IDEAS home Printed from https://ideas.repec.org/a/eee/ejores/v303y2022i1p422-437.html
   My bibliography  Save this article

Decomposition of Output, Productivity and Market Structure Changes

Author

Listed:
  • Huang, Minjie
  • Zhao, Shunan
  • Kumbhakar, Subal C.

Abstract

Building on the recent development in the literature on production function identification and decomposition methods, in this paper we examine the sources of output and productivity growth in China’s manufacturing industries from 1998 to 2007 using firm-level data. We first decompose the industry output growth into contributions stemming from the growth of the surviving firms and market dynamics, and then further decompose the former into the input factor deepening and firm productivity growth. To accommodate heterogeneity across firms in terms of production technology and sources of growth, we consider a nonparametric production function and decompose firm output growth at both the mean and different quantiles of the output distribution. Nonparametric estimation techniques and recentered influence functions are used to facilitate our decomposition. In addition, we decompose the aggregate industry productivity growth into three sources, viz., survivors’ productivity growth, market dynamics, and reallocation of market shares. Given the market-oriented economic reforms undergoing in China during our sample period, contributions to aggregate productivity coming from dynamic ownership changes are also examined.

Suggested Citation

  • Huang, Minjie & Zhao, Shunan & Kumbhakar, Subal C., 2022. "Decomposition of Output, Productivity and Market Structure Changes," European Journal of Operational Research, Elsevier, vol. 303(1), pages 422-437.
  • Handle: RePEc:eee:ejores:v:303:y:2022:i:1:p:422-437
    DOI: 10.1016/j.ejor.2022.02.036
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0377221722001400
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.ejor.2022.02.036?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. Guariglia, Alessandra & Liu, Xiaoxuan & Song, Lina, 2011. "Internal finance and growth: Microeconometric evidence on Chinese firms," Journal of Development Economics, Elsevier, vol. 96(1), pages 79-94, September.
    2. Marc J. Melitz & Sašo Polanec, 2015. "Dynamic Olley-Pakes productivity decomposition with entry and exit," RAND Journal of Economics, RAND Corporation, vol. 46(2), pages 362-375, June.
    3. Jin, Man & Zhao, Shunan & Kumbhakar, Subal C., 2019. "Financial constraints and firm productivity: Evidence from Chinese manufacturing," European Journal of Operational Research, Elsevier, vol. 275(3), pages 1139-1156.
    4. Van Biesebroeck, Johannes, 2005. "Firm Size Matters: Growth and Productivity Growth in African Manufacturing," Economic Development and Cultural Change, University of Chicago Press, vol. 53(3), pages 545-583, April.
    5. Skevas, Ioannis & Emvalomatis, Grigorios & Brümmer, Bernhard, 2018. "Productivity growth measurement and decomposition under a dynamic inefficiency specification: The case of German dairy farms," European Journal of Operational Research, Elsevier, vol. 271(1), pages 250-261.
    6. Jan De Loecker, 2011. "Product Differentiation, Multiproduct Firms, and Estimating the Impact of Trade Liberalization on Productivity," Econometrica, Econometric Society, vol. 79(5), pages 1407-1451, September.
    7. Brandt,Loren & Rawski,Thomas G. (ed.), 2008. "China's Great Economic Transformation," Cambridge Books, Cambridge University Press, number 9780521885577.
    8. 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.
    9. Lili Wang & Adam Szirmai, 2008. "Productivity growth and structural change in Chinese manufacturing, 1980–2002," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 17(4), pages 841-874, August.
    10. 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.
    11. Liu, Tung & Li, Kui-Wai, 2012. "Analyzing China's productivity growth: Evidence from manufacturing industries," Economic Systems, Elsevier, vol. 36(4), pages 531-551.
    12. Motohashi, Kazuyuki, 2008. "IT, enterprise reform, and productivity in Chinese manufacturing firms," Journal of Asian Economics, Elsevier, vol. 19(4), pages 325-333, August.
    13. Fortin, Nicole & Lemieux, Thomas & Firpo, Sergio, 2011. "Decomposition Methods in Economics," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 1, pages 1-102, Elsevier.
    14. Emir Malikov & Shunan Zhao & Subal C. Kumbhakar, 2020. "Estimation of firm‐level productivity in the presence of exports: Evidence from China's manufacturing," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 35(4), pages 457-480, June.
    15. 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.
    16. Amit Gandhi & Salvador Navarro & David A. Rivers, 2020. "On the Identification of Gross Output Production Functions," Journal of Political Economy, University of Chicago Press, vol. 128(8), pages 2973-3016.
    17. Epure, Mircea & Kerstens, Kristiaan & Prior, Diego, 2011. "Bank productivity and performance groups: A decomposition approach based upon the Luenberger productivity indicator," European Journal of Operational Research, Elsevier, vol. 211(3), pages 630-641, June.
    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. Brandt,Loren & Rawski,Thomas G. (ed.), 2008. "China's Great Economic Transformation," Cambridge Books, Cambridge University Press, number 9780521712903.
    20. Sergio Firpo & Nicole M. Fortin & Thomas Lemieux, 2009. "Unconditional Quantile Regressions," Econometrica, Econometric Society, vol. 77(3), pages 953-973, May.
    21. 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.
    22. 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.
    23. 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.
    24. Patrizio Pagano & Fabiano Schivardi, 2003. "Firm Size Distribution and Growth," Scandinavian Journal of Economics, Wiley Blackwell, vol. 105(2), pages 255-274, June.
    25. Arocena, Pablo & Saal, David S. & Urakami, Takuya & Zschille, Michael, 2020. "Measuring and decomposing productivity change in the presence of mergers," European Journal of Operational Research, Elsevier, vol. 282(1), pages 319-333.
    26. 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.
    27. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    28. Diewert, W. Erwin & Fox, Kevin J., 2017. "Decomposing productivity indexes into explanatory factors," European Journal of Operational Research, Elsevier, vol. 256(1), pages 275-291.
    29. Kuan, Chen & Hongchang, Wang & Yuxin, Zheng & Jefferson, Gary H. & Rawski, Thomas G., 1988. "Productivity change in Chinese industry: 1953-1985," Journal of Comparative Economics, Elsevier, vol. 12(4), pages 570-591, December.
    30. Hou, Zhezhi & Jin, Man & Kumbhakar, Subal C., 2020. "Productivity spillovers and human capital: A semiparametric varying coefficient approach," European Journal of Operational Research, Elsevier, vol. 287(1), pages 317-330.
    31. Bert M. Balk, 2016. "The Dynamics of Productivity Change: A Review of the Bottom-Up Approach," Springer Proceedings in Business and Economics, in: William H. Greene & Lynda Khalaf & Robin Sickles & Michael Veall & Marcel-Cristian Voia (ed.), Productivity and Efficiency Analysis, edition 1, chapter 0, pages 15-49, Springer.
    32. 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.
    33. John Asker & Allan Collard-Wexler & Jan De Loecker, 2014. "Dynamic Inputs and Resource (Mis)Allocation," Journal of Political Economy, University of Chicago Press, vol. 122(5), pages 1013-1063.
    34. Amil Petrin & James Levinsohn, 2012. "Measuring aggregate productivity growth using plant-level data," RAND Journal of Economics, RAND Corporation, vol. 43(4), pages 705-725, December.
    35. 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.
    36. Shunan Zhao & Bing Qian & Subal C. Kumbhakar, 2020. "Estimation of productivity and markups with price dispersion: Evidence from Chinese manufacturing during economic transition," Southern Economic Journal, John Wiley & Sons, vol. 87(2), pages 666-699, October.
    37. 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.
    38. Ang, Frederic & Kerstens, Pieter Jan, 2017. "Decomposing the Luenberger–Hicks–Moorsteen Total Factor Productivity indicator: An application to U.S. agriculture," European Journal of Operational Research, Elsevier, vol. 260(1), pages 359-375.
    39. Qing Gong, Yang, 2004. "Entry, Exit and the Dynamics of Productivity Growth in Chinese Manufacturing Industry," Working Papers wp284, Centre for Business Research, University of Cambridge.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Mike G. Tsionas & Subal C. Kumbhakar, 2023. "Proxy variable estimation of productivity and efficiency," Southern Economic Journal, John Wiley & Sons, vol. 89(3), pages 885-923, January.
    2. Saša Petković & Jelica Rastoka & Dragana Radicic, 2023. "Impact of Innovation and Exports on Productivity: Are There Complementary Effects?," Sustainability, MDPI, vol. 15(9), pages 1-22, April.
    3. Minjie Huang & Shunan Zhao & Andreas Pape, 2023. "Estimating Case‐based Individual and Social Learning in Corporate Tax Avoidance," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 85(2), pages 403-434, April.

    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. Emir Malikov & Jingfang Zhang & Shunan Zhao & Subal C. Kumbhakar, 2023. "Accounting for Cross-Location Technological Heterogeneity in the Measurement of Operations Efficiency and Productivity," Papers 2302.13430, arXiv.org.
    2. Shunan Zhao & Bing Qian & Subal C. Kumbhakar, 2020. "Estimation of productivity and markups with price dispersion: Evidence from Chinese manufacturing during economic transition," Southern Economic Journal, John Wiley & Sons, vol. 87(2), pages 666-699, October.
    3. 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.
    4. Pham, Hoang, 2023. "Trade reform, oligopsony, and labor market distortion: Theory and evidence," Journal of International Economics, Elsevier, vol. 144(C).
    5. Chen, Yang & He, Ming & Rudkin, Simon, 2017. "Manufacturing productivity in China: Deconstructing the role of Agglomeration," RIEI Working Papers 2017-04, Xi'an Jiaotong-Liverpool University, Research Institute for Economic Integration.
    6. Daniel Berkowitz, 2020. "Declining Market Competition in China," Working Paper 6897, Department of Economics, University of Pittsburgh.
    7. Li, Mingyang & Jin, Man & Kumbhakar, Subal C., 2022. "Do subsidies increase firm productivity? Evidence from Chinese manufacturing enterprises," European Journal of Operational Research, Elsevier, vol. 303(1), pages 388-400.
    8. Daniel Berkowitz & Shuichiro Nishioka, "undated". "The Growth of Firms, Markets and Rents: Evidence from China," Working Papers 24-01, Department of Economics, West Virginia University.
    9. Fang, Jing & He, Hui & Li, Nan, 2020. "China's rising IQ (Innovation Quotient) and growth: Firm-level evidence," Journal of Development Economics, Elsevier, vol. 147(C).
    10. Emir Malikov & Shunan Zhao & Jingfang Zhang, 2024. "A System Approach to Structural Identification of Production Functions with Multi-Dimensional Productivity," Advances in Econometrics, in: Essays in Honor of Subal Kumbhakar, volume 46, pages 211-263, Emerald Group Publishing Limited.
    11. 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.
    12. Walheer, Barnabé & He, Ming, 2020. "Technical efficiency and technology gap of the manufacturing industry in China: Does firm ownership matter?," World Development, Elsevier, vol. 127(C).
    13. Ding, Sai & Kim, Minjoo & Zhang, Xiao, 2018. "Do firms care about investment opportunities? Evidence from China," Journal of Corporate Finance, Elsevier, vol. 52(C), pages 214-237.
    14. Wu, Mingqin & Yu, Linhui & Zhang, Junsen, 2023. "Road expansion, allocative efficiency, and pro-competitive effect of transport infrastructure: Evidence from China," Journal of Development Economics, Elsevier, vol. 162(C).
    15. Jamil, Nida & Chaudhry, Theresa Thompson & Chaudhry, Azam, 2022. "Trading textiles along the new silk route: The impact on Pakistani firms of gaining market access to China," Journal of Development Economics, Elsevier, vol. 158(C).
    16. Wang, Chunhua & Wu, JunJie & Zhang, Bing, 2018. "Environmental regulation, emissions and productivity: Evidence from Chinese COD-emitting manufacturers," Journal of Environmental Economics and Management, Elsevier, vol. 92(C), pages 54-73.
    17. Dai, Xiaoyong & Sun, Zao, 2021. "Does firm innovation improve aggregate industry productivity? Evidence from Chinese manufacturing firms," Structural Change and Economic Dynamics, Elsevier, vol. 56(C), pages 1-9.
    18. Baccini, Leonardo & Impullitti, Giammario & Malesky, Edmund J., 2019. "Globalization and state capitalism: Assessing Vietnam's accession to the WTO," Journal of International Economics, Elsevier, vol. 119(C), pages 75-92.
    19. Chuantao Cui & Leona Shao-Zhi Li, 2019. "High-speed rail and inventory reduction: firm-level evidence from China," Applied Economics, Taylor & Francis Journals, vol. 51(25), pages 2715-2730, May.
    20. Tang, Le, 2022. "The dynamic demand for capital and labor: Evidence from Chinese industrial firms," Economic Modelling, Elsevier, vol. 107(C).

    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:eee:ejores:v:303:y:2022:i:1:p:422-437. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/eor .

    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.