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An Offer that you Can't Refuse? Agrimafias and Migrant Labor on Vineyards in Southern Italy

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  • Stefan Seifert
  • Marica Valente

Abstract

In the 2011 post-Arab Spring migration wave, over 64,000 migrants landed on the southern Italian coast, with many of them potentially working illegally on farms through caporalato, a widespread system of illegal recruitment of underpaid farm labor run by Italian agrimafias. To test this hypothesis, this paper evaluates the causal effects of the 2011 migration wave on reported labor productivity focusing on vineyards in southern Italy. Based on a dynamic panel data model, labor productivity is estimated to increase by about 11% on average for 2011 and 2012. We show that this corresponds to a total of around 10 million unreported work hours, or 21,000 full-time employees, in each year. We interpret this as an increase in employment of illegal workforce due to the migration wave. Magnitude, direction, and statistical significance of the effect are confirmed under various model specifications and using synthetic control and post-lasso approaches.

Suggested Citation

  • Stefan Seifert & Marica Valente, 2018. "An Offer that you Can't Refuse? Agrimafias and Migrant Labor on Vineyards in Southern Italy," Discussion Papers of DIW Berlin 1735, DIW Berlin, German Institute for Economic Research.
  • Handle: RePEc:diw:diwwpp:dp1735
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    as
    1. Acemoglu, Daron & Johnson, Simon & Kermani, Amir & Kwak, James & Mitton, Todd, 2016. "The value of connections in turbulent times: Evidence from the United States," Journal of Financial Economics, Elsevier, vol. 121(2), pages 368-391.
    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. Victor Chernozhukov & Christian Hansen & Martin Spindler, 2016. "hdm: High-Dimensional Metrics," CeMMAP working papers 37/16, Institute for Fiscal Studies.
    4. Christian Dustmann & Francesco Fasani & Tommaso Frattini & Luigi Minale & Uta Schönberg, 2017. "On the economics and politics of refugee migration," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 32(91), pages 497-550.
    5. Binnur Balkan & Semih Tumen, 2016. "Immigration and prices: quasi-experimental evidence from Syrian refugees in Turkey," Journal of Population Economics, Springer;European Society for Population Economics, vol. 29(3), pages 657-686, July.
    6. Laurent Gobillon & Thierry Magnac, 2016. "Regional Policy Evaluation: Interactive Fixed Effects and Synthetic Controls," The Review of Economics and Statistics, MIT Press, vol. 98(3), pages 535-551, July.
    7. 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.
    8. Rachel M. Friedberg, 2001. "The Impact of Mass Migration on the Israeli Labor Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(4), pages 1373-1408.
    9. van Buuren, Stef & Groothuis-Oudshoorn, Karin, 2011. "mice: Multivariate Imputation by Chained Equations in R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 45(i03).
    10. Choi, In, 2001. "Unit root tests for panel data," Journal of International Money and Finance, Elsevier, vol. 20(2), pages 249-272, April.
    11. 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.
    12. D. W. Jorgenson & Z. Griliches, 1967. "The Explanation of Productivity Change," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 34(3), pages 249-283.
    13. Davide Gaeta & Paola Corsinovi, 2014. "Economics, Governance, and Politics in the Wine Market," Palgrave Macmillan Books, Palgrave Macmillan, number 978-1-137-39532-0.
    14. Moreno-Galbis, Eva & Tritah, Ahmed, 2016. "The effects of immigration in frictional labor markets: Theory and empirical evidence from EU countries," European Economic Review, Elsevier, vol. 84(C), pages 76-98.
    15. Yuzo Honda, 1985. "Testing the Error Components Model with Non-Normal Disturbances," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 52(4), pages 681-690.
    16. Kaddour Hadri, 2000. "Testing for stationarity in heterogeneous panel data," Econometrics Journal, Royal Economic Society, vol. 3(2), pages 148-161.
    17. Victor Chernozhukov & Chris Hansen & Martin Spindler, 2016. "High-Dimensional Metrics in R," Papers 1603.01700, arXiv.org, revised Aug 2016.
    18. Keele, Luke & Kelly, Nathan J., 2006. "Dynamic Models for Dynamic Theories: The Ins and Outs of Lagged Dependent Variables," Political Analysis, Cambridge University Press, vol. 14(2), pages 186-205, April.
    19. Abadie, Alberto & Diamond, Alexis & Hainmueller, Jens, 2011. "Synth: An R Package for Synthetic Control Methods in Comparative Case Studies," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 42(i13).
    20. Alessandra Venturini & Claudia Villosio, 2008. "Labour-market assimilation of foreign workers in Italy," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 24(3), pages 518-542, Autumn.
    21. Giuseppe Arcangelis & Edoardo Porto & Gianluca Santoni, 2015. "Immigration and manufacturing in Italy: evidence from the 2000s," Economia e Politica Industriale: Journal of Industrial and Business Economics, Springer;Associazione Amici di Economia e Politica Industriale, vol. 42(2), pages 163-187, June.
    22. Giovanni Peri, 2016. "Immigrants, Productivity, and Labor Markets," Journal of Economic Perspectives, American Economic Association, vol. 30(4), pages 3-30, Fall.
    23. Breusch, T S, 1978. "Testing for Autocorrelation in Dynamic Linear Models," Australian Economic Papers, Wiley Blackwell, vol. 17(31), pages 334-355, December.
    24. Eduardo Cavallo & Sebastian Galiani & Ilan Noy & Juan Pantano, 2013. "Catastrophic Natural Disasters and Economic Growth," The Review of Economics and Statistics, MIT Press, vol. 95(5), pages 1549-1561, December.
    25. T. S. Breusch & A. R. Pagan, 1980. "The Lagrange Multiplier Test and its Applications to Model Specification in Econometrics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 239-253.
    26. Croissant, Yves & Millo, Giovanni, 2008. "Panel Data Econometrics in R: The plm Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 27(i02).
    27. 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.
    28. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    29. Victor Chernozhukov & Denis Chetverikov & Kengo Kato, 2012. "Gaussian approximations and multiplier bootstrap for maxima of sums of high-dimensional random vectors," Papers 1212.6906, arXiv.org, revised Jan 2018.
    30. Oriana Bandiera, 2003. "Land Reform, the Market for Protection, and the Origins of the Sicilian Mafia: Theory and Evidence," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 19(1), pages 218-244, April.
    31. A. Belloni & D. Chen & V. Chernozhukov & C. Hansen, 2012. "Sparse Models and Methods for Optimal Instruments With an Application to Eminent Domain," Econometrica, Econometric Society, vol. 80(6), pages 2369-2429, November.
    32. Moreno-Galbis, Eva & Tritah, Ahmed, 2016. "The effects of immigration in frictional labor markets: Theory and empirical evidence from EU countries," European Economic Review, Elsevier, vol. 84(C), pages 76-98.
    33. 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.
    34. George J. Borjas, 2016. "The Wage Impact of the Marielitos: Additional Evidence," NBER Working Papers 21850, National Bureau of Economic Research, Inc.
    35. Giovanni Peri, 2016. "The Effect Of Immigration On Productivity: Evidence From U.S. States," World Scientific Book Chapters, in: The Economics of International Migration, chapter 8, pages 265-275, World Scientific Publishing Co. Pte. Ltd..
    36. 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.
    37. Del Carpio,Ximena Vanessa & Wagner,Mathis Christoph, 2015. "The impact of Syrian refugees on the Turkish labor market," Policy Research Working Paper Series 7402, The World Bank.
    38. 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.
    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. 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.
    41. David H. Autor, 2003. "Outsourcing at Will: The Contribution of Unjust Dismissal Doctrine to the Growth of Employment Outsourcing," Journal of Labor Economics, University of Chicago Press, vol. 21(1), pages 1-42, January.
    42. Godfrey, Leslie G, 1978. "Testing against General Autoregressive and Moving Average Error Models When the Regressors Include Lagged Dependent Variables," Econometrica, Econometric Society, vol. 46(6), pages 1293-1301, November.
    43. James J. Heckman, 1981. "Heterogeneity and State Dependence," NBER Chapters, in: Studies in Labor Markets, pages 91-140, National Bureau of Economic Research, Inc.
    44. Liesbet Okkerse, 2008. "How To Measure Labour Market Effects Of Immigration: A Review," Journal of Economic Surveys, Wiley Blackwell, vol. 22(1), pages 1-30, February.
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    Cited by:

    1. Aleksandar Keseljevic & Rok Spruk, 2022. "Estimating the Effects of Syrian Civil War," Papers 2209.03046, arXiv.org.
    2. Bueno, Matheus & Valente, Marica, 2019. "The effects of pricing waste generation: A synthetic control approach," Journal of Environmental Economics and Management, Elsevier, vol. 96(C), pages 274-285.
    3. Giovanna Piracci & Fabio Boncinelli & Leonardo Casini, 2022. "Wine consumers' demand for social sustainability labeling: Evidence for the fair labor claim," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 44(4), pages 1742-1761, December.
    4. Diego Ravenda & Maika M. Valencia-Silva & Josep M. Argiles-Bosch & Josep García-Blandón, 2021. "The Effects of Immigration on Labour Tax Avoidance: An Empirical Spatial Analysis," Journal of Business Ethics, Springer, vol. 170(3), pages 471-496, May.

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    More about this item

    Keywords

    Migration wave; agrimafias; illegal employment; vineyard productivity;
    All these keywords.

    JEL classification:

    • F22 - International Economics - - International Factor Movements and International Business - - - International Migration
    • J61 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Geographic Labor Mobility; Immigrant Workers
    • J43 - Labor and Demographic Economics - - Particular Labor Markets - - - Agricultural Labor Markets

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