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Agglomeration and Technological Spillovers: Firm-Level Evidence from China's Electric Apparatus Industry

Author

Listed:
  • He, Ming

    (Division of Economics, Xi'an Jiaotong-Liverpool University)

  • Chen, Yang

    (Division of Economics, Xi'an Jiaotong-Liverpool University)

  • Schramm, Ronald M.

    (Division of Economics, Xi'an Jiaotong-Liverpool University)

Abstract

We use a spatial autoregressive model to study the determinants of firm-level productivity growth using longitudinal data on China's electric apparatus industry over the period of 1999-2007. Factors considered include technological spillover, R&D and export behavior, agglomeration economies, and public expenditure. We propose modifications to Kelejian and Prucha's (1998) FE-2SLS procedure and Mutl and Pfaffermayr's (2011) RE-FG2SLS procedure to cope with the technical difficulties with our unbalanced panel. Statistical evidence strongly favors the fixed effects model over the random effects model. According to our estimates, there are large and signiffcant technological spillovers among firms. Individually, firms benefit from their own R&D and export activities. Market competition and public expenditure in the local and neighboring jurisdictions are found to be important determinants to productivity. Our model also provides direct evidence that the technological spillover effects attenuate rapidly in spatial distance. Finally, the inter-regional spillover effects are found to be more pronounced and more significant on urban districts or jurisdictions with smaller geographical areas. Geographic proximity to neighbors and special administrative role jointly contribute to this observation.

Suggested Citation

  • He, Ming & Chen, Yang & Schramm, Ronald M., 2016. "Agglomeration and Technological Spillovers: Firm-Level Evidence from China's Electric Apparatus Industry," RIEI Working Papers 2016-02, Xi'an Jiaotong-Liverpool University, Research Institute for Economic Integration.
    • Handle: RePEc:xjt:rieiwp:2016-02
    as

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    References listed on IDEAS

    as
    1. Hall, Bronwyn H. & Mairesse, Jacques & Mohnen, Pierre, 2010. "Measuring the Returns to R&D," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 2, chapter 0, pages 1033-1082, Elsevier.
    2. Holtz-Eakin, Douglas, 1994. "Public-Sector Capital and the Productivity Puzzle," The Review of Economics and Statistics, MIT Press, vol. 76(1), pages 12-21, February.
    3. repec:spo:wpecon:info:hdl:2441/c8dmi8nm4pdjkuc9g8mc6ihim is not listed on IDEAS
    4. Martin, Philippe & Mayer, Thierry & Mayneris, Florian, 2011. "Spatial concentration and plant-level productivity in France," Journal of Urban Economics, Elsevier, vol. 69(2), pages 182-195, March.
    5. Nickell, Stephen J, 1996. "Competition and Corporate Performance," Journal of Political Economy, University of Chicago Press, vol. 104(4), pages 724-746, August.
    6. Jan Mutl & Michael Pfaffermayr, 2011. "The Hausman test in a Cliff and Ord panel model," Econometrics Journal, Royal Economic Society, vol. 14, pages 48-76, February.
    7. Badi Baltagi & Peter Egger & Michaela Kesina, 2015. "Sources of productivity spillovers: panel data evidence from China," Journal of Productivity Analysis, Springer, vol. 43(3), pages 389-402, June.
    8. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    9. Stuart S. Rosenthal & William C. Strange, 2003. "Geography, Industrial Organization, and Agglomeration," The Review of Economics and Statistics, MIT Press, vol. 85(2), pages 377-393, May.
    10. Kristian Behrens & Gilles Duranton & Frédéric Robert-Nicoud, 2014. "Productive Cities: Sorting, Selection, and Agglomeration," Journal of Political Economy, University of Chicago Press, vol. 122(3), pages 507-553.
    11. Hu, Albert Guangzhou & Jefferson, Gary H., 2004. "Returns to research and development in Chinese industry: Evidence from state-owned enterprises in Beijing," China Economic Review, Elsevier, vol. 15(1), pages 86-107, January.
    12. Boeing, Philipp & Mueller, Elisabeth & Sandner, Philipp, 2016. "China's R&D explosion—Analyzing productivity effects across ownership types and over time," Research Policy, Elsevier, vol. 45(1), pages 159-176.
    13. Yu, Nannan & de Jong, Martin & Storm, Servaas & Mi, Jianing, 2013. "Spatial spillover effects of transport infrastructure: evidence from Chinese regions," Journal of Transport Geography, Elsevier, vol. 28(C), pages 56-66.
    14. Brian J. Aitken & Ann E. Harrison, 2022. "Do Domestic Firms Benefit from Direct Foreign Investment? Evidence from Venezuela," World Scientific Book Chapters, in: Globalization, Firms, and Workers, chapter 6, pages 139-152, World Scientific Publishing Co. Pte. Ltd..
    15. 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.
    16. John G. Fernald, 1999. "Roads to Prosperity? Assessing the Link between Public Capital and Productivity," American Economic Review, American Economic Association, vol. 89(3), pages 619-638, June.
    17. Wolfgang Keller & Stephen R. Yeaple, 2009. "Multinational Enterprises, International Trade, and Productivity Growth: Firm-Level Evidence from the United States," The Review of Economics and Statistics, MIT Press, vol. 91(4), pages 821-831, November.
    18. Aschauer, David Alan, 1989. "Is public expenditure productive?," Journal of Monetary Economics, Elsevier, vol. 23(2), pages 177-200, March.
    19. Ulrich Doraszelski & Jordi Jaumandreu, 2013. "R&D and Productivity: Estimating Endogenous Productivity," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 80(4), pages 1338-1383.
    20. repec:spo:wpmain:info:hdl:2441/c8dmi8nm4pdjkuc9g8mc6ihim is not listed on IDEAS
    21. 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.
    22. 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.
    23. Glaeser, Edward L & Hedi D. Kallal & Jose A. Scheinkman & Andrei Shleifer, 1992. "Growth in Cities," Journal of Political Economy, University of Chicago Press, vol. 100(6), pages 1126-1152, December.
      • Edward L. Glaeser & Hedi D. Kallal & Jose A. Scheinkman & Andrei Shleifer, 1991. "Growth in Cities," NBER Working Papers 3787, National Bureau of Economic Research, Inc.
      • Glaeser, Edward Ludwig & Kallal, Hedi D. & Scheinkman, Jose A. & Shleifer, Andrei, 1992. "Growth in Cities," Scholarly Articles 3451309, Harvard University Department of Economics.
    24. Hu, Cui & Xu, Zhaoyuan & Yashiro, Naomitsu, 2015. "Agglomeration and productivity in China: Firm level evidence," China Economic Review, Elsevier, vol. 33(C), pages 50-66.
    25. Miguel Gómez-Antonio & Bernard Fingleton, 2012. "Analyzing The Impact Of Public Capital Stock Using The Neg Wage Equation: A Spatial Panel Data Approach," Journal of Regional Science, Wiley Blackwell, vol. 52(3), pages 486-502, August.
    26. 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.
    27. Wim Vijverberg & Feng-Cheng Fu & Chu-Ping Vijverberg, 2011. "Public infrastructure as a determinant of productive performance in China," Journal of Productivity Analysis, Springer, vol. 36(1), pages 91-111, August.
    28. 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.
    29. Kelejian, Harry H & Prucha, Ingmar R, 1998. "A Generalized Spatial Two-Stage Least Squares Procedure for Estimating a Spatial Autoregressive Model with Autoregressive Disturbances," The Journal of Real Estate Finance and Economics, Springer, vol. 17(1), pages 99-121, July.
    30. Rachel Griffith & Stephen Redding & John Van Reenen, 2004. "Mapping the Two Faces of R&D: Productivity Growth in a Panel of OECD Industries," The Review of Economics and Statistics, MIT Press, vol. 86(4), pages 883-895, November.
    31. Lu, Jiangyong & Lu, Yi & Tao, Zhigang, 2010. "Exporting behavior of foreign affiliates: Theory and evidence," Journal of International Economics, Elsevier, vol. 81(2), pages 197-205, July.
    32. 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.
    33. Gordon Hughes, 2013. "Estimating spatial panel models using unbalanced panels," United Kingdom Stata Users' Group Meetings 2013 09, Stata Users Group.
    34. Albert G. Z. Hu & Gary H. Jefferson & Qian Jinchang, 2005. "R&D and Technology Transfer: Firm-Level Evidence from Chinese Industry," The Review of Economics and Statistics, MIT Press, vol. 87(4), pages 780-786, November.
    35. Y Wei & X Liu, 2006. "Productivity spillovers from R&D, exports and FDI in China's manufacturing sector," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 37(4), pages 544-557, July.
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