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The Labor-market Effects of Service Offshoring: A Synthetic Control Approach with High-dimensional Microdata

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  • Kässi, Otto

Abstract

I use novel high-quality survey data on firms’ international sourcing activities combined with firm-level financial and linked employer–employee data to study the effect of services offshoring on wages and employment. To overcome the endogeneity related to reverse causality and omitted variables, I use microsynth, a variation of the synthetic control method specially developed for high-dimensional microdata. I find that offshoring firms pay higher wages for both high-skilled and low-skilled workers, and employ fewer FTE workers compared with a synthetic control, but these effects take several years to appear.

Suggested Citation

  • Kässi, Otto, 2022. "The Labor-market Effects of Service Offshoring: A Synthetic Control Approach with High-dimensional Microdata," ETLA Working Papers 97, The Research Institute of the Finnish Economy.
    • Handle: RePEc:rif:wpaper:97
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    1. Becker, Sascha O. & Ekholm, Karolina & Muendler, Marc-Andreas, 2013. "Offshoring and the onshore composition of tasks and skills," Journal of International Economics, Elsevier, vol. 90(1), pages 91-106.
    2. Gene M. Grossman & Esteban Rossi-Hansberg, 2008. "Trading Tasks: A Simple Theory of Offshoring," American Economic Review, American Economic Association, vol. 98(5), pages 1978-1997, December.
    3. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    4. Baldwin, Richard & Dingel, Jonathan, 2021. "Telemigration and development: On the offshorability of teleworkable jobs," CEPR Discussion Papers 16641, C.E.P.R. Discussion Papers.
    5. Michael W. Robbins & Jessica Saunders & Beau Kilmer, 2017. "A Framework for Synthetic Control Methods With High-Dimensional, Micro-Level Data: Evaluating a Neighborhood-Specific Crime Intervention," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 112(517), pages 109-126, January.
    6. David Hummels & Rasmus J?rgensen & Jakob Munch & Chong Xiang, 2014. "The Wage Effects of Offshoring: Evidence from Danish Matched Worker-Firm Data," American Economic Review, American Economic Association, vol. 104(6), pages 1597-1629, June.
    7. 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.
    8. Sari Kerr & Terhi Maczulskij & Mika Maliranta, 2020. "Within and between firm trends in job polarization: the roles of globalization and technology [The skill complementarity of broadband internet]," Journal of Economic Geography, Oxford University Press, vol. 20(4), pages 1003-1039.
    9. Brian K. Kovak & Lindsay Oldenski & Nicholas Sly, 2021. "The Labor Market Effects of Offshoring by U.S. Multinational Firms," The Review of Economics and Statistics, MIT Press, vol. 103(2), pages 381-396, May.
    10. Kässi, Otto & Lehdonvirta, Vili, 2018. "Online labour index: Measuring the online gig economy for policy and research," Technological Forecasting and Social Change, Elsevier, vol. 137(C), pages 241-248.
    11. David H. Autor & David Dorn & Gordon H. Hanson & Jae Song, 2014. "Trade Adjustment: Worker-Level Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(4), pages 1799-1860.
    12. Giuseppe Berlingieri & Luca Marcolin & Emanuel Ornelas, 2021. "Service Offshoring and Export Experience," CESifo Working Paper Series 9126, CESifo.
    13. Rosario Crinò, 2010. "Service Offshoring and White-Collar Employment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 77(2), pages 595-632.
    14. Maarten Goos & Alan Manning & Anna Salomons, 2014. "Explaining Job Polarization: Routine-Biased Technological Change and Offshoring," American Economic Review, American Economic Association, vol. 104(8), pages 2509-2526, August.
    15. Susan Athey & Guido W. Imbens, 2017. "The State of Applied Econometrics: Causality and Policy Evaluation," Journal of Economic Perspectives, American Economic Association, vol. 31(2), pages 3-32, Spring.
    16. Manning, Stephan, 2014. "Mitigate, tolerate or relocate? Offshoring challenges, strategic imperatives and resource constraints," Journal of World Business, Elsevier, vol. 49(4), pages 522-535.
    17. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    18. 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.
    19. Mary Amiti & Shang‐Jin Wei, 2009. "Service Offshoring and Productivity: Evidence from the US," The World Economy, Wiley Blackwell, vol. 32(2), pages 203-220, February.
    20. Mary Amiti & Shang-Jin Wei, 2009. "Does Service Offshoring Lead to Job Losses? Evidence from the United States," NBER Chapters, in: International Trade in Services and Intangibles in the Era of Globalization, pages 227-243, National Bureau of Economic Research, Inc.
    21. Fabian Stephany & Michael Dunn & Steven Sawyer & Vili Lehdonvirta, 2020. "Distancing Bonus Or Downscaling Loss? The Changing Livelihood of Us Online Workers in Times of COVID‐19," Tijdschrift voor Economische en Sociale Geografie, Royal Dutch Geographical Society KNAG, vol. 111(3), pages 561-573, July.
    22. Alberto Abadie, 2021. "Using Synthetic Controls: Feasibility, Data Requirements, and Methodological Aspects," Journal of Economic Literature, American Economic Association, vol. 59(2), pages 391-425, June.
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    More about this item

    Keywords

    Service offshoring; Offshoring;

    JEL classification:

    • F14 - International Economics - - Trade - - - Empirical Studies of Trade
    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials

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