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Functional distance and bank loan pricing: Evidence from the opening of high-speed railway in China

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  • Geng, Chunxiao
  • Li, Donghui
  • Sun, Jian
  • Yuan, Chun

Abstract

Employing the staggered opening of the High-speed railway (HSR) as an exogenous shock, this paper examines the impact of functional distance on bank loan pricing. Based on a unique loan-level dataset from a nationwide state-owned Chinese commercial bank, we find that after the HSR opening, the loan pricing of local private firms decreases significantly. The possible channel is the facilitating of bank's easier access to soft information through the shortening of temporal functional distance. Moreover, the effect of HSR opening is more pronounced when the borrowing firm is difficult to visit or when loan pricing is more sensitive to information. We also find that the HSR opening increases the loan volume for local private firms, while there are no significant changes in loan pricing or loan volume for public firms with HSR opening. Our main conclusion remains valid after considering various robustness and endogeneity issues.

Suggested Citation

  • Geng, Chunxiao & Li, Donghui & Sun, Jian & Yuan, Chun, 2023. "Functional distance and bank loan pricing: Evidence from the opening of high-speed railway in China," Journal of Banking & Finance, Elsevier, vol. 149(C).
    • Handle: RePEc:eee:jbfina:v:149:y:2023:i:c:s0378426623000353
    DOI: 10.1016/j.jbankfin.2023.106810
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    as
    1. Hans Degryse & Steven Ongena, 2005. "Distance, Lending Relationships, and Competition," Journal of Finance, American Finance Association, vol. 60(1), pages 231-266, February.
    2. Ross Levine & Chen Lin & Qilin Peng & Wensi Xie, 2020. "Communication within Banking Organizations and Small Business Lending," Review of Financial Studies, Society for Financial Studies, vol. 33(12), pages 5750-5783.
    3. Pietro Alessandrini & Andrea F. Presbitero & Alberto Zazzaro, 2010. "Bank size or distance: what hampers innovation adoption by SMEs?," Journal of Economic Geography, Oxford University Press, vol. 10(6), pages 845-881, November.
    4. Taryn Dinkelman, 2011. "The Effects of Rural Electrification on Employment: New Evidence from South Africa," American Economic Review, American Economic Association, vol. 101(7), pages 3078-3108, December.
    5. 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.
    6. 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.
    7. Knyazeva, Anzhela & Knyazeva, Diana, 2012. "Does being your bank’s neighbor matter?," Journal of Banking & Finance, Elsevier, vol. 36(4), pages 1194-1209.
    8. Chen, Deqiu & Ma, Yujing & Martin, Xiumin & Michaely, Roni, 2022. "On the fast track: Information acquisition costs and information production," Journal of Financial Economics, Elsevier, vol. 143(2), pages 794-823.
    9. 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.
    10. Sumit Agarwal, 2010. "Distance and Private Information in Lending," Review of Financial Studies, Society for Financial Studies, vol. 23(7), pages 2757-2788, July.
    11. Bellucci, Andrea & Borisov, Alexander & Zazzaro, Alberto, 2013. "Do banks price discriminate spatially? Evidence from small business lending in local credit markets," Journal of Banking & Finance, Elsevier, vol. 37(11), pages 4183-4197.
    12. Cole, Rebel A. & Goldberg, Lawrence G. & White, Lawrence J., 2004. "Cookie Cutter vs. Character: The Micro Structure of Small Business Lending by Large and Small Banks," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 39(2), pages 227-251, June.
    13. Philippe Aghion & Patrick Bolton, 1992. "An Incomplete Contracts Approach to Financial Contracting," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 59(3), pages 473-494.
    14. Jose M. Liberti & Atif R. Mian, 2009. "Estimating the Effect of Hierarchies on Information Use," Review of Financial Studies, Society for Financial Studies, vol. 22(10), pages 4057-4090, October.
    15. Janis Skrastins & Vikrant Vig, 2019. "How Organizational Hierarchy Affects Information Production," Review of Financial Studies, Society for Financial Studies, vol. 32(2), pages 564-604.
    16. 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.
    17. repec:cup:jfinqa:v:46:y:2011:i:06:p:1795-1830_00 is not listed on IDEAS
    18. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    19. Hongbin Cai & Qiao Liu, 2009. "Competition and Corporate Tax Avoidance: Evidence from Chinese Industrial Firms," Economic Journal, Royal Economic Society, vol. 119(537), pages 764-795, April.
    20. 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.
    21. Dong, Xiaofang & Zheng, Siqi & Kahn, Matthew E., 2020. "The role of transportation speed in facilitating high skilled teamwork across cities," Journal of Urban Economics, Elsevier, vol. 115(C).
    22. José María Liberti, 2018. "Initiative, Incentives, and Soft Information," Management Science, INFORMS, vol. 64(8), pages 3714-3734, August.
    23. Mitchell A. Petersen, 2009. "Estimating Standard Errors in Finance Panel Data Sets: Comparing Approaches," Review of Financial Studies, Society for Financial Studies, vol. 22(1), pages 435-480, January.
    24. Xiong, Jiacai & Ouyang, Caiyue & Tong, Jamie Yixing & Zhang, Feida Frank, 2021. "Fraud commitment in a smaller world: Evidence from a natural experiment," Journal of Corporate Finance, Elsevier, vol. 70(C).
    25. Pietro Alessandrini & Manuela Croci & Alberto Zazzaro, 2009. "The Geography of Banking Power: The Role of Functional Distance," Springer Books, in: Damiano Bruno Silipo (ed.), The Banks and the Italian Economy, chapter 0, pages 93-123, Springer.
    26. 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.
    27. Wu, Yizhong & Lee, Chien-Chiang & Lee, Chi-Chuan & Peng, Diyun, 2022. "Geographic proximity and corporate investment efficiency: Evidence from high-speed rail construction in China," Journal of Banking & Finance, Elsevier, vol. 140(C).
    28. 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.
    29. Stiglitz, Joseph E & Weiss, Andrew, 1981. "Credit Rationing in Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 71(3), pages 393-410, June.
    30. Baker, Andrew C. & Larcker, David F. & Wang, Charles C.Y., 2022. "How much should we trust staggered difference-in-differences estimates?," Journal of Financial Economics, Elsevier, vol. 144(2), pages 370-395.
    31. Dong, Xiaofang, 2018. "High-speed railway and urban sectoral employment in China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 116(C), pages 603-621.
    32. Lin, Yatang, 2017. "Travel costs and urban specialization patterns: Evidence from China’s high speed railway system," Journal of Urban Economics, Elsevier, vol. 98(C), pages 98-123.
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    More about this item

    Keywords

    Functional distance; High-speed railway opening; Loan pricing;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G18 - Financial Economics - - General Financial Markets - - - Government Policy and Regulation

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