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Distance, information and bank lending in China

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  • Zou, Yang
  • Wang, Xiaoming

Abstract

This study aims to examine whether branch-firm distance, branch-headquarter distance and local bank competition affect bank lending in China. By incorporating loan transactions and geographic information of banks and firms, this study applies a three-way regression analysis among listed firms in China. Both branch-firm and branch-headquarter distances are found significantly decreasing loan amount, by increasing information cost and cutting off soft information. The demand for soft information reduces loan credit, which is more salient among samples of Big 4 banks. The above pattern is also found more apparent for inter-province loans, where branch is collecting information at a relatively higher cost and lack of soft information. Additionally, distant loans are also found vulnerable to credit reduction of banks. This study also finds that the bank branch facing greater local competition would issue greater amount of loans to borrowing firms. The major academic contribution of this paper is the innovative measure of soft information demand as the distance between bank branch and its headquarter, which highlights the study on soft information and helps clarify issues on bank loans in China.

Suggested Citation

  • Zou, Yang & Wang, Xiaoming, 2022. "Distance, information and bank lending in China," Pacific-Basin Finance Journal, Elsevier, vol. 74(C).
    • Handle: RePEc:eee:pacfin:v:74:y:2022:i:c:s0927538x22000889
    DOI: 10.1016/j.pacfin.2022.101793
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    as
    1. Ricardo J. Caballero & Takeo Hoshi & Anil K. Kashyap, 2008. "Zombie Lending and Depressed Restructuring in Japan," American Economic Review, American Economic Association, vol. 98(5), pages 1943-1977, December.
    2. Hans Degryse & Luc Laeven & Steven Ongena, 2009. "The Impact of Organizational Structure and Lending Technology on Banking Competition," Review of Finance, European Finance Association, vol. 13(2), pages 225-259.
    3. Sudheer Chava & Kershen Huang & Shane A. Johnson, 2018. "The Dynamics of Borrower Reputation Following Financial Misreporting," Management Science, INFORMS, vol. 64(10), pages 4775-4797, October.
    4. Allen, Franklin & Qian, Jun & Qian, Meijun, 2005. "Law, finance, and economic growth in China," Journal of Financial Economics, Elsevier, vol. 77(1), pages 57-116, July.
    5. Angeloni, Ignazio & Faia, Ester & Lo Duca, Marco, 2015. "Monetary policy and risk taking," Journal of Economic Dynamics and Control, Elsevier, vol. 52(C), pages 285-307.
    6. Arnoud W. A. Boot & Anjan V. Thakor, 2000. "Can Relationship Banking Survive Competition?," Journal of Finance, American Finance Association, vol. 55(2), pages 679-713, April.
    7. Chan, Kenneth S. & Dang, Vinh Q.T. & Yan, Isabel K.M., 2012. "Chinese firms’ political connection, ownership, and financing constraints," Economics Letters, Elsevier, vol. 115(2), pages 164-167.
    8. José María Liberti, 2018. "Initiative, Incentives, and Soft Information," Management Science, INFORMS, vol. 64(8), pages 3714-3734, August.
    9. Berger, Allen N. & Miller, Nathan H. & Petersen, Mitchell A. & Rajan, Raghuram G. & Stein, Jeremy C., 2005. "Does function follow organizational form? Evidence from the lending practices of large and small banks," Journal of Financial Economics, Elsevier, vol. 76(2), pages 237-269, May.
    10. Berger, Allen N & Udell, Gregory F, 1995. "Relationship Lending and Lines of Credit in Small Firm Finance," The Journal of Business, University of Chicago Press, vol. 68(3), pages 351-381, July.
    11. Hans Degryse & Steven Ongena, 2005. "Distance, Lending Relationships, and Competition," Journal of Finance, American Finance Association, vol. 60(1), pages 231-266, February.
    12. Amir Sufi, 2007. "Information Asymmetry and Financing Arrangements: Evidence from Syndicated Loans," Journal of Finance, American Finance Association, vol. 62(2), pages 629-668, April.
    13. DeYoung, Robert & Glennon, Dennis & Nigro, Peter, 2008. "Borrower-lender distance, credit scoring, and loan performance: Evidence from informational-opaque small business borrowers," Journal of Financial Intermediation, Elsevier, vol. 17(1), pages 113-143, January.
    14. Marko Jakšič & Matej Marinč, 2019. "Relationship banking and information technology: the role of artificial intelligence and FinTech," Risk Management, Palgrave Macmillan, vol. 21(1), pages 1-18, March.
    15. Jo Thori Lind & Halvor Mehlum, 2010. "With or Without U? The Appropriate Test for a U‐Shaped Relationship," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 72(1), pages 109-118, February.
    16. Meghana Ayyagari & Asli Demirgüç-Kunt & Vojislav Maksimovic, 2010. "Formal versus Informal Finance: Evidence from China," The Review of Financial Studies, Society for Financial Studies, vol. 23(8), pages 3048-3097, August.
    17. Brian Gibbons & Peter Iliev & Jonathan Kalodimos, 2021. "Analyst Information Acquisition via EDGAR," Management Science, INFORMS, vol. 67(2), pages 769-793, February.
    18. Gustafson, Matthew T. & Ivanov, Ivan T. & Meisenzahl, Ralf R., 2021. "Bank monitoring: Evidence from syndicated loans," Journal of Financial Economics, Elsevier, vol. 139(2), pages 452-477.
    19. Atif Mian, 2006. "Distance Constraints: The Limits of Foreign Lending in Poor Economies," Journal of Finance, American Finance Association, vol. 61(3), pages 1465-1505, June.
    20. Chun Chang & Guanmin Liao & Xiaoyun Yu & Zheng Ni, 2014. "Information from Relationship Lending: Evidence from Loan Defaults in China," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 46(6), pages 1225-1257, September.
    21. Degryse, Hans & Ongena, Steven, 2007. "The impact of competition on bank orientation," Journal of Financial Intermediation, Elsevier, vol. 16(3), pages 399-424, July.
    22. Richard F. J. Haans & Constant Pieters & Zi-Lin He, 2016. "Thinking about U: Theorizing and testing U- and inverted U-shaped relationships in strategy research," Strategic Management Journal, Wiley Blackwell, vol. 37(7), pages 1177-1195, July.
    23. Cull, Robert & Xu, Lixin Colin, 2003. "Who gets credit? The behavior of bureaucrats and state banks in allocating credit to Chinese state-owned enterprises," Journal of Development Economics, Elsevier, vol. 71(2), pages 533-559, August.
    24. Mitchell A. Petersen & Raghuram G. Rajan, 2002. "Does Distance Still Matter? The Information Revolution in Small Business Lending," Journal of Finance, American Finance Association, vol. 57(6), pages 2533-2570, December.
    25. Bolt, Wilko & Humphrey, David, 2015. "Assessing bank competition for consumer loans," Journal of Banking & Finance, Elsevier, vol. 61(C), pages 127-141.
    26. Sumit Agarwal, 2010. "Distance and Private Information in Lending," The Review of Financial Studies, Society for Financial Studies, vol. 23(7), pages 2757-2788, July.
    27. Hollander, Stephan & Verriest, Arnt, 2016. "Bridging the gap: the design of bank loan contracts and distance," Journal of Financial Economics, Elsevier, vol. 119(2), pages 399-419.
    28. Chunyang Wang & Tianran Niu, 2014. "Bank finance heterogeneity in China: micro-level evidence," Applied Economics Letters, Taylor & Francis Journals, vol. 21(2), pages 103-106, January.
    29. Joon-Ho Hahm & Hyun Song Shin & Kwanho Shin, 2013. "Noncore Bank Liabilities and Financial Vulnerability," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 45, pages 3-36, August.
    30. Joshua D. Coval & Tobias J. Moskowitz, 1999. "Home Bias at Home: Local Equity Preference in Domestic Portfolios," Journal of Finance, American Finance Association, vol. 54(6), pages 2045-2073, December.
    31. Jose M. Liberti & Atif R. Mian, 2009. "Estimating the Effect of Hierarchies on Information Use," The Review of Financial Studies, Society for Financial Studies, vol. 22(10), pages 4057-4090, October.
    32. Martin Ruckes, 2004. "Bank Competition and Credit Standards," The Review of Financial Studies, Society for Financial Studies, vol. 17(4), pages 1073-1102.
    33. Bolt, Wilko & Humphrey, David, 2015. "Assessing bank competition for consumer loans," Journal of Banking & Finance, Elsevier, vol. 61(C), pages 127-141.
    34. Haoyu Gao & Hong Ru & Robert Townsend & Xiaoguang Yang, 2019. "Rise of Bank Competition: Evidence from Banking Deregulation in China," NBER Working Papers 25795, National Bureau of Economic Research, Inc.
    35. Nancy Huyghebaert & Lihong Wang, 2016. "Institutional development and financing decisions: evidence from a cross-regional study on Chinese listed firms," The European Journal of Finance, Taylor & Francis Journals, vol. 22(4-6), pages 288-318, April.
    36. Chong, Terence Tai-Leung & Lu, Liping & Ongena, Steven, 2013. "Does banking competition alleviate or worsen credit constraints faced by small- and medium-sized enterprises? Evidence from China," Journal of Banking & Finance, Elsevier, vol. 37(9), pages 3412-3424.
    37. Jun (Qj) Qian & Philip E. Strahan & Zhishu Yang, 2015. "The Impact of Incentives and Communication Costs on Information Production and Use: Evidence from Bank Lending," Journal of Finance, American Finance Association, vol. 70(4), pages 1457-1493, August.
    38. Kumar, Nitish & Mullally, Kevin & Ray, Sugata & Tang, Yuehua, 2020. "Prime (information) brokerage," Journal of Financial Economics, Elsevier, vol. 137(2), pages 371-391.
    39. Jeremy C. Stein, 2002. "Information Production and Capital Allocation: Decentralized versus Hierarchical Firms," Journal of Finance, American Finance Association, vol. 57(5), pages 1891-1921, October.
    40. Zheng, Gaoping & Wang, Shuxun & Xu, Yongxin, 2018. "Monetary stimulation, bank relationship and innovation: Evidence from China," Journal of Banking & Finance, Elsevier, vol. 89(C), pages 237-248.
    41. Dagher, Jihad & Kazimov, Kazim, 2015. "Banks׳ liability structure and mortgage lending during the financial crisis," Journal of Financial Economics, Elsevier, vol. 116(3), pages 565-582.
    42. Mark J. Garmaise, 2004. "Confronting Information Asymmetries: Evidence from Real Estate Markets," The Review of Financial Studies, Society for Financial Studies, vol. 17(2), pages 405-437.
    43. José María Liberti & Mitchell A Petersen, 2019. "Information: Hard and Soft," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 8(1), pages 1-41.
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