IDEAS home Printed from https://ideas.repec.org/a/kap/sbusec/v58y2022i2d10.1007_s11187-021-00474-9.html
   My bibliography  Save this article

SMEs’ line of credit under the COVID-19: evidence from China

Author

Listed:
  • Yun Liu

    (Shanghai Lixin University of Accounting and Finance)

  • Yifei Zhang

    (The Hong Kong Polytechnic University)

  • Heyang Fang

    (The Chinese University of Hong Kong)

  • Xin Chen

    (The University of Hong Kong)

Abstract

How does the COVID-19 affect SMEs’ financing in emerging markets? In this paper, we investigate the impact of the COVID-induced shock on Chinese SMEs’ line of credit (LOC) using deal-level data. As Hubei province was mostly affected, we employ a difference-in-differences approach with the propensity score matching (PSM-DID) and compare Hubei SMEs’ credit responses before and after the outbreak relative to those of non-Hubei SMEs. Our results suggest that Hubei SMEs’ credit demand reduced significantly compared to that of non-Hubei SMEs, and the adverse effects were more pronounced for the non-state-owned enterprises (non-SOEs) and the SMEs without prior bank relationships. Moreover, we show a negative impact on non-Hubei SMEs having supply chain relationships with Hubei province. Such effects rippled through the supply chain and exerted an intensified strike on the SMEs with Hubei customers. Finally, we find the state-owned banks eased the LOC to Hubei SMEs during the pandemic outbreak. Plain English Summary Chinese SMEs’ credit demand deteriorated after the COVID-19 outbreak, though supported by the state-owned banks. How does the COVID-19 affect SMEs’ financing in emerging markets? In this paper, we investigate the impact of the COVID-induced shock on Chinese SMEs’ line of credit (LOC) using deal-level data. As Hubei province was mostly affected, our results suggest that Hubei SMEs’ credit demand reduced significantly compared to that of non-Hubei SMEs, and the adverse effects were more pronounced for the non-state-owned enterprises (non-SOEs) and the SMEs without prior bank relationships. Moreover, we show a negative impact on non-Hubei SMEs having supply chain relationships with Hubei province. Such effects rippled through the supply chain and exerted an intensified strike on the SMEs with Hubei customers. Finally, we find the state-owned banks eased the LOC to Hubei SMEs during the pandemic outbreak. According to our study, government COVID-supportive policies should target the SME subgroups such as non-SOEs, firms that heavily rely on supply chain, and those without stable bank relationships.

Suggested Citation

  • Yun Liu & Yifei Zhang & Heyang Fang & Xin Chen, 2022. "SMEs’ line of credit under the COVID-19: evidence from China," Small Business Economics, Springer, vol. 58(2), pages 807-828, February.
  • Handle: RePEc:kap:sbusec:v:58:y:2022:i:2:d:10.1007_s11187-021-00474-9
    DOI: 10.1007/s11187-021-00474-9
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11187-021-00474-9
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1007/s11187-021-00474-9?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. Lin, Chih-Yung & Tsai, Wei-Che & Hasan, Iftekhar & Tuan, Le Quoc, 2018. "Private benefits of control and bank loan contracts," Journal of Corporate Finance, Elsevier, vol. 49(C), pages 324-343.
    2. Diamond, Douglas W, 1991. "Monitoring and Reputation: The Choice between Bank Loans and Directly Placed Debt," Journal of Political Economy, University of Chicago Press, vol. 99(4), pages 689-721, August.
    3. Hassan, Tarek & Hollander, Stephan & van Lent, Laurence & Schwedeler, Markus & Tahoun, Ahmed, 2020. "Firm-Level Exposure to Epidemic Diseases: Covid-19, SARS, and H1N1," CEPR Discussion Papers 14573, C.E.P.R. Discussion Papers.
    4. Richard Podpiera, 2006. "Progress in China’s Banking Sector Reform: Has Bank Behavior Changed?," IMF Working Papers 2006/071, International Monetary Fund.
    5. Yan Dong & Chao Men, 2014. "SME Financing in Emerging Markets: Firm Characteristics, Banking Structure and Institutions," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 50(1), pages 120-149, January.
    6. Bailey, Warren & Huang, Wei & Yang, Zhishu, 2011. "Bank Loans with Chinese Characteristics: Some Evidence on Inside Debt in a State-Controlled Banking System," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 46(6), pages 1795-1830, December.
    7. Zheng Song & Kjetil Storesletten & Fabrizio Zilibotti, 2011. "Growing Like China," American Economic Review, American Economic Association, vol. 101(1), pages 196-233, February.
    8. Patrick Bolton & Xavier Freixas & Leonardo Gambacorta & Paolo Emilio Mistrulli, 2016. "Relationship and Transaction Lending in a Crisis," The Review of Financial Studies, Society for Financial Studies, vol. 29(10), pages 2643-2676.
    9. Brei, Michael & Schclarek, Alfredo, 2013. "Public bank lending in times of crisis," Journal of Financial Stability, Elsevier, vol. 9(4), pages 820-830.
    10. Pierre-Olivier Gourinchas & Ṣebnem Kalemli-Özcan & Veronika Penciakova & Nick Sander, 2020. "SME Failures Under Large Liquidity Shocks: An Application to the COVID-19 Crisis," NBER Working Papers 27877, National Bureau of Economic Research, Inc.
    11. Pierre-Olivier Gourinchas & Ṣebnem Kalemli-Özcan & Veronika Penciakova & Nick Sander, 2020. "COVID-19 and SME Failures," FRB Atlanta Working Paper 2020-21, Federal Reserve Bank of Atlanta.
    12. Kahle, Kathleen M. & Stulz, René M., 2013. "Access to capital, investment, and the financial crisis," Journal of Financial Economics, Elsevier, vol. 110(2), pages 280-299.
    13. Wei Huang & Agyenim Boateng & Alexander Newman, 2016. "Capital structure of Chinese listed SMEs: an agency theory perspective," Small Business Economics, Springer, vol. 47(2), pages 535-550, August.
    14. Veronique Vermoesen & Marc Deloof & Eddy Laveren, 2013. "Long-term debt maturity and financing constraints of SMEs during the Global Financial Crisis," Small Business Economics, Springer, vol. 41(2), pages 433-448, August.
    15. repec:cup:jfinqa:v:46:y:2011:i:06:p:1795-1830_00 is not listed on IDEAS
    16. Karl V. Lins & Henri Servaes & Ane Tamayo, 2017. "Social Capital, Trust, and Firm Performance: The Value of Corporate Social Responsibility during the Financial Crisis," Journal of Finance, American Finance Association, vol. 72(4), pages 1785-1824, August.
    17. Popov, Alexander & Udell, Gregory F., 2012. "Cross-border banking, credit access, and the financial crisis," Journal of International Economics, Elsevier, vol. 87(1), pages 147-161.
    18. Jean-Noël Barrot & Julien Sauvagnat, 2016. "Input Specificity and the Propagation of Idiosyncratic Shocks in Production Networks," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(3), pages 1543-1592.
    19. Ertugrul, Mine & Lei, Jin & Qiu, Jiaping & Wan, Chi, 2017. "Annual Report Readability, Tone Ambiguity, and the Cost of Borrowing," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(2), pages 811-836, April.
    20. Daniel Carvalho, 2015. "Editor's Choice Financing Constraints and the Amplification of Aggregate Downturns," The Review of Financial Studies, Society for Financial Studies, vol. 28(9), pages 2463-2501.
    21. Rowe,J. W. F., 2014. "Markets and Men," Cambridge Books, Cambridge University Press, number 9781107675001, September.
    22. Alexander W. Bartik & Marianne Bertrand & Zoë B. Cullen & Edward L. Glaeser & Michael Luca & Christopher T. Stanton, 2020. "How Are Small Businesses Adjusting to COVID-19? Early Evidence from a Survey," NBER Working Papers 26989, National Bureau of Economic Research, Inc.
    23. Chen, Shiyi & Lin, Bin, 2019. "Dual-track interest rates and capital misallocation," China Economic Review, Elsevier, vol. 57(C).
    24. Wang, Xiaoming & Wu, Weijun & Yin, Chen & Zhou, Sili, 2019. "Trade credit, ownership and informal financing in China," Pacific-Basin Finance Journal, Elsevier, vol. 57(C).
    25. Wang, Qian & Wong, T.J. & Xia, Lijun, 2008. "State ownership, the institutional environment, and auditor choice: Evidence from China," Journal of Accounting and Economics, Elsevier, vol. 46(1), pages 112-134, September.
    26. Kuntchev, Veselin & Ramalho, Rita & Rodriguez-Meza, Jorge & Yang, Judy S., 2013. "What have we learned from the enterprise surveys regarding access to credit by SMEs ?," Policy Research Working Paper Series 6670, The World Bank.
    27. Kenneth Ayotte & Patrick Bolton, 2011. "Optimal Property Rights in Financial Contracting," The Review of Financial Studies, Society for Financial Studies, vol. 24(10), pages 3401-3433.
    28. Ding, Wenzhi & Levine, Ross & Lin, Chen & Xie, Wensi, 2021. "Corporate immunity to the COVID-19 pandemic," Journal of Financial Economics, Elsevier, vol. 141(2), pages 802-830.
    29. Berg, Gunhild & Schrader, Jan, 2012. "Access to credit, natural disasters, and relationship lending," Journal of Financial Intermediation, Elsevier, vol. 21(4), pages 549-568.
    30. Weber, Olaf & Ahmad, Adnan, 2014. "Empowerment Through Microfinance: The Relation Between Loan Cycle and Level of Empowerment," World Development, Elsevier, vol. 62(C), pages 75-87.
    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. Block, Joern & Kritikos, Alexander S. & Priem, Maximilian & Stiel, Caroline, 2022. "Emergency-aid for self-employed in the Covid-19 pandemic: A flash in the pan?," Journal of Economic Psychology, Elsevier, vol. 93(C).
    2. Ping Ruan & Yung-Fu Huang & Ming-Wei Weng, 2022. "Impact of COVID-19 on Supply Chains: A Hybrid Trade Credit Policy," Mathematics, MDPI, vol. 10(8), pages 1-22, April.
    3. Yu, Jian & Peng, Fanjia & Shi, Xunpeng & Yang, Longjian, 2022. "Impact of credit guarantee on firm performance: Evidence from China’s SMEs," Economic Analysis and Policy, Elsevier, vol. 75(C), pages 624-636.
    4. Aysan, Ahmet Faruk & Babacan, Mehmet & Gür, Nurullah & Süleyman, Selim, 2023. "Firm Size and Financing Behavior during the COVID-19 Pandemic: Evidence from SMEs in Istanbul," MPRA Paper 116300, University Library of Munich, Germany, revised 2023.
    5. Irene Bertschek & Joern Block & Alexander S. Kritikos & Caroline Stiel, 2024. "German financial state aid during Covid-19 pandemic: Higher impact among digitalized self-employed," Entrepreneurship & Regional Development, Taylor & Francis Journals, vol. 36(1-2), pages 76-97, January.
    6. David Aristei & Manuela Gallo, 2024. "Green management, access to credit, and firms’ vulnerability to the COVID-19 crisis," Small Business Economics, Springer, vol. 62(1), pages 179-211, January.
    7. Michele Battisti & Filippo Belloc & Massimo Del Gatto, 2023. "COVID-19, Innovative Firms and Resilience," WIPO Economic Research Working Papers 73, World Intellectual Property Organization - Economics and Statistics Division.
    8. Zhou, Chao, 2023. "Home country environment and the downside risk implications of multinationality: Empirical evidence from Chinese SMEs," Journal of Multinational Financial Management, Elsevier, vol. 69(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. Aguilar-Gomez, Sandra & Gutierrez, Emilio & Heres, David & Jaume, David & Tobal, Martin, 2024. "Thermal stress and financial distress: Extreme temperatures and firms’ loan defaults in Mexico," Journal of Development Economics, Elsevier, vol. 168(C).
    2. Ding, Wenzhi & Levine, Ross & Lin, Chen & Xie, Wensi, 2021. "Corporate immunity to the COVID-19 pandemic," Journal of Financial Economics, Elsevier, vol. 141(2), pages 802-830.
    3. Nguyen, Hung T. & Pham, Mia Hang & Truong, Cameron, 2023. "Leadership in a pandemic: Do more able managers keep firms out of trouble?," Journal of Behavioral and Experimental Finance, Elsevier, vol. 37(C).
    4. Murillo Campello & Gaurav Kankanhalli & Pradeep Muthukrishnan, 2020. "Corporate Hiring under COVID-19: Labor Market Concentration, Downskilling, and Income Inequality," NBER Working Papers 27208, National Bureau of Economic Research, Inc.
    5. Albert, Christoph & Caggese, Andrea & González, Beatriz & Martin-Sanchez, Victor, 2023. "Income inequality and entrepreneurship: Lessons from the 2020 COVID-19 recession," Journal of Banking & Finance, Elsevier, vol. 149(C).
    6. Hasan, Iftekhar & Politsidis, Panagiotis & Sharma, Zenu, 2020. "Bank lending during the COVID-19 pandemic," MPRA Paper 103565, University Library of Munich, Germany.
    7. Choudhary, M. Ali & Jain, Anil, 2022. "Finance and inequality: The distributional impacts of bank credit rationing," Journal of Financial Intermediation, Elsevier, vol. 52(C).
    8. Hasan, Iftekhar & Politsidis, Panagiotis N. & Sharma, Zenu, 2021. "Global syndicated lending during the COVID-19 pandemic," Journal of Banking & Finance, Elsevier, vol. 133(C).
    9. Dwenger, Nadja & Fossen, Frank & Simmler, Martin, 2015. "From financial to real economic crisis. Evidence from individual firm-bank relationships in Germany," VfS Annual Conference 2015 (Muenster): Economic Development - Theory and Policy 113000, Verein für Socialpolitik / German Economic Association.
    10. Bas, Maria & Fernandes, Ana & Paunov, Caroline, 2024. "How resilient was trade to COVID-19?," Economics Letters, Elsevier, vol. 240(C).
    11. Zachary Bethune & Guillaume Rocheteau & Tsz-Nga Wong & Cathy Zhang, 2022. "Lending Relationships and Optimal Monetary Policy," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(4), pages 1833-1872.
    12. Fariha Jahan & Jungmu Kim, 2023. "Does the Shield Effect of CSR Work in Crises? Evidence in Korea," Sustainability, MDPI, vol. 15(11), pages 1-18, June.
    13. Lorenzo Bencivelli & Beniamino Pisicoli, 2022. "Foreign investors and target firms’ financial structure," International Economics, CEPII research center, issue 169, pages 230-251.
    14. repec:ctc:sdimse:dime21_01 is not listed on IDEAS
    15. Nguyen, Harvey & Pham, Anh Viet & Pham, Man Duy (Marty) & Pham, Mia Hang, 2023. "Business resilience: Lessons from government responses to the global COVID-19 crisis," International Business Review, Elsevier, vol. 32(5).
    16. Shasha Liu & Gaowen Kong & Dongmin Kong, 2020. "Effects of the COVID-19 on Air Quality: Human Mobility, Spillover Effects, and City Connections," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 76(4), pages 635-653, August.
    17. Brotherhood, Luiz & Jerbashian, Vahagn, 2023. "Firm behavior during an epidemic," Journal of Economic Dynamics and Control, Elsevier, vol. 147(C).
    18. Jagriti Srivastava & Aravind Sampath & Balagopal Gopalakrishnan, 2021. "Is CSR the key to unlocking debt financing during COVID-19? A multicountry perspective," Working papers 481, Indian Institute of Management Kozhikode.
    19. Pontus Braunerhjelm, 2022. "Rethinking stabilization policies; Including supply-side measures and entrepreneurial processes," Small Business Economics, Springer, vol. 58(2), pages 963-983, February.
    20. Rüdiger Fahlenbrach & Kevin Rageth & René M Stulz, 2021. "How Valuable Is Financial Flexibility when Revenue Stops? Evidence from the COVID-19 Crisis [The risk of being a fallen angel and the corporate dash for cash in the midst of COVID]," The Review of Financial Studies, Society for Financial Studies, vol. 34(11), pages 5474-5521.
    21. Bae, Kee-Hong & El Ghoul, Sadok & Gong, Zhaoran (Jason) & Guedhami, Omrane, 2021. "Does CSR matter in times of crisis? Evidence from the COVID-19 pandemic," Journal of Corporate Finance, Elsevier, vol. 67(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:kap:sbusec:v:58:y:2022:i:2:d:10.1007_s11187-021-00474-9. 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.