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Factor Intensity, Product Switching, and Productivity: Evidence from Chinese Exporters

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  • Yue Ma
  • Heiwai Tang
  • Yifan Zhang

Abstract

This paper analyzes the causal relations between firms' productivity, factor intensity and export participation. Using propensity score matching techniques and firm level panel data for Chinese manufacturing firms over the 1998-2007 period, we find strong evidence of domestic firms self selecting into export markets with higher productivity ex ante, and enhanced productivity ex post. No such pattern is observed among foreign invested firms. We also find that both domestic and foreign new exporters exploit China's low labor costs and specialize in their core competence, that is, firms become less capital intensive after exporting, relative to the matched non exporting counterparts in the same industry. To rationalize these results that contrast with most findings in the existing literature, we develop a variant of the multi-product model of Bernard, Redding, and Schott (2010) to consider varying capital intensity across products. Using transaction level export data, we find evidence that Chinese exporters add new products that are more labor intensive than existing products and drop products that are less labor intensive, supporting the model predictions. Firms with a bigger decline in capital intensity after exporting are found to have a larger increase in measured TFP.

Suggested Citation

  • Yue Ma & Heiwai Tang & Yifan Zhang, 2011. "Factor Intensity, Product Switching, and Productivity: Evidence from Chinese Exporters," Discussion Papers Series, Department of Economics, Tufts University 0761, Department of Economics, Tufts University.
  • Handle: RePEc:tuf:tuftec:0761
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    1. Bee Yan Aw & Mark J. Roberts & Daniel Yi Xu, 2011. "R&D Investment, Exporting, and Productivity Dynamics," American Economic Review, American Economic Association, vol. 101(4), pages 1312-1344, June.
    2. Thierry Mayer & Marc J. Melitz & Gianmarco I. P. Ottaviano, 2021. "Market Size, Competition, and the Product Mix of Exporters," World Scientific Book Chapters, in: Firms and Workers in a Globalized World Larger Markets, Tougher Competition, chapter 5, pages 109-150, World Scientific Publishing Co. Pte. Ltd..
    3. Bernard, Andrew B. & Bradford Jensen, J., 1999. "Exceptional exporter performance: cause, effect, or both?," Journal of International Economics, Elsevier, vol. 47(1), pages 1-25, February.
    4. 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.
    5. Wagner, Joachim, 2002. "The causal effects of exports on firm size and labor productivity: first evidence from a matching approach," Economics Letters, Elsevier, vol. 77(2), pages 287-292, October.
    6. Andrew B. Bernard & Jonathan Eaton & J. Bradford Jensen & Samuel Kortum, 2003. "Plants and Productivity in International Trade," American Economic Review, American Economic Association, vol. 93(4), pages 1268-1290, September.
    7. Zvi Griliches & Jacques Mairesse, 1995. "Production Functions: The Search for Identification," NBER Working Papers 5067, National Bureau of Economic Research, Inc.
    8. Andrew B. Bernard & J. Bradford Jensen & Stephen J. Redding & Peter K. Schott, 2007. "Firms in International Trade," Journal of Economic Perspectives, American Economic Association, vol. 21(3), pages 105-130, Summer.
    9. Kalina Manova & Zhiwei Zhang, 2012. "Export Prices Across Firms and Destinations," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 127(1), pages 379-436.
    10. Andrew Bernard & Joachim Wagner, 1997. "Exports and success in German manufacturing," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 133(1), pages 134-157, March.
    11. Werner Antweiler & Daniel Trefler, 2002. "Increasing Returns and All That: A View from Trade," American Economic Review, American Economic Association, vol. 92(1), pages 93-119, March.
    12. Nocke, Volker & Yeaple, Stephen, 2008. "Globalization and the Size Distribution of Multiproduct Firms," CEPR Discussion Papers 6948, C.E.P.R. Discussion Papers.
    13. Manova, Kalina & Yu, Zhihong, 2017. "Multi-product firms and product quality," Journal of International Economics, Elsevier, vol. 109(C), pages 116-137.
    14. Yeaple, Stephen Ross, 2005. "A simple model of firm heterogeneity, international trade, and wages," Journal of International Economics, Elsevier, vol. 65(1), pages 1-20, January.
    15. Sofronis K. Clerides & Saul Lach & James R. Tybout, 1998. "Is Learning by Exporting Important? Micro-Dynamic Evidence from Colombia, Mexico, and Morocco," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(3), pages 903-947.
    16. Swati Dhingra, 2013. "Trading Away Wide Brands for Cheap Brands," American Economic Review, American Economic Association, vol. 103(6), pages 2554-2584, October.
    17. Javorcik, Beata & Iacovone, Leonardo, 2012. "Getting Ready: Preparation for Exporting," CEPR Discussion Papers 8926, C.E.P.R. Discussion Papers.
    18. Robert C. Feenstra & Gordon H. Hanson, 2005. "Ownership and Control in Outsourcing to China: Estimating the Property-Rights Theory of the Firm," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(2), pages 729-761.
    19. Costas Arkolakis & Sharat Ganapati & Marc-Andreas Muendler, 2021. "The Extensive Margin of Exporting Products: A Firm-Level Analysis," American Economic Journal: Macroeconomics, American Economic Association, vol. 13(4), pages 182-245, October.
    20. Bernard, Andrew B. & Jensen, J. Bradford, 1997. "Exporters, skill upgrading, and the wage gap," Journal of International Economics, Elsevier, vol. 42(1-2), pages 3-31, February.
    21. Andrew B. Bernard & Stephen J. Redding & Peter K. Schott, 2010. "Multiple-Product Firms and Product Switching," American Economic Review, American Economic Association, vol. 100(1), pages 70-97, March.
    22. Alla Lileeva & Daniel Trefler, 2010. "Improved Access to Foreign Markets Raises Plant-level Productivity…For Some Plants," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(3), pages 1051-1099.
    23. Albert Park & Dean Yang & Xinzheng Shi & Yuan Jiang, 2010. "Exporting and Firm Performance: Chinese Exporters and the Asian Financial Crisis," The Review of Economics and Statistics, MIT Press, vol. 92(4), pages 822-842, November.
    24. Bernard, Andrew B. & Jensen, J. Bradford & Schott, Peter K., 2006. "Survival of the best fit: Exposure to low-wage countries and the (uneven) growth of U.S. manufacturing plants," Journal of International Economics, Elsevier, vol. 68(1), pages 219-237, January.
    25. Paula Bustos, 2011. "Trade Liberalization, Exports, and Technology Upgrading: Evidence on the Impact of MERCOSUR on Argentinian Firms," American Economic Review, American Economic Association, vol. 101(1), pages 304-340, February.
    26. Runjuan Liu, 2010. "Import competition and firm refocusing," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 43(2), pages 440-466, May.
    27. Carsten Eckel & J. Peter Neary, 2010. "Multi-Product Firms and Flexible Manufacturing in the Global Economy," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 77(1), pages 188-217.
    28. Andrew B. Bernard & Stephen J. Redding & Peter K. Schott, 2007. "Comparative Advantage and Heterogeneous Firms," Review of Economic Studies, Oxford University Press, vol. 74(1), pages 31-66.
    29. Chang-Tai Hsieh & Peter J. Klenow, 2009. "Misallocation and Manufacturing TFP in China and India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1403-1448.
    30. repec:spr:weltar:v:144:y:2008:i:4:p:596-635 is not listed on IDEAS
    31. Delgado, Miguel A. & Farinas, Jose C. & Ruano, Sonia, 2002. "Firm productivity and export markets: a non-parametric approach," Journal of International Economics, Elsevier, vol. 57(2), pages 397-422, August.
    32. John Baldwin & Wulong Gu, 2003. "Export-market participation and productivity performance in Canadian manufacturing," Canadian Journal of Economics, Canadian Economics Association, vol. 36(3), pages 634-657, August.
    33. 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.
    34. Andrew B. Bernard & Stephen J. Redding & Peter K. Schott, 2011. "Multiproduct Firms and Trade Liberalization," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 126(3), pages 1271-1318.
    35. Bastos, Paulo & Silva, Joana, 2010. "The quality of a firm's exports: Where you export to matters," Journal of International Economics, Elsevier, vol. 82(2), pages 99-111, November.
    36. Brandt, Loren & Van Biesebroeck, Johannes & Zhang, Yifan, 2012. "Creative accounting or creative destruction? Firm-level productivity growth in Chinese manufacturing," Journal of Development Economics, Elsevier, vol. 97(2), pages 339-351.
    37. Van Biesebroeck, Johannes, 2005. "Exporting raises productivity in sub-Saharan African manufacturing firms," Journal of International Economics, Elsevier, vol. 67(2), pages 373-391, December.
    38. Heiwai Tang & Yifan Zhang, 2012. "Quality Differentiation and Trade Intermediation," Development Working Papers 340, Centro Studi Luca d'Agliano, University of Milano, revised 13 Nov 2012.
    39. Ahn, JaeBin & Khandelwal, Amit K. & Wei, Shang-Jin, 2011. "The role of intermediaries in facilitating trade," Journal of International Economics, Elsevier, vol. 84(1), pages 73-85, May.
    40. Edwin Leuven & Barbara Sianesi, 2003. "PSMATCH2: Stata module to perform full Mahalanobis and propensity score matching, common support graphing, and covariate imbalance testing," Statistical Software Components S432001, Boston College Department of Economics, revised 01 Feb 2018.
    41. Amil Petrin & Brian P. Poi & James Levinsohn, 2004. "Production function estimation in Stata using inputs to control for unobservables," Stata Journal, StataCorp LP, vol. 4(2), pages 113-123, June.
    42. Roberto Alvarez & Ricardo A. López, 2005. "Exporting and performance: evidence from Chilean plants," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 38(4), pages 1384-1400, November.
    43. A. Isgut, 2001. "What's Different about Exporters? Evidence from Colombian Manufacturing," Journal of Development Studies, Taylor & Francis Journals, vol. 37(5), pages 57-82.
    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. Andrew B. Bernard & J. Bradford Jensen, 2004. "Why Some Firms Export," The Review of Economics and Statistics, MIT Press, vol. 86(2), pages 561-569, May.
    46. Aw, Bee Yan & Chung, Sukkyun & Roberts, Mark J, 2000. "Productivity and Turnover in the Export Market: Micro-level Evidence from the Republic of Korea and Taiwan (China)," The World Bank Economic Review, World Bank, vol. 14(1), pages 65-90, January.
    47. Gary Jefferson & Thomas Rawski & Yifan Zhang, 2008. "Productivity growth and convergence across China's industrial economy," Journal of Chinese Economic and Business Studies, Taylor & Francis Journals, vol. 6(2), pages 121-140.
    48. Girma, Sourafel & Greenaway, David & Kneller, Richard, 2003. "Export market exit and performance dynamics: a causality analysis of matched firms," Economics Letters, Elsevier, vol. 80(2), pages 181-187, August.
    49. Alven H.S. Lam, 2000. "Republic of China (Taiwan)," American Journal of Economics and Sociology, Wiley Blackwell, vol. 59(5), pages 327-336, November.
    50. Runjuan Liu, 2010. "Import competition and firm refocusing," Canadian Journal of Economics, Canadian Economics Association, vol. 43(2), pages 440-466, May.
    51. Robert E. Lucas Jr., 1978. "On the Size Distribution of Business Firms," Bell Journal of Economics, The RAND Corporation, vol. 9(2), pages 508-523, Autumn.
    52. De Loecker, Jan, 2007. "Do exports generate higher productivity? Evidence from Slovenia," Journal of International Economics, Elsevier, vol. 73(1), pages 69-98, September.
    53. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    54. James J. Heckman & Hidehiko Ichimura & Petra Todd, 1998. "Matching As An Econometric Evaluation Estimator," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 65(2), pages 261-294.
    55. Sascha O. Becker & Andrea Ichino, 2002. "Estimation of average treatment effects based on propensity scores," Stata Journal, StataCorp LP, vol. 2(4), pages 358-377, November.
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    More about this item

    Keywords

    Exporters; Productivity; Factor Intensity; Multi product firms;
    All these keywords.

    JEL classification:

    • F11 - International Economics - - Trade - - - Neoclassical Models of Trade
    • L16 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Industrial Organization and Macroeconomics; Macroeconomic Industrial Structure
    • O53 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Asia including Middle East

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