IDEAS home Printed from https://ideas.repec.org/a/eee/eneeco/v101y2021ics0140988321003376.html
   My bibliography  Save this article

Effects of financial agglomeration on green total factor productivity in Chinese cities: Insights from an empirical spatial Durbin model

Author

Listed:
  • Xie, Rui
  • Fu, Wei
  • Yao, Siling
  • Zhang, Qi

Abstract

Green Total Factor Productivity (GTFP) is a critical indicator for measuring the development and transformation of green economy, with profound implication for achieving a win-win situation of conserving energy, reducing emissions, and developing economy. The promotion of GTFP cannot be separated from the financial support and guarantee provided by financial agglomeration. According to the theory of new economic geography and agglomeration, this study uses location entropy and directional SBM-DEA methods to calculate the financial agglomeration level and GTFP of 283 cities at prefecture-level and above in China from 2003 to 2018. A temporal and individual two-way fixed-effect model and a spatial measurement model are constructed to empirically study direct and spillover impacts of financial agglomeration on GTFP. The empirical results show that financial agglomeration facilitates GTFP growth in a given city, but it significantly reduces GTFP in surrounding areas of the city. Divided the cities by their geolocations in eastern, central, and western regions, we find that, in each region, financial agglomeration can significantly promote GTFP of a city but does not have a significant impact on its surrounding areas, indicating a weak spillover effect. Cities with a population of less than 3 million are associated with higher GTFP. Industrial structure, foreign direct investment and human capital play a positive role in GTFP growth, but the role of urban infrastructure construction appears trivial.

Suggested Citation

  • Xie, Rui & Fu, Wei & Yao, Siling & Zhang, Qi, 2021. "Effects of financial agglomeration on green total factor productivity in Chinese cities: Insights from an empirical spatial Durbin model," Energy Economics, Elsevier, vol. 101(C).
    • Handle: RePEc:eee:eneeco:v:101:y:2021:i:c:s0140988321003376
    DOI: 10.1016/j.eneco.2021.105449
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0140988321003376
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.eneco.2021.105449?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. Richard Baldwin & Rikard Forslid & Philippe Martin & Gianmarco Ottaviano & Frederic Robert-Nicoud, 2005. "Economic Geography and Public Policy," Economics Books, Princeton University Press, edition 1, number 7524.
    2. Zhijun Feng & Wei Chen, 2018. "Environmental Regulation, Green Innovation, and Industrial Green Development: An Empirical Analysis Based on the Spatial Durbin Model," Sustainability, MDPI, vol. 10(1), pages 1-22, January.
    3. Wurgler, Jeffrey, 2000. "Financial markets and the allocation of capital," Journal of Financial Economics, Elsevier, vol. 58(1-2), pages 187-214.
    4. Rodriguez, Cesar M., 2017. "The growth effects of financial openness and exchange rates," International Review of Economics & Finance, Elsevier, vol. 48(C), pages 492-512.
    5. Benjamin Moll, 2014. "Productivity Losses from Financial Frictions: Can Self-Financing Undo Capital Misallocation?," American Economic Review, American Economic Association, vol. 104(10), pages 3186-3221, October.
    6. Brown, James R. & Martinsson, Gustav & Petersen, Bruce C., 2012. "Do financing constraints matter for R&D?," European Economic Review, Elsevier, vol. 56(8), pages 1512-1529.
    7. Nguyen, Yen Ngoc & Brown, Kym & Skully, Michael, 2019. "Impact of finance on growth: Does it vary with development levels or cyclical conditions?," Journal of Policy Modeling, Elsevier, vol. 41(6), pages 1195-1209.
    8. Krugman, Paul, 1991. "Increasing Returns and Economic Geography," Journal of Political Economy, University of Chicago Press, vol. 99(3), pages 483-499, June.
    9. Audretsch, David B. & Feldman, Maryann P., 2004. "Knowledge spillovers and the geography of innovation," 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 61, pages 2713-2739, Elsevier.
    10. Robert J. Gordon, 1991. "Productivity, Wages, and Prices Inside and Outside of Manufacturing in the U.S., Japan, and Europe," NBER Chapters, in: International Volatility and Economic Growth: The First Ten Years of The International Seminar on Macroeconomics, pages 153-207, National Bureau of Economic Research, Inc.
    11. Rui Xie & Siling Yao & Feng Han & Jiayu Fang, 2019. "Land Finance, Producer Services Agglomeration, and Green Total Factor Productivity," International Regional Science Review, , vol. 42(5-6), pages 550-579, September.
    12. Ellison, Glenn & Glaeser, Edward L, 1997. "Geographic Concentration in U.S. Manufacturing Industries: A Dartboard Approach," Journal of Political Economy, University of Chicago Press, vol. 105(5), pages 889-927, October.
    13. Virgiliu Midrigan & Daniel Yi Xu, 2014. "Finance and Misallocation: Evidence from Plant-Level Data," American Economic Review, American Economic Association, vol. 104(2), pages 422-458, February.
    14. 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.
    15. Francisco J. Buera & Joseph P. Kaboski & Yongseok Shin, 2011. "Finance and Development: A Tale of Two Sectors," American Economic Review, American Economic Association, vol. 101(5), pages 1964-2002, August.
    16. Junhao Zhong & Tinghui Li, 2020. "Impact of Financial Development and Its Spatial Spillover Effect on Green Total Factor Productivity: Evidence from 30 Provinces in China," Mathematical Problems in Engineering, Hindawi, vol. 2020, pages 1-11, January.
    17. Thomas J. Holmes & John J. Stevens, 2004. "Geographic concentration and establishment size: analysis in an alternative economic geography model," Journal of Economic Geography, Oxford University Press, vol. 4(3), pages 227-250, June.
    18. Tamazian, Artur & Chousa, Juan Piñeiro & Vadlamannati, Krishna Chaitanya, 2009. "Does higher economic and financial development lead to environmental degradation: Evidence from BRIC countries," Energy Policy, Elsevier, vol. 37(1), pages 246-253, January.
    19. Xie, Rui & Wei, Dihan & Han, Feng & Lu, Yue & Fang, Jiayu & Liu, Yu & Wang, Junfeng, 2019. "The effect of traffic density on smog pollution: Evidence from Chinese cities," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 421-427.
    20. Combes, Pierre-Philippe, 2000. "Economic Structure and Local Growth: France, 1984-1993," Journal of Urban Economics, Elsevier, vol. 47(3), pages 329-355, May.
    21. King, Robert G. & Levine, Ross, 1993. "Finance, entrepreneurship and growth: Theory and evidence," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 513-542, December.
    22. Chunling Li & Runsen Yuan & Muhammad Asif Khan & Khansa Pervaiz & Xiaoran Sun, 2020. "Does the Mixed-Ownership Reform Affect the Innovation Strategy Choices of Chinese State-Owned Enterprises?," Sustainability, MDPI, vol. 12(7), pages 1-25, March.
    23. Shiying Hou & Liangrong Song, 2021. "Market Integration and Regional Green Total Factor Productivity: Evidence from China’s Province-Level Data," Sustainability, MDPI, vol. 13(2), pages 1-19, January.
    24. Shuhong Wang & Xiaoli Sun & Malin Song, 2021. "Environmental Regulation, Resource Misallocation, and Ecological Efficiency," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 57(3), pages 410-429, February.
    25. Qu, Chenyao & Shao, Jun & Shi, Zhenkai, 2020. "Does financial agglomeration promote the increase of energy efficiency in China?," Energy Policy, Elsevier, vol. 146(C).
    26. Xie, Rui & Fang, Jiayu & Liu, Cenjie, 2017. "The effects of transportation infrastructure on urban carbon emissions," Applied Energy, Elsevier, vol. 196(C), pages 199-207.
    27. Stiglitz, Joseph E., 1986. "The new development economics," World Development, Elsevier, vol. 14(2), pages 257-265, February.
    28. Chava, Sudheer & Oettl, Alexander & Subramanian, Ajay & Subramanian, Krishnamurthy V., 2013. "Banking deregulation and innovation," Journal of Financial Economics, Elsevier, vol. 109(3), pages 759-774.
    29. Cotter, Christopher & Rousseau, Peter L. & Vu, Nam T., 2021. "Electrification, telecommunications, and the finance-growth nexus: Evidence from firm-level data," Energy Economics, Elsevier, vol. 94(C).
    30. Amore, Mario Daniele & Schneider, Cédric & Žaldokas, Alminas, 2013. "Credit supply and corporate innovation," Journal of Financial Economics, Elsevier, vol. 109(3), pages 835-855.
    31. Shen, Huayu & Liang, Yue & Li, Hanwen & Liu, Jie & Lu, Guangxi, 2021. "Does geopolitical risk promote mergers and acquisitions of listed companies in energy and electric power industries," Energy Economics, Elsevier, vol. 95(C).
    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. Çağatay Bircan & Ralph De Haas, 2020. "The Limits of Lending? Banks and Technology Adoption across Russia," The Review of Financial Studies, Society for Financial Studies, vol. 33(2), pages 536-609.
    2. Mohamed Amara & Khaled Thabet, 2019. "Firm and regional factors of productivity: a multilevel analysis of Tunisian manufacturing," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 63(1), pages 25-51, August.
    3. Daniel A. Dias & Carlos Robalo Marques & Christine Richmond, 2020. "A Tale of Two Sectors: Why is Misallocation Higher in Services than in Manufacturing?," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 66(2), pages 361-393, June.
    4. Harold L. Cole & Jeremy Greenwood & Juan M. Sanchez, 2016. "Why Doesn't Technology Flow From Rich to Poor Countries?," Econometrica, Econometric Society, vol. 84(4), pages 1477-1521, July.
    5. Valerien O. Pede & Raymond J. G. M. Florax & Henri L. F. de Groot & Gustavo Barboza, 2021. "Technological leadership and sectorial employment growth: A spatial econometric analysis for U.S. counties," Economic Notes, Banca Monte dei Paschi di Siena SpA, vol. 50(1), February.
    6. Wei Zhang & Jing Cheng & Xuemeng Liu & Zhangrong Zhu, 2023. "Heterogeneous industrial agglomeration, its coordinated development and total factor energy efficiency," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(6), pages 5511-5537, June.
    7. Oleg Badunenko & Diego Romero‐Ávila, 2013. "Financial Development And The Sources Of Growth And Convergence," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 54(2), pages 629-663, May.
    8. John (Jianqiu) Bai & Daniel Carvalho & Gordon M. Phillips, 2018. "The Impact of Bank Credit on Labor Reallocation and Aggregate Industry Productivity," Journal of Finance, American Finance Association, vol. 73(6), pages 2787-2836, December.
    9. Chang-Tai Hsieh & Enrico Moretti, 2019. "Housing Constraints and Spatial Misallocation," American Economic Journal: Macroeconomics, American Economic Association, vol. 11(2), pages 1-39, April.
    10. Li, Yunhe & Tina Zhang, Xiaotian, 2023. "Rent-seeking in bank credit and firm R&D innovation: The role of industrial agglomeration," Journal of Business Research, Elsevier, vol. 159(C).
    11. Dabla-Norris, Era & Ji, Yan & Townsend, Robert M. & Filiz Unsal, D., 2021. "Distinguishing constraints on financial inclusion and their impact on GDP, TFP, and the distribution of income," Journal of Monetary Economics, Elsevier, vol. 117(C), pages 1-18.
    12. Cao, Wenbin & Duan, Xiaoman & Niu, Xu, 2023. "Access to finance, bureaucracy, and capital allocation efficiency," Journal of Economics and Business, Elsevier, vol. 125.
    13. Peress, Joël & Goldman, Jim, 2017. "Firm R&D and Financial Analysis: How Do They Interact?," CEPR Discussion Papers 12433, C.E.P.R. Discussion Papers.
    14. Quoc Hung Nguyen, 2019. "Growth Model with Financial Deepening and Productivity Heterogeneity," The Japanese Economic Review, Springer, vol. 70(1), pages 123-140, March.
    15. Sylvain Catherine & Thomas Chaney & Zongbo Huang & David Sraer & David Thesmar, 2022. "Quantifying Reduced‐Form Evidence on Collateral Constraints," Journal of Finance, American Finance Association, vol. 77(4), pages 2143-2181, August.
    16. Agarwalla, Astha, 2011. "Agglomeration Economies and Productivity Growth in India," IIMA Working Papers WP2011-01-08, Indian Institute of Management Ahmedabad, Research and Publication Department.
    17. Emanuela Marrocu & Raffaele Paci & Stefano Usai, 2013. "Productivity Growth In The Old And New Europe: The Role Of Agglomeration Externalities," Journal of Regional Science, Wiley Blackwell, vol. 53(3), pages 418-442, August.
    18. Joel M. David & Venky Venkateswaran, 2019. "The Sources of Capital Misallocation," American Economic Review, American Economic Association, vol. 109(7), pages 2531-2567, July.
    19. Carsten Eckel & Florian Unger, 2023. "Credit Constraints, Endogenous Innovations, And Price Setting In International Trade," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 64(4), pages 1715-1747, November.
    20. Alam, M. Jahangir, 2020. "Capital misallocation: Cyclicality and sources," Journal of Economic Dynamics and Control, Elsevier, vol. 112(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:eneeco:v:101:y:2021:i:c:s0140988321003376. 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/eneco .

    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.