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Quasi-experimental impact estimates of immigrant labor supply shocks: The role of treatment and comparison group matching and relative skill composition

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  • Aydemir, Abdurrahman B.
  • Kırdar, Murat G.

Abstract

This paper examines the employment effects of a large burst of immigration—the politically-driven exodus of ethnic Turks from Bulgaria into Turkey in 1989. In some locations, the rise in the labor force due to this inflow of repatriates was 5–10%. The strong involvement of the Turkish state in the settlement of earlier waves of repatriates provides us a strong source of exogenous variation in the 1989 immigrant shock across locations and brings our study closer to an ideal natural experiment. We find that a 1% increase in the labor force due to repatriates increases the unemployment rate of native men by about 0.3 percentage points 14 months after the end of the repatriate flow. When the analysis is done according to skill groups, the impact on non-repatriates is the strongest among the young and those with similar educational attainment to repatriates. Using a reservoir of 342 cities and towns with variable treatment intensity, we also construct a matched sample that is well balanced in terms of covariate distributions of the treatment and comparison groups—using propensity score matching. Using this methodology, we demonstrate the importance of constructing well-matched samples prior to IV estimation—which leads to impact estimates that are more than 50% higher than those with the baseline sample.

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  • Aydemir, Abdurrahman B. & Kırdar, Murat G., 2017. "Quasi-experimental impact estimates of immigrant labor supply shocks: The role of treatment and comparison group matching and relative skill composition," European Economic Review, Elsevier, vol. 98(C), pages 282-315.
  • Handle: RePEc:eee:eecrev:v:98:y:2017:i:c:p:282-315
    DOI: 10.1016/j.euroecorev.2017.07.005
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    1. Rachel Griffith & Andrew Neely, 2009. "Performance Pay and Managerial Experience in Multitask Teams: Evidence from within a Firm," Journal of Labor Economics, University of Chicago Press, vol. 27(1), pages 49-82, January.
    2. George J. Borjas, 2021. "The Wage Impact Of The Marielitos: A Reappraisal," World Scientific Book Chapters, in: Foundational Essays in Immigration Economics, chapter 12, pages 375-408, World Scientific Publishing Co. Pte. Ltd..
    3. Card, David & Krueger, Alan B, 1994. "Minimum Wages and Employment: A Case Study of the Fast-Food Industry in New Jersey and Pennsylvania," American Economic Review, American Economic Association, vol. 84(4), pages 772-793, September.
    4. David Card, 1990. "The Impact of the Mariel Boatlift on the Miami Labor Market," ILR Review, Cornell University, ILR School, vol. 43(2), pages 245-257, January.
    5. Rachel M. Friedberg, 2001. "The Impact of Mass Migration on the Israeli Labor Market," The Quarterly Journal of Economics, Oxford University Press, vol. 116(4), pages 1373-1408.
    6. Jennifer Hunt, 1992. "The Impact of the 1962 Repatriates from Algeria on the French Labor Market," ILR Review, Cornell University, ILR School, vol. 45(3), pages 556-572, April.
    7. Borjas, George J & Freeman, Richard B & Katz, Lawrence, 1996. "Searching for the Effect of Immigration on the Labor Market," American Economic Review, American Economic Association, vol. 86(2), pages 246-251, May.
    8. Borjas, George J. & Freeman, Richard B. (ed.), 1992. "Immigration and the Work Force," National Bureau of Economic Research Books, University of Chicago Press, edition 1, number 9780226066332, December.
    9. Christian Dustmann & Uta Schönberg & Jan Stuhler, 2017. "Labor Supply Shocks, Native Wages, and the Adjustment of Local Employment," The Quarterly Journal of Economics, Oxford University Press, vol. 132(1), pages 435-483.
    10. Aydemir, Abdurrahman B. & Kırdar, Murat G., 2017. "Quasi-experimental impact estimates of immigrant labor supply shocks: The role of treatment and comparison group matching and relative skill composition," European Economic Review, Elsevier, vol. 98(C), pages 282-315.
    11. Tansel, Aysit & Kan, Elif Oznur, 2011. "Labor mobility across the formal/informal divide in Turkey: evidence from individual level data," MPRA Paper 35672, University Library of Munich, Germany.
    12. George J. Borjas & Richard B. Freeman & Lawrence F. Katz, 1992. "On the Labor Market Effects of Immigration and Trade," NBER Chapters, in: Immigration and the Work Force: Economic Consequences for the United States and Source Areas, pages 213-244, National Bureau of Economic Research, Inc.
    13. 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.
    14. Mansour, Hani, 2010. "The effects of labor supply shocks on labor market outcomes: Evidence from the Israeli-Palestinian conflict," Labour Economics, Elsevier, vol. 17(6), pages 930-939, December.
    15. Erol Taymaz & Sule Ozler, 2004. "Labor Market Policies and EU Accession: Problems and Prospects for Turkey," ERC Working Papers 0405, ERC - Economic Research Center, Middle East Technical University, revised Mar 2004.
    16. George J. Borjas & Richard B. Freeman & Lawrence F. Katz, 2021. "How Much Do Immigration and Trade Affect Labor Market Outcomes?," World Scientific Book Chapters, in: Foundational Essays in Immigration Economics, chapter 8, pages 163-234, World Scientific Publishing Co. Pte. Ltd..
    17. William J. Carrington & Pedro J. F. De Lima, 1996. "The Impact of 1970s Repatriates from Africa on the Portuguese Labor Market," ILR Review, Cornell University, ILR School, vol. 49(2), pages 330-347, January.
    18. Leah Platt Boustan & Price V. Fishback & Shawn Kantor, 2010. "The Effect of Internal Migration on Local Labor Markets:American Cities during the Great Depression," Journal of Labor Economics, University of Chicago Press, vol. 28(4), pages 719-746, October.
    19. George J. Borjas, 2021. "Native Internal Migration and the Labor Market Impact of Immigration," World Scientific Book Chapters, in: Foundational Essays in Immigration Economics, chapter 10, pages 275-312, World Scientific Publishing Co. Pte. Ltd..
    20. Christian Dustmann & Tommaso Frattini & Ian P. Preston, 2013. "The Effect of Immigration along the Distribution of Wages," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 80(1), pages 145-173.
    21. Christian Dustmann & Albrecht Glitz & Tommaso Frattini, 2008. "The labour market impact of immigration," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 24(3), pages 478-495, Autumn.
    22. Abdurrahman Aydemir & George J. Borjas, 2011. "Attenuation Bias in Measuring the Wage Impact of Immigration," Journal of Labor Economics, University of Chicago Press, vol. 29(1), pages 69-113, January.
    23. Card, David, 2001. "Immigrant Inflows, Native Outflows, and the Local Labor Market Impacts of Higher Immigration," Journal of Labor Economics, University of Chicago Press, vol. 19(1), pages 22-64, January.
    24. Francesco D’Amuri & Gianmarco I.P. Ottaviano & Giovanni Peri, 2021. "The labor market impact of immigration in Western Germany in the 1990s," World Scientific Book Chapters, in: Firms and Workers in a Globalized World Larger Markets, Tougher Competition, chapter 8, pages 223-243, World Scientific Publishing Co. Pte. Ltd..
    25. Cohen-Goldner, Sarit & Paserman, M. Daniele, 2011. "The dynamic impact of immigration on natives' labor market outcomes: Evidence from Israel," European Economic Review, Elsevier, vol. 55(8), pages 1027-1045.
    26. Baiocchi, Mike & Small, Dylan S. & Lorch, Scott & Rosenbaum, Paul R., 2010. "Building a Stronger Instrument in an Observational Study of Perinatal Care for Premature Infants," Journal of the American Statistical Association, American Statistical Association, vol. 105(492), pages 1285-1296.
    27. Patricia Cortes, 2008. "The Effect of Low-Skilled Immigration on U.S. Prices: Evidence from CPI Data," Journal of Political Economy, University of Chicago Press, vol. 116(3), pages 381-422, June.
    28. Bodvarsson, Örn B. & Van den Berg, Hendrik F. & Lewer, Joshua J., 2008. "Measuring immigration's effects on labor demand: A reexamination of the Mariel Boatlift," Labour Economics, Elsevier, vol. 15(4), pages 560-574, August.
    29. 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.
    30. Jörn-Steffen Pischke & Johannes Velling, 1997. "Employment Effects Of Immigration To Germany: An Analysis Based On Local Labor Markets," The Review of Economics and Statistics, MIT Press, vol. 79(4), pages 594-604, November.
    31. George J. Borjas, 2021. "The Labor Demand Curve Is Downward Sloping: Reexamining The Impact Of Immigration On The Labor Market," World Scientific Book Chapters, in: Foundational Essays in Immigration Economics, chapter 9, pages 235-274, World Scientific Publishing Co. Pte. Ltd..
    32. Joshua D. Angrist & Adriana D. Kugler, 2003. "Protective or counter-productive? labour market institutions and the effect of immigration on eu natives," Economic Journal, Royal Economic Society, vol. 113(488), pages 302-331, June.
    33. Robert J. LaLonde & Robert H. Topel, 1991. "Labor Market Adjustments to Increased Immigration," NBER Chapters, in: Immigration, Trade, and the Labor Market, pages 167-199, National Bureau of Economic Research, Inc.
    34. James Heckman & Hidehiko Ichimura & Jeffrey Smith & Petra Todd, 1998. "Characterizing Selection Bias Using Experimental Data," Econometrica, Econometric Society, vol. 66(5), pages 1017-1098, September.
    35. Guido W. Imbens & Jeffrey M. Wooldridge, 2009. "Recent Developments in the Econometrics of Program Evaluation," Journal of Economic Literature, American Economic Association, vol. 47(1), pages 5-86, March.
    36. Meyer, Bruce D & Viscusi, W Kip & Durbin, David L, 1995. "Workers' Compensation and Injury Duration: Evidence from a Natural Experiment," American Economic Review, American Economic Association, vol. 85(3), pages 322-340, June.
    37. Meyer, Bruce D, 1995. "Natural and Quasi-experiments in Economics," Journal of Business & Economic Statistics, American Statistical Association, vol. 13(2), pages 151-161, April.
    38. Jere R. Behrman & Susan W. Parker & Petra E. Todd, 2009. "Schooling Impacts of Conditional Cash Transfers on Young Children: Evidence from Mexico," Economic Development and Cultural Change, University of Chicago Press, vol. 57(3), pages 439-477, April.
    39. Abadie, Alberto & Diamond, Alexis & Hainmueller, Jens, 2010. "Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California’s Tobacco Control Program," Journal of the American Statistical Association, American Statistical Association, vol. 105(490), pages 493-505.
    40. George J. Borjas & Richard B. Freeman, 1992. "Immigration and the Work Force: Economic Consequences for the United States and Source Areas," NBER Books, National Bureau of Economic Research, Inc, number borj92-1, March.
    41. Christian Dustmann & Francesca Fabbri & Ian Preston, 2005. "The Impact of Immigration on the British Labour Market," Economic Journal, Royal Economic Society, vol. 115(507), pages 324-341, November.
    42. 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.
    43. Angrist, Joshua D. & Krueger, Alan B., 1999. "Empirical strategies in labor economics," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 23, pages 1277-1366, Elsevier.
    44. Abdurrahman Aydemir & George J. Borjas, 2007. "Cross-Country Variation in the Impact of International Migration: Canada, Mexico, and the United States," Journal of the European Economic Association, MIT Press, vol. 5(4), pages 663-708, June.
    45. Joseph G. Altonji & David Card, 1991. "The Effects of Immigration on the Labor Market Outcomes of Less-skilled Natives," NBER Chapters, in: Immigration, Trade, and the Labor Market, pages 201-234, National Bureau of Economic Research, Inc.
    46. Timothy G. Conley & Christian B. Hansen & Peter E. Rossi, 2012. "Plausibly Exogenous," The Review of Economics and Statistics, MIT Press, vol. 94(1), pages 260-272, February.
    47. Abowd, John M. & Freeman, Richard B. (ed.), 1991. "Immigration, Trade, and the Labor Market," National Bureau of Economic Research Books, University of Chicago Press, edition 1, number 9780226000954, December.
    48. Jennifer Hunt, 2006. "Staunching Emigration from East Germany: Age and the Determinants of Migration," Journal of the European Economic Association, MIT Press, vol. 4(5), pages 1014-1037, September.
    49. Darby, Michael R & Haltiwanger, John C & Plant, Mark W, 1985. "Unemployment Rate Dynamics and Persistent Unemployment under Rational Expectations," American Economic Review, American Economic Association, vol. 75(4), pages 614-637, September.
    50. Albrecht Glitz, 2012. "The Labor Market Impact of Immigration: A Quasi-Experiment Exploiting Immigrant Location Rules in Germany," Journal of Labor Economics, University of Chicago Press, vol. 30(1), pages 175-213.
    51. Aysit Tansel & Elif Öznur Acar, 2017. "Labor mobility across the formal/informal divide in Turkey: Evidence from individual-level data," Journal of Economic Studies, Emerald Group Publishing, vol. 44(4), pages 617-635, September.
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    Cited by:

    1. George J. Borjas, 2021. "The Wage Impact Of The Marielitos: A Reappraisal," World Scientific Book Chapters, in: Foundational Essays in Immigration Economics, chapter 12, pages 375-408, World Scientific Publishing Co. Pte. Ltd..
    2. Çakır, Selcen & Erbay, Elif & Kirdar, Murat Güray, 2021. "Syrian Refugees and Human Capital Accumulation of Native Children in Turkey," IZA Discussion Papers 14972, Institute of Labor Economics (IZA).
    3. Aydemir, Abdurrahman B. & Kırdar, Murat G., 2017. "Quasi-experimental impact estimates of immigrant labor supply shocks: The role of treatment and comparison group matching and relative skill composition," European Economic Review, Elsevier, vol. 98(C), pages 282-315.
    4. Aksu, Ege & Erzan, Refik & Kırdar, Murat Güray, 2022. "The impact of mass migration of Syrians on the Turkish labor market," Labour Economics, Elsevier, vol. 76(C).
    5. Mette Foged & Linea Hasager & Vasil Yasenov, 2022. "The role of labor market institutions in the impact of immigration on wages and employment," Scandinavian Journal of Economics, Wiley Blackwell, vol. 124(1), pages 164-213, January.
    6. Verme, Paolo & Schuettler, Kirsten, 2021. "The impact of forced displacement on host communities: A review of the empirical literature in economics," Journal of Development Economics, Elsevier, vol. 150(C).
    7. Evren Ceritoglu & H. Burcu Gurcihan Yunculer & Huzeyfe Torun & Semih Tumen, 2017. "The impact of Syrian refugees on natives’ labor market outcomes in Turkey: evidence from a quasi-experimental design," IZA Journal of Labor Policy, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 6(1), pages 1-28, December.
    8. Aubry, Amandine & Burzyński, Michał & Docquier, Frédéric, 2016. "The welfare impact of global migration in OECD countries," Journal of International Economics, Elsevier, vol. 101(C), pages 1-21.
    9. Labanca, Claudio, 2020. "The effects of a temporary migration shock: Evidence from the Arab Spring migration through Italy," Labour Economics, Elsevier, vol. 67(C).
    10. Christian Dustmann & Uta Schönberg & Jan Stuhler, 2016. "The Impact of Immigration: Why Do Studies Reach Such Different Results?," Journal of Economic Perspectives, American Economic Association, vol. 30(4), pages 31-56, Fall.
    11. Erten, Bilge & Keskin, Pinar, 2021. "Female employment and intimate partner violence: Evidence from Syrian Refugee inflows to Turkey," Journal of Development Economics, Elsevier, vol. 150(C).
    12. Murat Demirci & Meltem Poyraz, 2021. "A Practitioner’s Guide to Handling Irregularities Resulting from the 2014 Revisions to the Turkish Household Labor Force Survey," Bogazici Journal, Review of Social, Economic and Administrative Studies, Bogazici University, Department of Economics, vol. 35(1), pages 1-25.
    13. Akgündüz, Yusuf Emre & Aydemir, Abdurrahman B. & Cilasun, Seyit Mümin & Kirdar, Murat Güray, 2024. "Propagation of Immigration Shocks through Firm-to-Firm Trade Networks," IZA Discussion Papers 16770, Institute of Labor Economics (IZA).
    14. Dogu Tan Araci & Murat Demirci & Murat Guray Kirdar, 2021. "Development Level of Hosting Areas and the Impact of Refugees on Natives’ Labor Market Outcomes," Koç University-TUSIAD Economic Research Forum Working Papers 2102, Koc University-TUSIAD Economic Research Forum.
    15. Aracı, Doğu Tan & Demirci, Murat & Kırdar, Murat Güray, 2022. "Development level of hosting areas and the impact of refugees on natives’ labor market outcomes in Turkey☆," European Economic Review, Elsevier, vol. 145(C).

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    More about this item

    Keywords

    Labor force and employment; Immigrant workers; Propensity score matching; Instrumental variable; Comparison groups;
    All these keywords.

    JEL classification:

    • J21 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Force and Employment, Size, and Structure
    • J61 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Geographic Labor Mobility; Immigrant Workers
    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models

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