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Statistics to Measure Offshoring and its Impact

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  • Robert C. Feenstra

Abstract

We identify “first generation” statistics to measure offshoring as the share of imported intermediate inputs in costs, along with O*NET data to measure the tradability of tasks. These data were used to measure the shifts in relative labor demand and relative wages due to offshoring. A limitation of these statistics is that they cannot be used to measure the impact on real wages, and for that purpose, we need price-based measures of offshoring. More recently, “second generation” statistics have arisen from global input-output tables. These measures include the foreign value-added in exports, or its counterpart, the domestic value-added in exports. We illustrate the foreign value-added component in the surge of Chinese exports following its WTO entry in 2001. We argue that such second-generation statistics should also be supplemented by price-based measure of offshoring, and we propose one simple measure that extends the effective rate of protection on imports to apply to exported goods.

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  • Robert C. Feenstra, 2017. "Statistics to Measure Offshoring and its Impact," NBER Working Papers 23067, National Bureau of Economic Research, Inc.
    • Handle: RePEc:nbr:nberwo:23067
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    1. Yuwan Duan & Cuihong Yang & Kunfu Zhu & Xikang Chen, 2012. "Does the Domestic Value Added Induced by China's Exports Really Belong to China?," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 20(5), pages 83-102, September.
    2. Robert Koopman & Zhi Wang & Shang-Jin Wei, 2014. "Tracing Value-Added and Double Counting in Gross Exports," American Economic Review, American Economic Association, vol. 104(2), pages 459-494, February.
    3. Gianmarco I. P. Ottaviano & Giovanni Peri & Greg C. Wright, 2021. "Immigration, Offshoring, and American Jobs," World Scientific Book Chapters, in: Firms and Workers in a Globalized World Larger Markets, Tougher Competition, chapter 10, pages 291-326, World Scientific Publishing Co. Pte. Ltd..
    4. Bob Anderton & Paul Brenton, 2014. "Outsourcing And Low-Skilled Workers In The Uk," World Scientific Book Chapters, in: INTERNATIONAL TRADE, DISTRIBUTION AND DEVELOPMENT Empirical Studies of Trade Policies, chapter 9, pages 185-203, World Scientific Publishing Co. Pte. Ltd..
    5. Robert C. Feenstra & Gordon H. Hanson, 1999. "The Impact of Outsourcing and High-Technology Capital on Wages: Estimates For the United States, 1979–1990," The Quarterly Journal of Economics, Oxford University Press, vol. 114(3), pages 907-940.
    6. David H. Autor & David Dorn & Gordon H. Hanson, 2013. "The China Syndrome: Local Labor Market Effects of Import Competition in the United States," American Economic Review, American Economic Association, vol. 103(6), pages 2121-2168, October.
    7. Elhanan Helpman & Oleg Itskhoki & Marc-Andreas Muendler & Stephen J. Redding, 2017. "Trade and Inequality: From Theory to Estimation," Review of Economic Studies, Oxford University Press, vol. 84(1), pages 357-405.
    8. Kiminori Matsuyama, 2013. "Endogenous Ranking and Equilibrium Lorenz Curve Across (ex ante) Identical Countries," Econometrica, Econometric Society, vol. 81(5), pages 2009-2031, September.
    9. Robert C. Feenstra, 1998. "Integration of Trade and Disintegration of Production in the Global Economy," Journal of Economic Perspectives, American Economic Association, vol. 12(4), pages 31-50, Fall.
    10. Acemoglu,Daron & Arellano,Manuel & Dekel,Eddie (ed.), 2013. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9781107016064, December.
    11. Wright, Greg C., 2014. "Revisiting the employment impact of offshoring," European Economic Review, Elsevier, vol. 66(C), pages 63-83.
    12. Sergi Basco & Martí Mestieri, 2019. "The world income distribution: the effects of international unbundling of production," Journal of Economic Growth, Springer, vol. 24(2), pages 189-221, June.
    13. Judith M. Dean & K. C. Fung & Zhi Wang, 2011. "Measuring Vertical Specialization: The Case of China," Review of International Economics, Wiley Blackwell, vol. 19(4), pages 609-625, September.
    14. Feenstra, Robert C, 1994. "New Product Varieties and the Measurement of International Prices," American Economic Review, American Economic Association, vol. 84(1), pages 157-177, March.
    15. Adrian Wood, 1997. "How Trade Hurt Unskilled Workers," Palgrave Macmillan Books, in: Jitendralal Borkakoti & Chris Milner (ed.), International Trade and Labour Markets, chapter 7, pages 140-168, Palgrave Macmillan.
    16. Avraham Ebenstein & Ann Harrison & Margaret McMillan & Shannon Phillips, 2022. "Estimating The Impact Of Trade And Offshoring On American Workers Using The Current Population Surveys," World Scientific Book Chapters, in: Globalization, Firms, and Workers, chapter 12, pages 275-289, World Scientific Publishing Co. Pte. Ltd..
    17. Kyle Handley & Nuno Limão, 2013. "Policy Uncertainty, Trade and Welfare: Theory and Evidence for China and the U.S," NBER Working Papers 19376, National Bureau of Economic Research, Inc.
    18. Elhanan Helpman & Oleg Itskhoki & Stephen Redding, 2010. "Inequality and Unemployment in a Global Economy," Econometrica, Econometric Society, vol. 78(4), pages 1239-1283, July.
    19. Katz, Lawrence F. & Autor, David H., 1999. "Changes in the wage structure and earnings inequality," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 26, pages 1463-1555, Elsevier.
    20. Robert C. Feenstra, 2000. "Introduction to "The Impact of International Trade on Wages"," NBER Chapters, in: The Impact of International Trade on Wages, pages 1-11, National Bureau of Economic Research, Inc.
    21. Antràs, Pol & de Gortari, Alonso & Itskhoki, Oleg, 2017. "Globalization, inequality and welfare," Journal of International Economics, Elsevier, vol. 108(C), pages 387-412.
    22. Acemoglu,Daron & Arellano,Manuel & Dekel,Eddie (ed.), 2013. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9781107638105, December.
    23. Pol Antràs & Teresa C. Fort & Felix Tintelnot, 2017. "The Margins of Global Sourcing: Theory and Evidence from US Firms," American Economic Review, American Economic Association, vol. 107(9), pages 2514-2564, September.
    24. Acemoglu,Daron & Arellano,Manuel & Dekel,Eddie (ed.), 2013. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9781107016057, December.
    25. Costinot, Arnaud & Rodríguez-Clare, Andrés, 2014. "Trade Theory with Numbers: Quantifying the Consequences of Globalization," Handbook of International Economics, in: Gopinath, G. & Helpman, . & Rogoff, K. (ed.), Handbook of International Economics, edition 1, volume 4, chapter 0, pages 197-261, Elsevier.
    26. 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.
    27. Robert C. Johnson & Guillermo Noguera, 2017. "A Portrait of Trade in Value-Added over Four Decades," The Review of Economics and Statistics, MIT Press, vol. 99(5), pages 896-911, December.
    28. Acemoglu,Daron & Arellano,Manuel & Dekel,Eddie (ed.), 2013. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9781107674165, December.
    29. Feenstra, Robert C. & Hanson, Gordon H., 1997. "Foreign direct investment and relative wages: Evidence from Mexico's maquiladoras," Journal of International Economics, Elsevier, vol. 42(3-4), pages 371-393, May.
    30. Liu, Runjuan & Trefler, Daniel, 2019. "A sorted tale of globalization: White collar jobs and the rise of service offshoring," Journal of International Economics, Elsevier, vol. 118(C), pages 105-122.
    31. Rosario Crinò, 2010. "Service Offshoring and White-Collar Employment," Review of Economic Studies, Oxford University Press, vol. 77(2), pages 595-632.
    32. Daron Acemoglu & David Autor & David Dorn & Gordon H. Hanson & Brendan Price, 2016. "Import Competition and the Great US Employment Sag of the 2000s," Journal of Labor Economics, University of Chicago Press, vol. 34(S1), pages 141-198.
    33. Julian di Giovanni & Andrei A. Levchenko & Jing Zhang, 2014. "The Global Welfare Impact of China: Trade Integration and Technological Change," American Economic Journal: Macroeconomics, American Economic Association, vol. 6(3), pages 153-183, July.
    34. Lorenzo Caliendo & Maximiliano Dvorkin & Fernando Parro, 2015. "The Impact of Trade on Labor Market Dynamics," NBER Working Papers 21149, National Bureau of Economic Research, Inc.
    35. Rudolfs Bems & Robert C. Johnson, 2017. "Demand for Value Added and Value-Added Exchange Rates," American Economic Journal: Macroeconomics, American Economic Association, vol. 9(4), pages 45-90, October.
    36. Robert Koopman & Zhi Wang & Shang-Jin Wei, 2008. "How Much of Chinese Exports is Really Made In China? Assessing Domestic Value-Added When Processing Trade is Pervasive," NBER Working Papers 14109, National Bureau of Economic Research, Inc.
    37. Joaquin Blaum & Claire Lelarge & Michael Peters, 2018. "The Gains from Input Trade with Heterogeneous Importers," American Economic Journal: Macroeconomics, American Economic Association, vol. 10(4), pages 77-127, October.
    38. Alexander Hijzen & Holger Görg & Robert C. Hine, 2005. "International Outsourcing and the Skill Structure of Labour Demand in the United Kingdom," Economic Journal, Royal Economic Society, vol. 115(506), pages 860-878, October.
    39. Marcel P. Timmer & Erik Dietzenbacher & Bart Los & Robert Stehrer & Gaaitzen J. Vries, 2015. "An Illustrated User Guide to the World Input–Output Database: the Case of Global Automotive Production," Review of International Economics, Wiley Blackwell, vol. 23(3), pages 575-605, August.
    40. Nico Voigtländer, 2014. "Skill Bias Magnified: Intersectoral Linkages and White-Collar Labor Demand in U.S. Manufacturing," The Review of Economics and Statistics, MIT Press, vol. 96(3), pages 495-513, July.
    41. Chen, Xikang & Cheng, Leonard K. & Fung, K.C. & Lau, Lawrence J. & Sung, Yun-Wing & Zhu, K. & Yang, C. & Pei, J. & Duan, Y., 2012. "Domestic value added and employment generated by Chinese exports: A quantitative estimation," China Economic Review, Elsevier, vol. 23(4), pages 850-864.
    42. Robert C. Feenstra, 2000. "The Impact of International Trade on Wages," NBER Books, National Bureau of Economic Research, Inc, number feen00-1, March.
    43. Eli Berman & John Bound & Zvi Griliches, 1994. "Changes in the Demand for Skilled Labor within U. S. Manufacturing: Evidence from the Annual Survey of Manufactures," The Quarterly Journal of Economics, Oxford University Press, vol. 109(2), pages 367-397.
    44. Marc J. Melitz, 2003. "The Impact of Trade on Intra-Industry Reallocations and Aggregate Industry Productivity," Econometrica, Econometric Society, vol. 71(6), pages 1695-1725, November.
    45. Kei-Mu Yi, 2003. "Can Vertical Specialization Explain the Growth of World Trade?," Journal of Political Economy, University of Chicago Press, vol. 111(1), pages 52-102, February.
    46. Robert C. Feenstra, 2015. "Advanced International Trade: Theory and Evidence Second Edition," Economics Books, Princeton University Press, edition 2, number 10615.
    47. Feenstra, Robert C. (ed.), 2000. "The Impact of International Trade on Wages," National Bureau of Economic Research Books, University of Chicago Press, edition 1, number 9780226239637, March.
    48. Costas Arkolakis & Arnaud Costinot & Andres Rodriguez-Clare, 2012. "New Trade Models, Same Old Gains?," American Economic Review, American Economic Association, vol. 102(1), pages 94-130, February.
    49. Acemoglu,Daron & Arellano,Manuel & Dekel,Eddie (ed.), 2013. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9781107627314, December.
    50. Basco, Sergi & Mestieri, Martí, 2013. "Heterogeneous trade costs and wage inequality: A model of two globalizations," Journal of International Economics, Elsevier, vol. 89(2), pages 393-406.
    51. J. David Richardson, 1995. "Income Inequality and Trade: How to Think, What to Conclude," Journal of Economic Perspectives, American Economic Association, vol. 9(3), pages 33-55, Summer.
    52. Acemoglu,Daron & Arellano,Manuel & Dekel,Eddie (ed.), 2013. "Advances in Economics and Econometrics," Cambridge Books, Cambridge University Press, number 9781107016040, December.
    53. Foster-McGregor, Neil & Stehrer, Robert, 2013. "Value added content of trade: A comprehensive approach," Economics Letters, Elsevier, vol. 120(2), pages 354-357.
    54. Gopinath, G. & Helpman, . & Rogoff, K. (ed.), 2014. "Handbook of International Economics," Handbook of International Economics, Elsevier, edition 1, volume 4, number 4.
    55. Rudolfs Bems & Robert C. Johnson, 2012. "Value-Added Exchange Rates," NBER Working Papers 18498, National Bureau of Economic Research, Inc.
    56. Richard B. Freeman, 1995. "Are Your Wages Set in Beijing?," Journal of Economic Perspectives, American Economic Association, vol. 9(3), pages 15-32, Summer.
    57. repec:oup:restud:v:84:y::i:1:p:357-405. is not listed on IDEAS
    58. Manfred Lenzen & Daniel Moran & Keiichiro Kanemoto & Arne Geschke, 2013. "Building Eora: A Global Multi-Region Input-Output Database At High Country And Sector Resolution," Economic Systems Research, Taylor & Francis Journals, vol. 25(1), pages 20-49, March.
    59. Richard B. Freeman, 1994. "Working Under Different Rules," NBER Books, National Bureau of Economic Research, Inc, number free94-1, March.
    60. Chang-Tai Hsieh & Keong T. Woo, 2005. "The Impact of Outsourcing to China on Hong Kong's Labor Market," American Economic Review, American Economic Association, vol. 95(5), pages 1673-1687, December.
    61. Los, Bart & Timmer, Marcel P. & de Vries, Gaaitzen J., 2015. "How important are exports for job growth in China? A demand side analysis," Journal of Comparative Economics, Elsevier, vol. 43(1), pages 19-32.
    62. Susan Houseman & Christopher Kurz & Paul Lengermann & Benjamin Mandel, 2011. "Offshoring Bias in U.S. Manufacturing," Journal of Economic Perspectives, American Economic Association, vol. 25(2), pages 111-132, Spring.
    63. Robertson, Raymond, 2004. "Relative prices and wage inequality: evidence from Mexico," Journal of International Economics, Elsevier, vol. 64(2), pages 387-409, December.
    64. repec:aei:rpbook:52903 is not listed on IDEAS
    65. Cragg, Michael Ian & Epelbaum, Mario, 1996. "Why has wage dispersion grown in Mexico? Is it the incidence of reforms or the growing demand for skills?," Journal of Development Economics, Elsevier, vol. 51(1), pages 99-116, October.
    66. Johnson, Robert C. & Noguera, Guillermo, 2012. "Accounting for intermediates: Production sharing and trade in value added," Journal of International Economics, Elsevier, vol. 86(2), pages 224-236.
    67. Bart Los & Marcel P. Timmer & Gaaitzen J. de Vries, 2016. "Tracing Value-Added and Double Counting in Gross Exports: Comment," American Economic Review, American Economic Association, vol. 106(7), pages 1958-1966, July.
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    Cited by:

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    2. Sabina Szymczak & Aleksandra Parteka & Joanna Wolszczak-Derlacz, 2019. "Position In Global Value Chains:The Impact On Wages In Central And Eastern European Countries," GUT FME Working Paper Series A 53, Faculty of Management and Economics, Gdansk University of Technology.
    3. Woodgate, Ryan, 2022. "Offshoring via vertical FDI in a long-run Kaleckian model," IPE Working Papers 182/2022, Berlin School of Economics and Law, Institute for International Political Economy (IPE).
    4. Nenci, Silvia & Fusacchia, Ilaria & Giunta, Anna & Montalbano, Pierluigi & Pietrobelli, Carlo, 2022. "Mapping global value chain participation and positioning in agriculture and food: stylised facts, empirical evidence and critical issues," Bio-based and Applied Economics Journal, Italian Association of Agricultural and Applied Economics (AIEAA), vol. 11(2), July.
    5. Carmine Ornaghi & Ilke Van Beveren & Stijn Vanormelingen, 2021. "The impact of service and goods offshoring on employment: Firm‐level evidence," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 54(2), pages 677-711, May.
    6. Montalbano, Pierluigi & Nenci, Silvia, 2022. "Does global value chain participation and positioning in the agriculture and food sectors affect economic performance? A global assessment," Food Policy, Elsevier, vol. 108(C).
    7. Aleksandra Parteka & Joanna Wolszczak-Derlacz, 2019. "Global Value Chains and Wages: Multi-Country Evidence from Linked Worker-Industry Data," Open Economies Review, Springer, vol. 30(3), pages 505-539, July.
    8. Sabina Szymczak & Aleksandra Parteka & Joanna Wolszczak-Derlacz, 2022. "Position in global value chains and wages in Central and Eastern European countries," European Journal of Industrial Relations, , vol. 28(2), pages 211-230, June.
    9. Ilaria Fusacchia & Alessandro Antimiani & Luca Salvatici, 2021. "An assessment of import tariff costs for Italian exporting firms," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 38(1), pages 31-56, April.

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