IDEAS home Printed from https://ideas.repec.org/a/eee/ecmode/v93y2020icp546-558.html
   My bibliography  Save this article

Relationship between city size and firm productivity – A new interpretation using the Chinese experience

Author

Listed:
  • Yang, Yang
  • Mukhopadhaya, Pundarik
  • Yu, Zhuangxiong

Abstract

This paper contributes to the literature on the relationship between city size and firm productivity by focusing on agglomeration, selection (market competition), and sorting (presence of firms with diverse productivity) effects using Chinese firm-level data for 1998–2013. Contrary to the existing literature, our parametric regression estimates from nearly two million firms show that when the selection effect is controlled, productivity advantage in big cities is reversed. This outcome is explained through a quantile regression showing the existence of left-sided sorting (inefficient firms sort themselves to larger cities) in big cities which is not captured in existing empirical literature. We further find that (1) left-sided sorting is stronger in exporters than non-exporters; (2) is also generated mainly in enterprises with high asset-liability ratios; and (3) selection has a positive effect on firm productivity, suggesting that market competition is key in an explanation of the rapid growth of big cities in China.

Suggested Citation

  • Yang, Yang & Mukhopadhaya, Pundarik & Yu, Zhuangxiong, 2020. "Relationship between city size and firm productivity – A new interpretation using the Chinese experience," Economic Modelling, Elsevier, vol. 93(C), pages 546-558.
  • Handle: RePEc:eee:ecmode:v:93:y:2020:i:c:p:546-558
    DOI: 10.1016/j.econmod.2020.09.009
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0264999320311937
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.econmod.2020.09.009?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. Wan, Guanghua & Zhang, Yan, 2018. "The direct and indirect effects of infrastructure on firm productivity: Evidence from Chinese manufacturing," China Economic Review, Elsevier, vol. 49(C), pages 143-153.
    2. 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.
    3. Del Gatto, Massimo & Mion, Giordano & Ottaviano, Gianmarco I.P., 2006. "Trade Integration, Firm Selection and the Costs of Non-Europe," Conference papers 331548, Purdue University, Center for Global Trade Analysis, Global Trade Analysis Project.
    4. Ciccone, Antonio, 2002. "Agglomeration effects in Europe," European Economic Review, Elsevier, vol. 46(2), pages 213-227, February.
    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. Giordano Mion & Paolo Naticchioni, 2009. "The spatial sorting and matching of skills and firms," Canadian Journal of Economics, Canadian Economics Association, vol. 42(1), pages 28-55, February.
    7. 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.
    8. Marc J. Melitz & Giancarlo I. P. Ottaviano, 2021. "Market Size, Trade, and Productivity," World Scientific Book Chapters, in: Firms and Workers in a Globalized World Larger Markets, Tougher Competition, chapter 4, pages 87-108, World Scientific Publishing Co. Pte. Ltd..
    9. D'Costa, Sabine & Overman, Henry G., 2014. "The urban wage growth premium: Sorting or learning?," Regional Science and Urban Economics, Elsevier, vol. 48(C), pages 168-179.
    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. 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.
    12. Gilles Duranton & Diego Puga, 2000. "Diversity and Specialisation in Cities: Why, Where and When Does it Matter?," Urban Studies, Urban Studies Journal Limited, vol. 37(3), pages 533-555, March.
    13. Richard E. Baldwin & Toshihiro Okubo, 2006. "Heterogeneous firms, agglomeration and economic geography: spatial selection and sorting," Journal of Economic Geography, Oxford University Press, vol. 6(3), pages 323-346, June.
    14. Faberman, R. Jason & Freedman, Matthew, 2016. "The urban density premium across establishments," Journal of Urban Economics, Elsevier, vol. 93(C), pages 71-84.
    15. 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.
    16. Nicola Gennaioli & Rafael La Porta & Florencio Lopez-de-Silanes & Andrei Shleifer, 2013. "Human Capital and Regional Development," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(1), pages 105-164.
    17. 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.
    18. Chad Syverson, 2004. "Market Structure and Productivity: A Concrete Example," Journal of Political Economy, University of Chicago Press, vol. 112(6), pages 1181-1222, December.
    19. ZHANG, Hongyong, 2015. "How does agglomeration promote the product innovation of Chinese firms?," China Economic Review, Elsevier, vol. 35(C), pages 105-120.
    20. Antonio Accetturo & Valter Di Giacinto & Giacinto Micucci & Marcello Pagnini, 2018. "Geography, productivity, and trade: Does selection explain why some locations are more productive than others?," Journal of Regional Science, Wiley Blackwell, vol. 58(5), pages 949-979, November.
    21. Combes, Pierre-Philippe & Duranton, Gilles & Gobillon, Laurent & Roux, Sébastien, 2012. "Sorting and local wage and skill distributions in France," Regional Science and Urban Economics, Elsevier, vol. 42(6), pages 913-930.
    22. Chad Syverson, 2007. "Prices, Spatial Competition And Heterogeneous Producers: An Empirical Test," Journal of Industrial Economics, Wiley Blackwell, vol. 55(2), pages 197-222, June.
    23. Henderson, J. Vernon, 2003. "Marshall's scale economies," Journal of Urban Economics, Elsevier, vol. 53(1), pages 1-28, January.
    24. Okubo, Toshihiro & Picard, Pierre M. & Thisse, Jacques-François, 2010. "The spatial selection of heterogeneous firms," Journal of International Economics, Elsevier, vol. 82(2), pages 230-237, November.
    25. Leo Sveikauskas, 1975. "The Productivity of Cities," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 89(3), pages 393-413.
    26. Lu, Yue & Shi, Huimin & Luo, Wei & Liu, Bin, 2018. "Productivity, financial constraints, and firms' global value chain participation: Evidence from China," Economic Modelling, Elsevier, vol. 73(C), pages 184-194.
    27. Forslid, Rikard & Okubo, Toshihiro, 2014. "Spatial sorting with heterogeneous firms and heterogeneous sectors," Regional Science and Urban Economics, Elsevier, vol. 46(C), pages 42-56.
    28. Maria Bas & Orsetta Causa, 2012. "Trade and Product Market Policies in Upstream Sectors and Productivity in Downstream Sectors: Firm-Level Evidence from China," OECD Economics Department Working Papers 990, OECD Publishing.
    29. 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.
    30. Li, Zhigang & Wu, Mingqin & Chen, Bin R., 2017. "Is road infrastructure investment in China excessive? Evidence from productivity of firms," Regional Science and Urban Economics, Elsevier, vol. 65(C), pages 116-126.
    31. Dai, Xiaoyong & Cheng, Liwei, 2019. "Aggregate productivity losses from factor misallocation across Chinese manufacturing firms," Economic Systems, Elsevier, vol. 43(1), pages 30-41.
    32. Atsushi Kato, 2009. "Product Market Competition and Productivity in the Indian Manufacturing Industry," Journal of Development Studies, Taylor & Francis Journals, vol. 45(10), pages 1579-1593.
    33. Mallick, Sushanta & Marques, Helena, 2017. "Export prices, selection into exporting and market size: Evidence from China and India," International Business Review, Elsevier, vol. 26(6), pages 1034-1050.
    34. Toshihiro Okubo & Eiichi Tomiura, 2014. "Skew Productivity Distributions and Agglomeration: Evidence from Plant-Level Data," Regional Studies, Taylor & Francis Journals, vol. 48(9), pages 1514-1528, September.
    35. Henderson, J. Vernon, 1986. "Efficiency of resource usage and city size," Journal of Urban Economics, Elsevier, vol. 19(1), pages 47-70, January.
    36. 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.
    37. Jefferson, Gary H. & Rawski, Thomas G. & Li, Wang & Yuxin, Zheng, 2000. "Ownership, Productivity Change, and Financial Performance in Chinese Industry," Journal of Comparative Economics, Elsevier, vol. 28(4), pages 786-813, December.
    38. Bernini, Cristina & Pellegrini, Guido, 2011. "How are growth and productivity in private firms affected by public subsidy? Evidence from a regional policy," Regional Science and Urban Economics, Elsevier, vol. 41(3), pages 253-265, May.
    39. Sushanta Mallick & Yong Yang, 2013. "Productivity Performance of Export Market Entry and Exit: Evidence from Indian Firms," Review of International Economics, Wiley Blackwell, vol. 21(4), pages 809-824, September.
    40. repec:hal:wpspec:info:hdl:2441/c8dmi8nm4pdjkuc9g8mc6ihim is not listed on IDEAS
    41. Marc J. Melitz & Gianmarco I. P. Ottaviano, 2008. "Market Size, Trade, and Productivity (DOI:10.111/j.1467-937x.2007.00463.x)," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 75(3), pages 985-985.
    42. Yao, Yao, 2019. "Does higher education expansion enhance productivity?," Journal of Macroeconomics, Elsevier, vol. 59(C), pages 169-194.
    43. 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).
    44. Daniel A. Ackerberg & Kevin Caves & Garth Frazer, 2015. "Identification Properties of Recent Production Function Estimators," Econometrica, Econometric Society, vol. 83, pages 2411-2451, November.
    45. Xiaonan Sun & Junjie Hong, 2011. "Exports, Ownership and Firm Productivity: Evidence from China," The World Economy, Wiley Blackwell, vol. 34, pages 1199-1215, July.
    46. Hu, Cui & Tan, Yong, 2016. "Product differentiation, export participation and productivity growth: Evidence from Chinese manufacturing firms," China Economic Review, Elsevier, vol. 41(C), pages 234-252.
    47. Melo, Patricia C. & Graham, Daniel J. & Noland, Robert B., 2009. "A meta-analysis of estimates of urban agglomeration economies," Regional Science and Urban Economics, Elsevier, vol. 39(3), pages 332-342, May.
    48. De Loecker, Jan, 2007. "Do exports generate higher productivity? Evidence from Slovenia," Journal of International Economics, Elsevier, vol. 73(1), pages 69-98, September.
    49. Howell, Anthony, 2017. "Picking ‘winners' in China: Do subsidies matter for indigenous innovation and firm productivity?," China Economic Review, Elsevier, vol. 44(C), pages 154-165.
    50. Bas, Maria & Causa, Orsetta, 2013. "Trade and product market policies in upstream sectors and productivity in downstream sectors: Firm-level evidence from China," Journal of Comparative Economics, Elsevier, vol. 41(3), pages 843-862.
    51. Zhang, Anming & Zhang, Yimin & Zhao, Ronald, 2002. "Profitability and productivity of Chinese industrial firms: Measurement and ownership implications," China Economic Review, Elsevier, vol. 13(1), pages 65-88.
    52. 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.
    53. Maria Bas & Orsetta Causa, 2013. "Trade and product market policies in upstream sectors and productivity in downstream sectors: Firm-level evidence from China," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) hal-01297203, HAL.
    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. Vincenzo Mollisi & Gabriele Rovigatti, 2017. "Theory and Practice of TFP Estimation: the Control Function Approach Using Stata," CEIS Research Paper 399, Tor Vergata University, CEIS, revised 14 Feb 2017.
    56. Jixiang Yu & Kunrong Shen & Desu Liu, 2015. "Rural–Urban Migration, Substitutability of Human Capital and City Productivity: Evidence from China," Review of Development Economics, Wiley Blackwell, vol. 19(4), pages 877-891, November.
    57. Fleisher, Belton M. & Hu, Yifan & Li, Haizheng & Kim, Seonghoon, 2011. "Economic transition, higher education and worker productivity in China," Journal of Development Economics, Elsevier, vol. 94(1), pages 86-94, January.
    58. repec:hal:spmain:info:hdl:2441/c8dmi8nm4pdjkuc9g8mc6ihim is not listed on IDEAS
    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. Liu, Lewis & Neupane, Suman & Zhang, Lei, 2022. "Firm location effect on underwriting, subscription, and underpricing: Evidence from IPOs in China," Economic Modelling, Elsevier, vol. 108(C).

    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. 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.
    2. repec:hal:spmain:info:hdl:2441/1kv8mtgl748r0ahh12air9erdc is not listed on IDEAS
    3. Behrens, Kristian & Robert-Nicoud, Frédéric, 2015. "Agglomeration Theory with Heterogeneous Agents," 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 171-245, Elsevier.
    4. Békés, Gábor & Harasztosi, Péter, 2013. "Agglomeration premium and trading activity of firms," Regional Science and Urban Economics, Elsevier, vol. 43(1), pages 51-64.
    5. Arimoto, Yutaka & Nakajima, Kentaro & Okazaki, Tetsuji, 2014. "Sources of productivity improvement in industrial clusters: The case of the prewar Japanese silk-reeling industry," Regional Science and Urban Economics, Elsevier, vol. 46(C), pages 27-41.
    6. Pierre‐Philippe Combes & Gilles Duranton & Laurent Gobillon & Diego Puga & Sébastien Roux, 2012. "The Productivity Advantages of Large Cities: Distinguishing Agglomeration From Firm Selection," Econometrica, Econometric Society, vol. 80(6), pages 2543-2594, November.
    7. Graham, Daniel J. & Gibbons, Stephen, 2019. "Quantifying Wider Economic Impacts of agglomeration for transport appraisal: Existing evidence and future directions," Economics of Transportation, Elsevier, vol. 19(C), pages 1-1.
    8. Forslid, Rikard & Okubo, Toshihiro, 2014. "Spatial sorting with heterogeneous firms and heterogeneous sectors," Regional Science and Urban Economics, Elsevier, vol. 46(C), pages 42-56.
    9. Daguo Lv & Lingyu Zhang & Ren Lu & Jingtao Yao, 2022. "Industry characteristics and agglomeration of heterogeneous firms," Economia e Politica Industriale: Journal of Industrial and Business Economics, Springer;Associazione Amici di Economia e Politica Industriale, vol. 49(1), pages 31-49, March.
    10. Luigi Buzzacchi & Antonio De Marco & Marcello Pagnini, 2021. "Agglomeration and the Italian North-South divide," Questioni di Economia e Finanza (Occasional Papers) 637, Bank of Italy, Economic Research and International Relations Area.
    11. KONDO Keisuke & OKUBO Toshihiro, 2020. "The Impact of Market Size on Firm Selection," Discussion papers 20053, Research Institute of Economy, Trade and Industry (RIETI).
    12. Ito, Banri & Xu, Zhaoyuan & Yashiro, Naomitsu, 2015. "Does agglomeration promote internationalization of Chinese firms?," China Economic Review, Elsevier, vol. 34(C), pages 109-121.
    13. Anthony Howell & Chong Liu & Rudai Yang, 2020. "Explaining the urban premium in Chinese cities and the role of place-based policies," Environment and Planning A, , vol. 52(7), pages 1332-1356, October.
    14. Matthias Wrede, 2013. "Heterogeneous skills and homogeneous land: segmentation and agglomeration," Journal of Economic Geography, Oxford University Press, vol. 13(5), pages 767-798, September.
    15. Ana Gouveia & Sílvia Santos & Marli Fernandes, 2017. "The empirics of agglomeration economies: the link with productivity," GEE Papers 0067, Gabinete de Estratégia e Estudos, Ministério da Economia, revised Feb 2017.
    16. Forslid, Rikard & Okubo, Toshihiro, 2017. "Early agglomeration or late agglomeration?: Two phases of development with spatial sorting," CEPR Discussion Papers 11977, C.E.P.R. Discussion Papers.
    17. Pierre-Philippe Combes & Gilles Duranton & Laurent Gobillon, 2011. "The identification of agglomeration economies," Journal of Economic Geography, Oxford University Press, vol. 11(2), pages 253-266, March.
    18. Diego Puga, 2010. "The Magnitude And Causes Of Agglomeration Economies," Journal of Regional Science, Wiley Blackwell, vol. 50(1), pages 203-219, February.
    19. Shengjun Zhu & Canfei He & Xinming Xia, 2019. "Geography of productivity: evidence from China’s manufacturing industries," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 62(1), pages 141-168, February.
    20. Antonio Accetturo & Valter Di Giacinto & Giacinto Micucci & Marcello Pagnini, 2018. "Geography, productivity, and trade: Does selection explain why some locations are more productive than others?," Journal of Regional Science, Wiley Blackwell, vol. 58(5), pages 949-979, November.
    21. Ehrl, Philipp, 2013. "Agglomeration economies with consistent productivity estimates," Regional Science and Urban Economics, Elsevier, vol. 43(5), pages 751-763.

    More about this item

    Keywords

    Productivity advantage; Firm sorting; Selection; Agglomeration; China;
    All these keywords.

    JEL classification:

    • O18 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Urban, Rural, Regional, and Transportation Analysis; Housing; Infrastructure
    • R12 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Size and Spatial Distributions of Regional Economic Activity; Interregional Trade (economic geography)
    • R30 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - General

    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:eee:ecmode:v:93:y:2020:i:c:p:546-558. 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/inca/30411 .

    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.