol. 43(2), pages 337-360, May.
    23. Venturini, Alessandra & Villosio, Claudia, 2002. "Are Immigrants Competing with Natives in the Italian Labour Market? The Employment Effect," IZA Discussion Papers 467, Institute of Labor Economics (IZA).
    24. 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.
    25. repec:ilo:ilowps:373470 is not listed on IDEAS
    26. Martin Biewen, 2001. "Measuring the Effects of Socio-Economic Variables on the Income Distribution: An Application to the East German Transition Process," The Review of Economics and Statistics, MIT Press, vol. 83(1), pages 185-190, February.
    27. Daniel S. Hamermesh, 1997. "Immigration and the Quality of Jobs," NBER Working Papers 6195, National Bureau of Economic Research, Inc.
    28. Bauer, Thomas K. & Million, Andreas & Rotte, Ralph & Zimmermann, Klaus F., 1998. "Immigration Labor and Workplace Safety," IZA Discussion Papers 16, Institute of Labor Economics (IZA).
    29. Daniela Piazzalunga, 2015. "Is There a Double-Negative Effect? Gender and Ethnic Wage Differentials in Italy," LABOUR, CEIS, vol. 29(3), pages 243-269, September.
    30. Biddle, Jeff E & Zarkin, Gary A, 1988. "Worker Preferences and Market Compensation for Job Risk," The Review of Economics and Statistics, MIT Press, vol. 70(4), pages 660-667, November.
    31. 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.
    32. Hashimoto, Masanori, 1982. "Minimum Wage Effects on Training on the Job," American Economic Review, American Economic Association, vol. 72(5), pages 1070-1087, December.
    33. Kakwani, Nanak & Wagstaff, Adam & van Doorslaer, Eddy, 1997. "Socioeconomic inequalities in health: Measurement, computation, and statistical inference," Journal of Econometrics, Elsevier, vol. 77(1), pages 87-103, March.
    34. O. Ashenfelter & R. Layard (ed.), 1987. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 1, number 1.
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    More about this item

    Keywords

    wage gap; foreign workers; Di Nardo-Fortin-Lemieux decomposition; propensity score reweighting; occupational injuries;
    All these keywords.

    JEL classification:

    • J28 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Safety; Job Satisfaction; Related Public Policy
    • J70 - Labor and Demographic Economics - - Labor Discrimination - - - General

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