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How Did China’s WTO Entry Affect U.S. Prices?

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  • Mary Amiti
  • Mi Dai
  • Robert C. Feenstra
  • John Romalis

Abstract

We analyze the effects of China’s rapid export expansion following WTO entry on U.S. prices, exploiting cross-industry variation in trade liberalization. Lower input tariffs boosted Chinese firms’ productivity, lowered costs, and, in conjunction with reduced U.S. tariff uncertainty, expanded export participation. We find that China’s WTO entry significantly reduced variety-adjusted U.S. manufacturing price indexes between 2000 and 2006. For the Chinese components of these indexes, one third of the beneficial impact comes from Chinese exporters lowering their prices, while two-thirds of the beneficial impact comes from the entry of new Chinese exporters. China’s WTO entry also led other countries exporting to the U.S. to lower their prices, which was partly offset by exit of these exporters. We find that this impact on competitor countries’ prices is primarily explained by the reduction in China’s own input tariffs, so that policy action becomes the largest source of welfare gain for the United States from China’s WTO entry.

Suggested Citation

  • Mary Amiti & Mi Dai & Robert C. Feenstra & John Romalis, 2017. "How Did China’s WTO Entry Affect U.S. Prices?," NBER Working Papers 23487, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:23487
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    1. Vasco M Carvalho & Makoto Nirei & Yukiko U Saito & Alireza Tahbaz-Salehi, 2021. "Supply Chain Disruptions: Evidence from the Great East Japan Earthquake," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 136(2), pages 1255-1321.
    2. Feng, Ling & Li, Zhiyuan & Swenson, Deborah L., 2016. "The connection between imported intermediate inputs and exports: Evidence from Chinese firms," Journal of International Economics, Elsevier, vol. 101(C), pages 86-101.
    3. Hsieh, Chang-Tai & Ossa, Ralph, 2016. "A global view of productivity growth in China," Journal of International Economics, Elsevier, vol. 102(C), pages 209-224.
    4. Jan De Loecker, 2013. "Detecting Learning by Exporting," American Economic Journal: Microeconomics, American Economic Association, vol. 5(3), pages 1-21, August.
    5. Kyle Handley & Nuno Limão, 2018. "Policy Uncertainty, Trade, and Welfare: Theory and Evidence for China and the United States," World Scientific Book Chapters, in: Policy Externalities and International Trade Agreements, chapter 5, pages 123-175, World Scientific Publishing Co. Pte. Ltd..
    6. Vasco M Carvalho & Makoto Nirei & Yukiko U Saito & Alireza Tahbaz-Salehi, 0. "Supply Chain Disruptions: Evidence from the Great East Japan Earthquake," The Quarterly Journal of Economics, Oxford University Press, vol. 136(2), pages 1255-1321.
    7. 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.
    8. 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.
    9. Mary Amiti & Jozef Konings, 2007. "Trade Liberalization, Intermediate Inputs, and Productivity: Evidence from Indonesia," American Economic Review, American Economic Association, vol. 97(5), pages 1611-1638, December.
    10. Soderbery, Anson, 2015. "Estimating import supply and demand elasticities: Analysis and implications," Journal of International Economics, Elsevier, vol. 96(1), pages 1-17.
    11. Hiau Looi Kee & Heiwai Tang, 2016. "Domestic Value Added in Exports: Theory and Firm Evidence from China," American Economic Review, American Economic Association, vol. 106(6), pages 1402-1436, June.
    12. Maria Bas, 2012. "Input-trade liberalization and firm export decisions: Evidence from Argentina," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) hal-01297739, HAL.
    13. Christian Broda & David E. Weinstein, 2006. "Globalization and the Gains From Variety," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 121(2), pages 541-585.
    14. Nicholas Bloom & Mirko Draca & John Van Reenen, 2016. "Trade Induced Technical Change? The Impact of Chinese Imports on Innovation, IT and Productivity," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 83(1), pages 87-117.
    15. Amit Khandelwal, 2010. "The Long and Short (of) Quality Ladders," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 77(4), pages 1450-1476.
    16. Feng, Ling & Li, Zhiyuan & Swenson, Deborah L., 2017. "Trade policy uncertainty and exports: Evidence from China's WTO accession," Journal of International Economics, Elsevier, vol. 106(C), pages 20-36.
    17. Gita Gopinath & Brent Neiman, 2014. "Trade Adjustment and Productivity in Large Crises," American Economic Review, American Economic Association, vol. 104(3), pages 793-831, March.
    18. David Atkin & Benjamin Faber & Marco Gonzalez-Navarro, 2018. "Retail Globalization and Household Welfare: Evidence from Mexico," Journal of Political Economy, University of Chicago Press, vol. 126(1), pages 1-73.
    19. Ossa, Ralph, 2015. "Why trade matters after all," Journal of International Economics, Elsevier, vol. 97(2), pages 266-277.
    20. 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.
    21. Kasahara, Hiroyuki & Rodrigue, Joel, 2008. "Does the use of imported intermediates increase productivity? Plant-level evidence," Journal of Development Economics, Elsevier, vol. 87(1), pages 106-118, August.
    22. Lorenzo Caliendo & Robert C. Feenstra & John Romalis & Alan M. Taylor, 2015. "Tariff Reductions, Entry, and Welfare: Theory and Evidence for the Last Two Decades," NBER Working Papers 21768, National Bureau of Economic Research, Inc.
    23. Irene Brambilla & Amit K. Khandelwal & Peter K. Schott, 2010. "China's Experience under the Multi-Fiber Arrangement (MFA) and the Agreement on Textiles and Clothing (ATC)," NBER Chapters, in: China's Growing Role in World Trade, pages 345-387, National Bureau of Economic Research, Inc.
    24. Juan Carlos Hallak & Peter K. Schott, 2011. "Estimating Cross-Country Differences in Product Quality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(1), pages 417-474.
    25. 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.
    26. 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.
    27. 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.
    28. Robert C. Feenstra & David E. Weinstein, 2017. "Globalization, Markups, and US Welfare," Journal of Political Economy, University of Chicago Press, vol. 125(4), pages 1040-1074.
    29. László Halpern & Miklós Koren & Adam Szeidl, 2015. "Imported Inputs and Productivity," American Economic Review, American Economic Association, vol. 105(12), pages 3660-3703, December.
    30. Eric A. Verhoogen, 2008. "Trade, Quality Upgrading, and Wage Inequality in the Mexican Manufacturing Sector," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 123(2), pages 489-530.
    31. David Rezza Baqaee & Emmanuel Farhi, 2019. "The Macroeconomic Impact of Microeconomic Shocks: Beyond Hulten's Theorem," Econometrica, Econometric Society, vol. 87(4), pages 1155-1203, July.
    32. 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.
    33. Iacovone, Leonardo & Rauch, Ferdinand & Winters, L. Alan, 2013. "Trade as an engine of creative destruction: Mexican experience with Chinese competition," Journal of International Economics, Elsevier, vol. 89(2), pages 379-392.
    34. Lorenzo Caliendo & Maximiliano Dvorkin & Fernando Parro, 2019. "Trade and Labor Market Dynamics: General Equilibrium Analysis of the China Trade Shock," Econometrica, Econometric Society, vol. 87(3), pages 741-835, May.
    35. 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.
    36. 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.
    37. Joaquin Blaum & Claire LeLarge & Michael Peters, 2015. "The Gains from Input Trade in Firm-Based Models of Importing," NBER Working Papers 21504, National Bureau of Economic Research, Inc.
    38. Daniel A. Ackerberg & Kevin Caves & Garth Frazer, 2015. "Identification Properties of Recent Production Function Estimators," Econometrica, Econometric Society, vol. 83, pages 2411-2451, November.
    39. Emmanuel Dhyne & Ayumu Ken Kikkawa & Glenn Magerman, 2022. "Imperfect Competition in Firm-to-Firm Trade," Journal of the European Economic Association, European Economic Association, vol. 20(5), pages 1933-1970.
    40. Goldberg, Pinelopi Koujianou & Pavcnik, Nina, 2005. "Trade, wages, and the political economy of trade protection: evidence from the Colombian trade reforms," Journal of International Economics, Elsevier, vol. 66(1), pages 75-105, May.
    41. Amit K. Khandelwal & Peter K. Schott & Shang-Jin Wei, 2013. "Trade Liberalization and Embedded Institutional Reform: Evidence from Chinese Exporters," American Economic Review, American Economic Association, vol. 103(6), pages 2169-2195, October.
    42. Justin R. Pierce & Peter K. Schott, 2016. "The Surprisingly Swift Decline of US Manufacturing Employment," American Economic Review, American Economic Association, vol. 106(7), pages 1632-1662, July.
    43. Pinelopi Koujianou Goldberg & Amit Kumar Khandelwal & Nina Pavcnik & Petia Topalova, 2010. "Imported Intermediate Inputs and Domestic Product Growth: Evidence from India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(4), pages 1727-1767.
    44. Loren Brandt & Johannes Van Biesebroeck & Luhang Wang & Yifan Zhang, 2017. "WTO Accession and Performance of Chinese Manufacturing Firms," American Economic Review, American Economic Association, vol. 107(9), pages 2784-2820, September.
    45. Gordon B. Dahl, 2002. "Mobility and the Return to Education: Testing a Roy Model with Multiple Markets," Econometrica, Econometric Society, vol. 70(6), pages 2367-2420, November.
    46. Miaojie Yu, 2015. "Processing Trade, Tariff Reductions and Firm Productivity: Evidence from Chinese Firms," Economic Journal, Royal Economic Society, vol. 125(585), pages 943-988, June.
    47. Mary Amiti & Oleg Itskhoki & Jozef Konings, 2014. "Importers, Exporters, and Exchange Rate Disconnect," American Economic Review, American Economic Association, vol. 104(7), pages 1942-1978, July.
    48. Maria Bas & Vanessa Strauss-Kahn, 2014. "Does importing more inputs raise exports? Firm-level evidence from France," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 150(2), pages 241-275, May.
    49. Bas, Maria, 2012. "Input-trade liberalization and firm export decisions: Evidence from Argentina," Journal of Development Economics, Elsevier, vol. 97(2), pages 481-493.
    50. Justin R. Pierce & Peter K. Schott, 2009. "A Concordance Between Ten-Digit U.S. Harmonized System Codes and SIC/NAICS Product Classes and Industries," NBER Working Papers 15548, National Bureau of Economic Research, Inc.
    51. Mary Amiti & Oleg Itskhoki & Jozef Konings, 2019. "International Shocks, Variable Markups, and Domestic Prices," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(6), pages 2356-2402.
    52. Kasahara, Hiroyuki & Lapham, Beverly, 2013. "Productivity and the decision to import and export: Theory and evidence," Journal of International Economics, Elsevier, vol. 89(2), pages 297-316.
    53. Mitali Das & Whitney K. Newey & Francis Vella, 2003. "Nonparametric Estimation of Sample Selection Models," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(1), pages 33-58.
    54. Petia Topalova & Amit Khandelwal, 2011. "Trade Liberalization and Firm Productivity: The Case of India," The Review of Economics and Statistics, MIT Press, vol. 93(3), pages 995-1009, August.
    55. Bai, Xue & Krishna, Kala & Ma, Hong, 2017. "How you export matters: Export mode, learning and productivity in China," Journal of International Economics, Elsevier, vol. 104(C), pages 122-137.
    56. 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.
    57. Koopman, Robert & Wang, Zhi & Wei, Shang-Jin, 2012. "Estimating domestic content in exports when processing trade is pervasive," Journal of Development Economics, Elsevier, vol. 99(1), pages 178-189.
    58. Murtazashvili, Irina & Wooldridge, Jeffrey M., 2008. "Fixed effects instrumental variables estimation in correlated random coefficient panel data models," Journal of Econometrics, Elsevier, vol. 142(1), pages 539-552, January.
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    3. Holger Breinlich & Elsa Leromain & Dennis Novy & Thomas Sampson, 2021. "Import liberalization as export destruction? Evidence from the United States," CEP Discussion Papers dp1779, Centre for Economic Performance, LSE.
    4. Robert C. Feenstra & Akira Sasahara, 2018. "The ‘China shock,’ exports and U.S. employment: A global input–output analysis," Review of International Economics, Wiley Blackwell, vol. 26(5), pages 1053-1083, November.
    5. Haiping Zhang, 2023. "Trade‐induced sectoral upgrading and upstream financial flows," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 56(3), pages 859-896, August.
    6. Liang Bai & Sebastian Stumpner, 2019. "Estimating US Consumer Gains from Chinese Imports," American Economic Review: Insights, American Economic Association, vol. 1(2), pages 209-224, September.
    7. Gnangnon, Sèna Kimm, 2022. "Effect of the Duration of Membership in the GATT/WTO on Human Development in Developed and Developing Countries," EconStor Preprints 265061, ZBW - Leibniz Information Centre for Economics.
    8. Baptiste Souillard, 2020. "Import Competition And Corporate Tax Avoidance: Evidence From The China Shock," Working Papers ECARES 2020-30, ULB -- Universite Libre de Bruxelles.
    9. Yaying Liu & Jin Chen & Churen Sun, 2022. "Partnership Diplomacy and China’s Exports," Sustainability, MDPI, vol. 14(19), pages 1-22, September.
    10. Shuyun Li & Mingxue Wei & Ehsan Elahi & Zainab Khalid & Shaozhi Chen, 2023. "The Sustainable Impact of Import on Chinese Residents’ Happiness: Evidence from CGSS," Sustainability, MDPI, vol. 15(8), pages 1-18, April.
    11. Ligang Song & Vishesh Agarwal, 2023. "The Future of Multilateralism in the Post‐pandemic World," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 31(1), pages 62-87, January.
    12. Chen, Tao & Gao, Huasheng & Wang, Yuxi, 2021. "Tariff uncertainty and firm innovation: Evidence from the U.S.–China Permanent Normal Trade Relation," Journal of Empirical Finance, Elsevier, vol. 62(C), pages 12-27.
    13. Hu, Qing & Li, Wenjing & Lin, Chen & Wei, Lai, 2023. "Trade-induced competition and ownership dynamics," Journal of Development Economics, Elsevier, vol. 160(C).
    14. Bond, Eric W. & Duan, Yuwan & Ji, Ting & Lu, Yi, 2023. "Trade and welfare effects of export tax: Theory and evidence from China's incomplete export VAT rebate," Journal of Economic Behavior & Organization, Elsevier, vol. 214(C), pages 542-560.
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    • F12 - International Economics - - Trade - - - Models of Trade with Imperfect Competition and Scale Economies; Fragmentation
    • F14 - International Economics - - Trade - - - Empirical Studies of Trade

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