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Effects of knowledge capital on total factor productivity in China: A spatial econometric perspective

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  • Scherngell, Thomas
  • Borowiecki, Martin
  • Hu, Yuanjia

Abstract

The transformation of China into a knowledge based economy is one of the most intensively debated research issues in Economic Geography. The focus of this study is on effects of knowledge capital on manufacturing total factor productivity (TFP) in China through the lens of the regional knowledge capital model (KCM). The objective is to estimate the impact of region-internal and region-external knowledge capital — measured in terms of patents granted by the Chinese patent office — on TFP across Chinese regions. We derive a Spatial Durbin Model (SDM) for empirical testing, using panel data on 29 Chinese regions for the years 1988–2007. The results indeed point to a shift of Chinese productivity growth to a more knowledge based one, statistically confirming the impact of knowledge capital on regional TFP after 1998. Furthermore, this shift is not only based on region-internal knowledge capital, but also on inter-regional knowledge spillovers.

Suggested Citation

  • Scherngell, Thomas & Borowiecki, Martin & Hu, Yuanjia, 2014. "Effects of knowledge capital on total factor productivity in China: A spatial econometric perspective," China Economic Review, Elsevier, vol. 29(C), pages 82-94.
    • Handle: RePEc:eee:chieco:v:29:y:2014:i:c:p:82-94
    DOI: 10.1016/j.chieco.2014.03.003
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    as
    1. Eaton, Jonathan & Eckstein, Zvi, 1997. "Cities and growth: Theory and evidence from France and Japan," Regional Science and Urban Economics, Elsevier, vol. 27(4-5), pages 443-474, August.
    2. Marcus Berliant & Masahisa Fujita, 2008. "Knowledge Creation As A Square Dance On The Hilbert Cube," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 49(4), pages 1251-1295, November.
    3. Carol Robbins, 2006. "The Impact of Gravity-Weighted Knowledge Spillovers on Productivity in Manufacturing," The Journal of Technology Transfer, Springer, vol. 31(1), pages 45-60, January.
    4. Rongping, Mu & Wan, Qu, 2008. "The development of science and technology in China: A comparison with India and the United States," Technology in Society, Elsevier, vol. 30(3), pages 319-329.
    5. Fischer, Manfred M. & Scherngell, Thomas & Reismann, Martin, 2008. "Knowledge spillovers and total factor productivity. Evidence using a spatial panel data model," MPRA Paper 77762, University Library of Munich, Germany.
    6. Wang, Lili & Szirmai, Adam, 2012. "Capital inputs in the Chinese economy: Estimates for the total economy, industry and manufacturing," China Economic Review, Elsevier, vol. 23(1), pages 81-104.
    7. Brandt,Loren & Rawski,Thomas G. (ed.), 2008. "China's Great Economic Transformation," Cambridge Books, Cambridge University Press, number 9780521885577, January.
    8. Borensztein, Eduardo & Ostry, Jonathan D, 1996. "Accounting for China's Growth Performance," American Economic Review, American Economic Association, vol. 86(2), pages 224-228, May.
    9. Zvi Griliches, 1998. "Patent Statistics as Economic Indicators: A Survey," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 287-343, National Bureau of Economic Research, Inc.
    10. Woo Wing Thye & Hai Wen & Jin Yibiao & Fan Gang, 1994. "How Successful Has Chinese Enterprise Reform Been? Pitfalls in Opposite Biases and Focus," Journal of Comparative Economics, Elsevier, vol. 18(3), pages 410-437, June.
    11. Zvi Griliches, 1998. "Issues in Assessing the Contribution of Research and Development to Productivity Growth," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 17-45, National Bureau of Economic Research, Inc.
    12. Krugman, Paul, 1991. "Increasing Returns and Economic Geography," Journal of Political Economy, University of Chicago Press, vol. 99(3), pages 483-499, June.
    13. Chow, Gregory C & Li, Kui-Wai, 2002. "China's Economic Growth: 1952-2010," Economic Development and Cultural Change, University of Chicago Press, vol. 51(1), pages 247-256, October.
    14. Caves, Douglas W & Christensen, Laurits R & Diewert, W Erwin, 1982. "Multilateral Comparisons of Output, Input, and Productivity Using Superlative Index Numbers," Economic Journal, Royal Economic Society, vol. 92(365), pages 73-86, March.
    15. Thomas Scherngell & Yuanjia Hu, 2011. "Collaborative Knowledge Production in China: Regional Evidence from a Gravity Model Approach," Regional Studies, Taylor & Francis Journals, vol. 45(6), pages 755-772.
    16. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    17. Riccardo Crescenzi & Andrés Rodríguez-Pose & Michael Storper, 2012. "The territorial dynamics of innovation in China and India," Journal of Economic Geography, Oxford University Press, vol. 12(5), pages 1055-1085, September.
    18. Selin Ozyurt, 2009. "Total Factor Productivity Growth in Chinese Industry: 1952-2005," Oxford Development Studies, Taylor & Francis Journals, vol. 37(1), pages 1-17.
    19. Tian, Xu & Yu, Xiaohua, 2012. "The Enigmas of TFP in China: A meta-analysis," China Economic Review, Elsevier, vol. 23(2), pages 396-414.
    20. James P. LeSage & Manfred M. Fischer, 2012. "Estimates of the Impact of Static and Dynamic Knowledge Spillovers on Regional Factor Productivity," International Regional Science Review, , vol. 35(1), pages 103-127, January.
    21. repec:fth:harver:1473 is not listed on IDEAS
    22. International Monetary Fund, 1997. "Why is China Growing So Fast?," IMF Economic Issues 1997/005, International Monetary Fund.
    23. Zuliu F. Hu & Mohsin S. Khan, 1997. "Why Is China Growing So Fast?," IMF Staff Papers, Palgrave Macmillan, vol. 44(1), pages 103-131, March.
    24. Branstetter, Lee G., 2001. "Are knowledge spillovers international or intranational in scope?: Microeconometric evidence from the U.S. and Japan," Journal of International Economics, Elsevier, vol. 53(1), pages 53-79, February.
    25. Huaqun Li, 2013. "History and Development of Entrepreneurship in China," World Scientific Book Chapters, in: Ting Zhang & Roger R Stough (ed.), Entrepreneurship and Economic Growth in China, chapter 2, pages 13-34, World Scientific Publishing Co. Pte. Ltd..
    26. Jacques Mairesse & Mohamed Sassenou, 1991. "R&D Productivity: A Survey of Econometric Studies at the Firm Level," NBER Working Papers 3666, National Bureau of Economic Research, Inc.
    27. Manfred M. Fischer & Arthur Getis (ed.), 2010. "Handbook of Applied Spatial Analysis," Springer Books, Springer, number 978-3-642-03647-7, June.
    28. Park, Walter G, 1995. "International R&D Spillovers and OECD Economic Growth," Economic Inquiry, Western Economic Association International, vol. 33(4), pages 571-591, October.
    29. Hu, Albert Guangzhou & Jefferson, Gary H., 2009. "A great wall of patents: What is behind China's recent patent explosion?," Journal of Development Economics, Elsevier, vol. 90(1), pages 57-68, September.
    30. Brandt,Loren & Rawski,Thomas G. (ed.), 2008. "China's Great Economic Transformation," Cambridge Books, Cambridge University Press, number 9780521712903, January.
    31. Bao, Shuming & Chang, Gene Hsin & Sachs, Jeffrey D. & Woo, Wing Thye, 2002. "Geographic factors and China's regional development under market reforms, 1978-1998," China Economic Review, Elsevier, vol. 13(1), pages 89-111.
    32. Ratchford, J. Thomas & Blanpied, William A., 2008. "Paths to the future for science and technology in China, India and the United States," Technology in Society, Elsevier, vol. 30(3), pages 211-233.
    33. Wu, Yanrui, 2000. "Is China's economic growth sustainable? A productivity analysis," China Economic Review, Elsevier, vol. 11(3), pages 278-296.
    34. Barry Bosworth & Susan M. Collins, 2008. "Accounting for Growth: Comparing China and India," Journal of Economic Perspectives, American Economic Association, vol. 22(1), pages 45-66, Winter.
    35. J. Paul Elhorst, 2014. "Dynamic Spatial Panels: Models, Methods and Inferences," SpringerBriefs in Regional Science, in: Spatial Econometrics, edition 127, chapter 0, pages 95-119, Springer.
    36. Robert E. Lucas, Jr., 2004. "Life Earnings and Rural-Urban Migration," Journal of Political Economy, University of Chicago Press, vol. 112(S1), pages 29-59, February.
    37. Kuo, Chun-Chien & Yang, Chih-Hai, 2008. "Knowledge capital and spillover on regional economic growth: Evidence from China," China Economic Review, Elsevier, vol. 19(4), pages 594-604, December.
    38. Gregory Chow, 2008. "Another look at the rate of increase in TFP in China," Journal of Chinese Economic and Business Studies, Taylor & Francis Journals, vol. 6(2), pages 219-224.
    39. Alwyn Young, 2003. "Gold into Base Metals: Productivity Growth in the People's Republic of China during the Reform Period," Journal of Political Economy, University of Chicago Press, vol. 111(6), pages 1220-1261, December.
    40. Yanrui Wu, 2011. "Total factor productivity growth in China: a review," Journal of Chinese Economic and Business Studies, Taylor & Francis Journals, vol. 9(2), pages 111-126.
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    More about this item

    Keywords

    China; Regional total factor productivity; Knowledge capital; Spatial Durbin Model;
    All these keywords.

    JEL classification:

    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • O49 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Other
    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General
    • O53 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Asia including Middle East
    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes

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