IDEAS home Printed from https://ideas.repec.org/a/spr/joevec/v32y2022i1d10.1007_s00191-021-00740-9.html
   My bibliography  Save this article

Levels of structural change

Author

Listed:
  • Torsten Heinrich

    (University of Oxford
    Institute for New Economic Thinking at the Oxford Martin School, University of Oxford
    Chemnitz University of Technology)

  • Jangho Yang

    (University of Oxford
    Institute for New Economic Thinking at the Oxford Martin School, University of Oxford
    University of Waterloo)

  • Shuanping Dai

    (Jilin University
    Jilin University
    University of Duisburg-Essen)

Abstract

We investigate structural change in the PR China during a period of particularly rapid growth 1998-2014. For this, we utilize sectoral data from the World Input-Output Database and firm-level data from the Chinese Industrial Enterprise Database. Starting with correlation laws known from the literature (Fabricant’s laws), we investigate which empirical regularities hold at the sectoral level and show that many of these correlations cannot be recovered at the firm level. For a more detailed analysis, we propose a multi-level framework, which is validated empirically. For this, we perform a robust regression, since various input variables at the firm-level as well as the residuals of exploratory OLS regressions are found to be heavy-tailed. We conclude that Fabricant’s laws and other regularities are primarily characteristics of the sectoral level which rely on aspects like infrastructure, technology level, innovation capabilities, and the knowledge base of the relevant labor force. We illustrate our analysis by showing the development of some of the larger sectors in detail and offer some policy implications in the context of development economics, evolutionary economics, and industrial organization.

Suggested Citation

  • Torsten Heinrich & Jangho Yang & Shuanping Dai, 2022. "Levels of structural change," Journal of Evolutionary Economics, Springer, vol. 32(1), pages 35-86, January.
  • Handle: RePEc:spr:joevec:v:32:y:2022:i:1:d:10.1007_s00191-021-00740-9
    DOI: 10.1007/s00191-021-00740-9
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s00191-021-00740-9
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s00191-021-00740-9?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Fagerberg, Jan, 2000. "Technological progress, structural change and productivity growth: a comparative study," Structural Change and Economic Dynamics, Elsevier, vol. 11(4), pages 393-411, December.
    2. Alex Coad, 2007. "Firm Growth: a Survey," Post-Print halshs-00155762, HAL.
    3. Farmer, J. Doyne & Lafond, François, 2016. "How predictable is technological progress?," Research Policy, Elsevier, vol. 45(3), pages 647-665.
    4. Ron Martin & Peter Sunley, 2010. "Complexity Thinking and Evolutionary Economic Geography," Chapters, in: Ron Boschma & Ron Martin (ed.), The Handbook of Evolutionary Economic Geography, chapter 4, Edward Elgar Publishing.
    5. Giulio Bottazzi & Angelo Secchi, 2011. "A new class of asymmetric exponential power densities with applications to economics and finance," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 20(4), pages 991-1030, August.
    6. Dong, Xiao-yuan & Xu, Lixin Colin, 2009. "Labor restructuring in China: Toward a functioning labor market," Journal of Comparative Economics, Elsevier, vol. 37(2), pages 287-305, June.
    7. Scott, Maurice F, 1991. "A New View of Economic Growth: A Reply," Oxford Economic Papers, Oxford University Press, vol. 43(2), pages 237-244, April.
    8. Heinrich, Torsten & Dai, Shuanping, 2016. "Diversity of firm sizes, complexity, and industry structure in the Chinese economy," Structural Change and Economic Dynamics, Elsevier, vol. 37(C), pages 90-106.
    9. 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.
    10. Giulio Bottazzi & Angelo Secchi, 2006. "Explaining the distribution of firm growth rates," RAND Journal of Economics, RAND Corporation, vol. 37(2), pages 235-256, June.
    11. Giulio Bottazzi & Le Li & Angelo Secchi, 2019. "Aggregate fluctuations and the distribution of firm growth rates," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 28(3), pages 635-656.
    12. Sebastián Bustos & Charles Gomez & Ricardo Hausmann & César A Hidalgo, 2012. "The Dynamics of Nestedness Predicts the Evolution of Industrial Ecosystems," PLOS ONE, Public Library of Science, vol. 7(11), pages 1-8, November.
    13. 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.
    14. J. Stan Metcalfe & John Foster & Ronnie Ramlogan, 2006. "Adaptive economic growth," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 30(1), pages 7-32, January.
    15. Das, Sanghamitra, 1995. "Size, age and firm growth in an infant industry: The computer hardware industry in India," International Journal of Industrial Organization, Elsevier, vol. 13(1), pages 111-126, March.
    16. Chen, Shiyi & Jefferson, Gary H. & Zhang, Jun, 2011. "Structural change, productivity growth and industrial transformation in China," China Economic Review, Elsevier, vol. 22(1), pages 133-150, March.
    17. L. Rachel Ngai & Christopher A. Pissarides, 2007. "Structural Change in a Multisector Model of Growth," American Economic Review, American Economic Association, vol. 97(1), pages 429-443, March.
    18. Zheng Song & Kjetil Storesletten & Fabrizio Zilibotti, 2011. "Growing Like China," American Economic Review, American Economic Association, vol. 101(1), pages 196-233, February.
    19. Saviotti, Pier Paolo & Pyka, Andreas, 2013. "From necessities to imaginary worlds: Structural change, product quality and economic development," Technological Forecasting and Social Change, Elsevier, vol. 80(8), pages 1499-1512.
    20. Loren Brandt & Trevor Tombe & Xiadong Zhu, 2013. "Factor Market Distortions Across Time, Space, and Sectors in China," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 16(1), pages 39-58, January.
    21. Torsten Heinrich & Jangho Yang & Shuanping Dai, 2020. "Growth, development, and structural change at the firmlevel: The example of the PR China," Chemnitz Economic Papers 040, Department of Economics, Chemnitz University of Technology.
    22. Nelson, Richard R & Winter, Sidney G, 1975. "Growth Theory from an Evolutionary Perspective: The Differential Productivity Puzzle," American Economic Review, American Economic Association, vol. 65(2), pages 338-344, May.
    23. Pasinetti, Luigi L, 1988. "Growing Subsystems, Vertically Hyper-integrated Sectors and the Labour Theory of Value," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 12(1), pages 125-134, March.
    24. 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.
    25. Yang, Ling & Lahr, Michael L., 2010. "Sources of Chinese labor productivity growth: A structural decomposition analysis, 1987-2005," China Economic Review, Elsevier, vol. 21(4), pages 557-570, December.
    26. Loren Brandt & Trevor Tombe & Xiadong Zhu, 2013. "Factor Market Distortions Across Time, Space, and Sectors in China," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 16(1), pages 39-58, January.
    27. Matthias Duschl & Shi-Shu Peng, 2015. "The patterns of Chinese firm growth: a conditional estimation approach of the asymmetric exponential power density," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 24(3), pages 539-563.
    28. Syrquin, Moshe, 1988. "Patterns of structural change," Handbook of Development Economics, in: Hollis Chenery & T.N. Srinivasan (ed.), Handbook of Development Economics, edition 1, volume 1, chapter 7, pages 203-273, Elsevier.
    29. Sai Ding & Alessandra Guariglia & Richard Harris, 2016. "The determinants of productivity in Chinese large and medium-sized industrial firms, 1998–2007," Journal of Productivity Analysis, Springer, vol. 45(2), pages 131-155, April.
    30. 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.
    31. Nolan, John P., 1998. "Parameterizations and modes of stable distributions," Statistics & Probability Letters, Elsevier, vol. 38(2), pages 187-195, June.
    32. Lafond, François & Farmer, J. Doyne & Koutroumpis, Pantelis & Winkler, Julian & Heinrich, Torsten & Yang, Jangho, 2019. "Measuring productivity dispersion: a parametric approach using the Lévy alpha-stable distribution," INET Oxford Working Papers 2019-14, Institute for New Economic Thinking at the Oxford Martin School, University of Oxford.
    33. Brondino, Gabriel, 2019. "Productivity growth and structural change in China (1995–2009): A subsystems analysis," Structural Change and Economic Dynamics, Elsevier, vol. 49(C), pages 183-191.
    34. Giulio Bottazzi & Angelo Secchi & Federico Tamagni, 2008. "Productivity, profitability and financial performance," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 17(4), pages 711-751, August.
    35. Brandt, Loren & Van Biesebroeck, Johannes & Zhang, Yifan, 2014. "Challenges of working with the Chinese NBS firm-level data," China Economic Review, Elsevier, vol. 30(C), pages 339-352.
    36. Trapani, Lorenzo, 2016. "Testing for (in)finite moments," Journal of Econometrics, Elsevier, vol. 191(1), pages 57-68.
    37. Cesar A. Hidalgo & Ricardo Hausmann, 2009. "The Building Blocks of Economic Complexity," Papers 0909.3890, arXiv.org.
    38. Silverberg, Gerald & Lehnert, Doris, 1993. "Long waves and 'evolutionary chaos' in a simple Schumpeterian model of embodied technical change," Structural Change and Economic Dynamics, Elsevier, vol. 4(1), pages 9-37, June.
    39. Mr. Malhar S Nabar & Mr. Kai Yan, 2013. "Sector-Level Productivity, Structural Change, and Rebalancing in China," IMF Working Papers 2013/240, International Monetary Fund.
    40. Goddard, John & Molyneux, Phil & Wilson, John O S, 2004. "Dynamics of Growth and Profitability in Banking," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 36(6), pages 1069-1090, December.
    41. Maddison, Angus, 1983. "A Comparison of Levels of GDP Per Capita in Developed and Developing Countries, 1700–1980," The Journal of Economic History, Cambridge University Press, vol. 43(1), pages 27-41, March.
    42. Torsten Heinrich, 2017. "The Narrow and Broad Approaches to Evolutionary Modeling in Economics," Journal of Economic Issues, Taylor & Francis Journals, vol. 51(2), pages 383-391, April.
    43. C. A. Hidalgo & B. Klinger & A. -L. Barabasi & R. Hausmann, 2007. "The Product Space Conditions the Development of Nations," Papers 0708.2090, arXiv.org.
    44. Matteo Marsili, 2002. "Dissecting financial markets: Sectors and states," Papers cond-mat/0207156, arXiv.org.
    45. Matteo Marsili, 2002. "Dissecting financial markets: sectors and states," Quantitative Finance, Taylor & Francis Journals, vol. 2(4), pages 297-302.
    46. Rawski, Thomas G., 1979. "Economic growth and employment in China," World Development, Elsevier, vol. 7(8-9), pages 767-782.
    47. Montobbio, Fabio, 2002. "An evolutionary model of industrial growth and structural change," Structural Change and Economic Dynamics, Elsevier, vol. 13(4), pages 387-414, December.
    48. Shenggen Fan & Xiaobo Zhang & Sherman Robinson, 2003. "Structural Change and Economic Growth in China," Review of Development Economics, Wiley Blackwell, vol. 7(3), pages 360-377, August.
    49. Allan G. B. Fisher, 1939. "Production, Primary, Secondary And Tertiary," The Economic Record, The Economic Society of Australia, vol. 15(1), pages 24-38, June.
    50. Feng-Cheng Fu & Chu-Ping Vijverberg & Yong-Sheng Chen, 2008. "Productivity and efficiency of state-owned enterprises in China," Journal of Productivity Analysis, Springer, vol. 29(3), pages 249-259, June.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Heinrich, Torsten & Yang, Jangho & Dai, Shuanping, 2020. "Levels of structural change: An analysis of China's development push 1998-2014," MPRA Paper 100106, University Library of Munich, Germany.
    2. Torsten Heinrich & Jangho Yang & Shuanping Dai, 2020. "Growth, development, and structural change at the firm-level: The example of the PR China," Papers 2012.14503, arXiv.org.
    3. Marco Bee & Maria Michela Dickson & Flavio Santi, 2018. "Likelihood-based risk estimation for variance-gamma models," Statistical Methods & Applications, Springer;Società Italiana di Statistica, vol. 27(1), pages 69-89, March.
    4. Bin, Peng & Chen, Xiaolan & Fracasso, Andrea & Tomasi, Chiara, 2018. "Resource allocation and productivity across provinces in China," International Review of Economics & Finance, Elsevier, vol. 57(C), pages 103-113.
    5. Gabriella Berloffa & Eleonora Matteazzi & Paola Villa, 2017. "The intergenerational transmission of worklessness in Europe.The role of fathers and mothers," DEM Working Papers 2017/04, Department of Economics and Management.
    6. Gabriella Berloffa & Eleonora Matteazzi & Alina Şandor & Paola Villa, 2019. "The quality of employment in the early labour market experience of young Europeans," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 43(6), pages 1549-1575.
    7. Brondino, Gabriel, 2019. "Productivity growth and structural change in China (1995–2009): A subsystems analysis," Structural Change and Economic Dynamics, Elsevier, vol. 49(C), pages 183-191.
    8. Wang, Feicheng & Milner, Chris & Scheffel, Juliane, 2021. "Labour market reform and firm-level employment adjustment: Evidence from the hukou reform in China," Journal of Development Economics, Elsevier, vol. 149(C).
    9. Mayneris, Florian & Poncet, Sandra & Zhang, Tao, 2018. "Improving or disappearing: Firm-level adjustments to minimum wages in China," Journal of Development Economics, Elsevier, vol. 135(C), pages 20-42.
    10. Clement Imbert & Marlon Seror & Yifan Zhang & Yanos Zylberberg, 2022. "Migrants and Firms: Evidence from China," American Economic Review, American Economic Association, vol. 112(6), pages 1885-1914, June.
    11. Shawn Xiaoguang Chen & Yudan Cheng & Liutang Gong & Wenjia Tian, 2023. "A Big Push of Panda from the Ground: Land Subsidy and Structural Transformation in China," Economics Discussion / Working Papers 23-09, The University of Western Australia, Department of Economics.
    12. Stephan Heblich & Marlon Seror & Hao Xu & Stephan Yanos Zylberberg, 2019. "Industrial clusters in the long run: Evidence from Million-Rouble plants in China," Bristol Economics Discussion Papers 19/712, School of Economics, University of Bristol, UK.
    13. Guriev, Sergei & Cheremukhin, Anton & Golosov, Mikhail & Tsyvinski, Aleh, 2015. "The Economy of People’s Republic of China from 1953," CEPR Discussion Papers 10764, C.E.P.R. Discussion Papers.
    14. Anton Cheremukhin & Mikhail Golosov & Sergei Guriev & Aleh Tsyvinski, 2015. "The Economy of People’s Republic of China from 1953," NBER Working Papers 21397, National Bureau of Economic Research, Inc.
    15. David Autor & David Dorn & Gordon Hanson, 2021. "On the Persistence of the China Shock," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 52(2 (Fall)), pages 381-476.
    16. Jie Bai & Jiahua Liu, 2019. "The Impact of Intranational Trade Barriers on Exports: Evidence from a Nationwide VAT Rebate Reform in China," CID Working Papers 373, Center for International Development at Harvard University.
    17. Laiqun Jin & Changwei Mo & Bochao Zhang & Bing Yu, 2018. "What Is the Focus of Structural Reform in China?—Comparison of the Factor Misallocation Degree within the Manufacturing Industry with a Unified Model," Sustainability, MDPI, vol. 10(11), pages 1-19, November.
    18. Yousha Liang & Kang Shi & Lisheng Wang & Juanyi Xu, 2017. "Local Government Debt and Firm Leverage: Evidence from China," Asian Economic Policy Review, Japan Center for Economic Research, vol. 12(2), pages 210-232, July.
    19. Xi Li & Xuewen Liu & Yong Wang, 2015. "A Model of China's State Capitalism," HKUST IEMS Working Paper Series 2015-12, HKUST Institute for Emerging Market Studies, revised Feb 2015.
    20. Guangjun Shen & Jingxian Zou, 2023. "Total Factor Productivity in China's Manufacturing Sector in the Aftermath of the Global Financial Crisis," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 31(2), pages 1-25, March.

    More about this item

    Keywords

    Structural change; Fabricant’s laws; China; Labor productivity; Economic growth; Firm growth;
    All these keywords.

    JEL classification:

    • L16 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Industrial Organization and Macroeconomics; Macroeconomic Industrial Structure
    • O10 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - General
    • 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
    • L11 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Production, Pricing, and Market Structure; Size Distribution of Firms

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:joevec:v:32:y:2022:i:1:d:10.1007_s00191-021-00740-9. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.