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Technological spillovers in space and firm productivity: Evidence from China’s electric apparatus industry

Author

Listed:
  • Ming He

    (IBSS, Xi’an Jiaotong-Liverpool University, China)

  • Yang Chen

    (IBSS, Xi’an Jiaotong-Liverpool University, China)

  • Ron Schramm

    (SIPA, Columbia University, USA)

Abstract
Using a spatial econometric model this article studies the determinants and spatial spillovers of firm productivity in China’s electric apparatus industry over the period of 1999–2007. We apply Kelejian’s FE-2SLS procedure to a higher-order spatial autoregressive model and estimate the spatial dependence of firm-level TFP within and across regional borders. The model demonstrates positive and significant intra-regional technological spillovers among firms. It also provides direct evidence that technological spillovers attenuate rapidly in spatial distance. We find that firm productivity benefits from own R&D and export activities, employment density, market competition and public expenditure. Further analyses show that the strength of spillover effects is affected by a broad range of factors, including the surface area of the region, administration type, border effect, transport and ICT infrastructure, FDI intensity, the financial sector, the utility service sector, and human capital. Factors that facilitate long-distance economic connections in general make inter-regional spillovers stronger but intra-regional spillovers weaker.

Suggested Citation

  • Ming He & Yang Chen & Ron Schramm, 2018. "Technological spillovers in space and firm productivity: Evidence from China’s electric apparatus industry," Urban Studies, Urban Studies Journal Limited, vol. 55(11), pages 2522-2541, August.
    • Handle: RePEc:sae:urbstu:v:55:y:2018:i:11:p:2522-2541
    DOI: 10.1177/0042098017720338
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    as
    1. Bai, Chong-En & Tao, Zhigang & Tong, Yueting Sarah, 2008. "Bureaucratic integration and regional specialization in China," China Economic Review, Elsevier, vol. 19(2), pages 308-319, June.
    2. 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.
    3. Chang-Tai Hsieh & Zheng (Michael) Song, 2015. "Grasp the Large, Let Go of the Small: The Transformation of the State Sector in China," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 50(1 (Spring), pages 295-366.
    4. Combes, Pierre-Philippe & Gobillon, Laurent, 2015. "The Empirics of Agglomeration Economies," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 247-348, Elsevier.
    5. 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.
    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. 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.
    8. Combes, Pierre-Philippe & Magnac, Thierry & Robin, Jean-Marc, 2004. "The dynamics of local employment in France," Journal of Urban Economics, Elsevier, vol. 56(2), pages 217-243, September.
    9. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    10. 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.
    11. 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.
    12. 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.
    13. 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..
    14. Rosenthal, Stuart S. & Strange, William C., 2001. "The Determinants of Agglomeration," Journal of Urban Economics, Elsevier, vol. 50(2), pages 191-229, September.
    15. 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.
    16. Krugman, Paul, 1991. "Increasing Returns and Economic Geography," Journal of Political Economy, University of Chicago Press, vol. 99(3), pages 483-499, June.
    17. 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.
    18. Keith Head & Thierry Mayer, 2000. "Non-Europe: The magnitude and causes of market fragmentation in the EU," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 136(2), pages 284-314, June.
    19. Enrico Moretti, 2004. "Workers' Education, Spillovers, and Productivity: Evidence from Plant-Level Production Functions," American Economic Review, American Economic Association, vol. 94(3), pages 656-690, June.
    20. Combes, Pierre-Philippe & Magnac, Thierry & Robin, Jean-Marc, 2004. "The dynamics of local employment in France," Journal of Urban Economics, Elsevier, vol. 56(2), pages 217-243, September.
    21. Mohammad Arzaghi & J. Vernon Henderson, 2008. "Networking off Madison Avenue," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 75(4), pages 1011-1038.
    22. Rosenthal, Stuart S. & Strange, William C., 2004. "Evidence on the nature and sources of agglomeration economies," Handbook of Regional and Urban Economics, in: J. V. Henderson & J. F. Thisse (ed.), Handbook of Regional and Urban Economics, edition 1, volume 4, chapter 49, pages 2119-2171, Elsevier.
    23. Wagner, Alfred, 1891. "Marshall's Principles of Economics," History of Economic Thought Articles, McMaster University Archive for the History of Economic Thought, vol. 5, pages 319-338.
    24. Thomas J. Holmes, 1999. "Localization Of Industry And Vertical Disintegration," The Review of Economics and Statistics, MIT Press, vol. 81(2), pages 314-325, May.
    25. Ciccone, Antonio & Hall, Robert E, 1996. "Productivity and the Density of Economic Activity," American Economic Review, American Economic Association, vol. 86(1), pages 54-70, March.
    26. 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.
    27. repec:hal:wpspec:info:hdl:2441/c8dmi8nm4pdjkuc9g8mc6ihim is not listed on IDEAS
    28. Duranton, Gilles & Puga, Diego, 2004. "Micro-foundations of urban agglomeration economies," Handbook of Regional and Urban Economics, in: J. V. Henderson & J. F. Thisse (ed.), Handbook of Regional and Urban Economics, edition 1, volume 4, chapter 48, pages 2063-2117, Elsevier.
    29. Glenn Ellison & Edward L. Glaeser & William R. Kerr, 2010. "What Causes Industry Agglomeration? Evidence from Coagglomeration Patterns," American Economic Review, American Economic Association, vol. 100(3), pages 1195-1213, June.
    30. 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.
    31. 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.
    32. Beata Smarzynska Javorcik, 2004. "Does Foreign Direct Investment Increase the Productivity of Domestic Firms? In Search of Spillovers Through Backward Linkages," American Economic Review, American Economic Association, vol. 94(3), pages 605-627, June.
    33. Aschauer, David Alan, 1989. "Is public expenditure productive?," Journal of Monetary Economics, Elsevier, vol. 23(2), pages 177-200, March.
    34. 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.
    35. 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.
    36. Henderson, J. Vernon, 2003. "Marshall's scale economies," Journal of Urban Economics, Elsevier, vol. 53(1), pages 1-28, January.
    37. 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.
    38. Chang-Tai Hsieh & Zheng (Michael) Song, 2015. "Grasp the Large, Let Go of the Small: The Transformation of the State Sector in China," NBER Working Papers 21006, National Bureau of Economic Research, Inc.
    39. 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.
    40. 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.
    41. Helsley, Robert W. & Strange, William C., 1990. "Matching and agglomeration economies in a system of cities," Regional Science and Urban Economics, Elsevier, vol. 20(2), pages 189-212, September.
    42. Chang-Tai Hsieh & Zheng (Michael) Song, 2015. "Grasp the Large, Let Go of the Small: The Transformation of the State Sector in China," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 46(1 (Spring), pages 295-366.
    43. 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.
    44. Audretsch, David B & Feldman, Maryann P, 1996. "R&D Spillovers and the Geography of Innovation and Production," American Economic Review, American Economic Association, vol. 86(3), pages 630-640, June.
    45. Sandra Poncet, 2005. "A Fragmented China: Measure and Determinants of Chinese Domestic Market Disintegration," Review of International Economics, Wiley Blackwell, vol. 13(3), pages 409-430, August.
    46. Xu, Xinpeng & Sheng, Yu, 2012. "Are FDI spillovers regional? Firm-level evidence from China," Journal of Asian Economics, Elsevier, vol. 23(3), pages 244-258.
    47. Shanzi Ke & Ming He & Chenhua Yuan, 2014. "Synergy and Co-agglomeration of Producer Services and Manufacturing: A Panel Data Analysis of Chinese Cities," Regional Studies, Taylor & Francis Journals, vol. 48(11), pages 1829-1841, November.
    48. Gilles Duranton & J. V. Henderson & William C. Strange (ed.), 2015. "Handbook of Regional and Urban Economics," Handbook of Regional and Urban Economics, Elsevier, edition 1, volume 5, number 5.
    49. 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.
    50. Serdar Yilmaz & Kingley E. Haynes & Mustafa Dinc, 2002. "Geographic and Network Neighbors: Spillover Effects of Telecommunications Infrastructure," Journal of Regional Science, Wiley Blackwell, vol. 42(2), pages 339-360, May.
    51. Sergio Garate & Anthony Pennington-Cross, 2014. "Measuring the Impact of Agglomeration on Productivity: Evidence from Chilean Retailers," Urban Studies, Urban Studies Journal Limited, vol. 51(8), pages 1653-1671, June.
    52. Rosenthal, Stuart S. & Strange, William C., 2008. "The attenuation of human capital spillovers," Journal of Urban Economics, Elsevier, vol. 64(2), pages 373-389, September.
    53. Tanaka, Kiyoyasu & Hashiguchi, Yoshihiro, 2012. "Spatial spillovers from FDI agglomeration : evidence from the Yangtze River Delta in China," IDE Discussion Papers 354, Institute of Developing Economies, Japan External Trade Organization(JETRO).
    54. 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.
    55. repec:hal:spmain:info:hdl:2441/c8dmi8nm4pdjkuc9g8mc6ihim is not listed on IDEAS
    56. J. V. Henderson & J. F. Thisse (ed.), 2004. "Handbook of Regional and Urban Economics," Handbook of Regional and Urban Economics, Elsevier, edition 1, volume 4, number 4.
    57. 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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