IDEAS home Printed from https://ideas.repec.org/a/kap/jfsres/v57y2020i2d10.1007_s10693-019-00309-5.html
   My bibliography  Save this article

Borrower Opacity and Loan Performance: Evidence from China

Author

Listed:
  • Haoyu Gao

    (Central University of Finance and Economics)

  • Junbo Wang

    (City University of Hong Kong)

  • Xiaoguang Yang

    (University of Chinese Academy of Sciences)

  • Lin Zhao

    (Chinese Academy of Sciences)

Abstract

We use survey data from the China Banking Regulatory Commission to construct a proxy for a firm’s opacity to examine its causes and influences. Our opacity proxy is positively associated with the distance between firms and banks, the geographic dispersion of business groups, and the size of the intra-group guarantee. Firms with higher opacity have a higher default probability particularly given a poor credit history or membership in a business group with low quality credit. Our evidence, which is robust to different model specifications, confirms that the borrower’s opacity can reduce the efficiency of bank monitoring. Our study indicates that loan officers have a good idea of the borrower’s opacity, and their professional opinions effectively reflect this perception.

Suggested Citation

  • Haoyu Gao & Junbo Wang & Xiaoguang Yang & Lin Zhao, 2020. "Borrower Opacity and Loan Performance: Evidence from China," Journal of Financial Services Research, Springer;Western Finance Association, vol. 57(2), pages 181-206, April.
  • Handle: RePEc:kap:jfsres:v:57:y:2020:i:2:d:10.1007_s10693-019-00309-5
    DOI: 10.1007/s10693-019-00309-5
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10693-019-00309-5
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s10693-019-00309-5?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. Karl B. Diether & Christopher J. Malloy & Anna Scherbina, 2002. "Differences of Opinion and the Cross Section of Stock Returns," Journal of Finance, American Finance Association, vol. 57(5), pages 2113-2141, October.
    2. Hirshleifer, David & Thakor, Anjan V, 1992. "Managerial Conservatism, Project Choice, and Debt," The Review of Financial Studies, Society for Financial Studies, vol. 5(3), pages 437-470.
    3. Güntay, Levent & Hackbarth, Dirk, 2010. "Corporate bond credit spreads and forecast dispersion," Journal of Banking & Finance, Elsevier, vol. 34(10), pages 2328-2345, October.
    4. Hans Degryse & Steven Ongena, 2005. "Distance, Lending Relationships, and Competition," Journal of Finance, American Finance Association, vol. 60(1), pages 231-266, February.
    5. 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.
    6. 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.
    7. Cem Demiroglu & Christopher M. James, 2010. "The Information Content of Bank Loan Covenants," The Review of Financial Studies, Society for Financial Studies, vol. 23(10), pages 3700-3737, October.
    8. Rafael La Porta & Florencio Lopez‐De‐Silanes & Andrei Shleifer, 1999. "Corporate Ownership Around the World," Journal of Finance, American Finance Association, vol. 54(2), pages 471-517, April.
    9. repec:cup:jfinqa:v:46:y:2011:i:06:p:1795-1830_00 is not listed on IDEAS
    10. Jimenez, Gabriel & Saurina, Jesus, 2004. "Collateral, type of lender and relationship banking as determinants of credit risk," Journal of Banking & Finance, Elsevier, vol. 28(9), pages 2191-2212, September.
    11. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, April.
    12. Bonaccorsi di Patti, Emilia & Dell'Ariccia, Giovanni, 2004. "Bank Competition and Firm Creation," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 36(2), pages 225-251, April.
    13. Firth, Michael & Lin, Chen & Liu, Ping & Wong, Sonia M.L., 2009. "Inside the black box: Bank credit allocation in China's private sector," Journal of Banking & Finance, Elsevier, vol. 33(6), pages 1144-1155, June.
    14. Lee, Charles M.C. & So, Eric C., 2017. "Uncovering expected returns: Information in analyst coverage proxies," Journal of Financial Economics, Elsevier, vol. 124(2), pages 331-348.
    15. Tarun Khanna & Jan W. Rivkin, 2006. "Interorganizational Ties and Business Group Boundaries: Evidence from an Emerging Economy," Organization Science, INFORMS, vol. 17(3), pages 333-352, June.
    16. Diamond, Douglas W, 1989. "Reputation Acquisition in Debt Markets," Journal of Political Economy, University of Chicago Press, vol. 97(4), pages 828-862, August.
    17. Loretta J. Mester & Leonard I. Nakamura & Micheline Renault, 2007. "Transactions Accounts and Loan Monitoring," The Review of Financial Studies, Society for Financial Studies, vol. 20(3), pages 529-556.
    18. Foglia, A. & Laviola, S. & Marullo Reedtz, P., 1998. "Multiple banking relationships and the fragility of corporate borrowers," Journal of Banking & Finance, Elsevier, vol. 22(10-11), pages 1441-1456, October.
    19. Sean Cleary, 1999. "The Relationship between Firm Investment and Financial Status," Journal of Finance, American Finance Association, vol. 54(2), pages 673-692, April.
    20. Carola Schenone, 2010. "Lending Relationships and Information Rents: Do Banks Exploit Their Information Advantages?," The Review of Financial Studies, Society for Financial Studies, vol. 23(3), pages 1149-1199, March.
    21. Assaf Eisdorfer, 2008. "Empirical Evidence of Risk Shifting in Financially Distressed Firms," Journal of Finance, American Finance Association, vol. 63(2), pages 609-637, April.
    22. Hirofumi Uchida, 2011. "What Do Banks Evaluate When They Screen Borrowers? Soft Information, Hard Information and Collateral," Journal of Financial Services Research, Springer;Western Finance Association, vol. 40(1), pages 29-48, October.
    23. 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.
    24. Livingston, Miles & Naranjo, Andy & Zhou, Lei, 2008. "Split bond ratings and rating migration," Journal of Banking & Finance, Elsevier, vol. 32(8), pages 1613-1624, August.
    25. Douglas W. Diamond, 1984. "Financial Intermediation and Delegated Monitoring," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 51(3), pages 393-414.
    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. Grunert, Jens & Norden, Lars & Weber, Martin, 2005. "The role of non-financial factors in internal credit ratings," Journal of Banking & Finance, Elsevier, vol. 29(2), pages 509-531, February.
    28. Tarun Khanna & Yishay Yafeh, 2007. "Business Groups in Emerging Markets: Paragons or Parasites?," Journal of Economic Literature, American Economic Association, vol. 45(2), pages 331-372, June.
    29. Miles Livingston & Lei Zhou, 2010. "Split Bond Ratings and Information Opacity Premiums," Financial Management, Financial Management Association International, vol. 39(2), pages 515-532, June.
    30. Robert DeYoung & W. Frame & Dennis Glennon & Peter Nigro, 2011. "The Information Revolution and Small Business Lending: The Missing Evidence," Journal of Financial Services Research, Springer;Western Finance Association, vol. 39(1), pages 19-33, April.
    31. Ongena, Steven & Smith, David C., 2000. "What Determines the Number of Bank Relationships? Cross-Country Evidence," Journal of Financial Intermediation, Elsevier, vol. 9(1), pages 26-56, January.
    32. Anthony Coleman & Neil Esho & Ian Sharpe, 2006. "Does Bank Monitoring Influence Loan Contract Terms?," Journal of Financial Services Research, Springer;Western Finance Association, vol. 30(2), pages 177-198, October.
    33. Hyytinen, Ari & Pajarinen, Mika, 2008. "Opacity of young businesses: Evidence from rating disagreements," Journal of Banking & Finance, Elsevier, vol. 32(7), pages 1234-1241, July.
    34. 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.
    35. Farinha, Luisa A. & Santos, Joao A. C., 2002. "Switching from Single to Multiple Bank Lending Relationships: Determinants and Implications," Journal of Financial Intermediation, Elsevier, vol. 11(2), pages 124-151, April.
    36. 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.
    37. Boot, Arnoud W. A., 2000. "Relationship Banking: What Do We Know?," Journal of Financial Intermediation, Elsevier, vol. 9(1), pages 7-25, January.
    38. Donald P. Morgan, 2002. "Rating Banks: Risk and Uncertainty in an Opaque Industry," American Economic Review, American Economic Association, vol. 92(4), pages 874-888, September.
    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. Atanas Kolev & Laurent Maurin & Matthieu Segol, 2022. "What Makes Firms Dissatisfied with Their Bank Loans: New Evidence from Survey Data," Journal of Financial Services Research, Springer;Western Finance Association, vol. 61(3), pages 407-430, June.

    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. Adam, Tim R. & Streitz, Daniel, 2016. "Hold-up and the use of performance-sensitive debt," Journal of Financial Intermediation, Elsevier, vol. 26(C), pages 47-67.
    2. Adam, Tim R. & Streitz, Daniel, 2013. "Bank lending relationships and the use of performance-sensitive debt," SFB 649 Discussion Papers 2013-027, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    3. repec:hum:wpaper:sfb649dp2013-027 is not listed on IDEAS
    4. Goedde-Menke, Michael & Ingermann, Peter-Hendrik, 2024. "Loan officer specialization and credit defaults," Journal of Banking & Finance, Elsevier, vol. 161(C).
    5. Cerqueiro, Geraldo & Degryse, Hans & Ongena, Steven, 2011. "Rules versus discretion in loan rate setting," Journal of Financial Intermediation, Elsevier, vol. 20(4), pages 503-529, October.
    6. Norden, L., 2015. "The Role of Banks in SME Finance," ERIM Inaugural Address Series Research in Management EIA-2015-062-F&A, Erasmus Research Institute of Management (ERIM), ERIM is the joint research institute of the Rotterdam School of Management, Erasmus University and the Erasmus School of Economics (ESE) at Erasmus University Rotterdam..
    7. Sheng Huang & Ruichang Lu & Anand Srinivasan, 2022. "Bank Dependence and Bank Financing in Corporate M&A," Management Science, INFORMS, vol. 68(3), pages 2250-2283, March.
    8. Ghosh, Chinmoy & He, Fan, 2023. "The impact of laws and institutions on financial contracts: Evidence from relationship lending across the world," Journal of Banking & Finance, Elsevier, vol. 148(C).
    9. Keil, Jan, 2023. "Lending relationships when creditors are in control," Journal of Corporate Finance, Elsevier, vol. 79(C).
    10. 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.
    11. Artashes Karapetyan & Bogdan Stacescu, 2014. "Information Sharing and Information Acquisition in Credit Markets," Review of Finance, European Finance Association, vol. 18(4), pages 1583-1615.
    12. Salvatore Capasso & Stefano Monferrà & Gabriele Sampagnaro, 2015. "The Shadow Economy and Banks’ Lending Technology," CSEF Working Papers 422, Centre for Studies in Economics and Finance (CSEF), University of Naples, Italy.
    13. Cerqueiro, Geraldo & Degryse, Hans & Ongena, Steven, 2011. "Rules versus discretion in loan rate setting," Journal of Financial Intermediation, Elsevier, vol. 20(4), pages 503-529, October.
    14. Porzio, Claudio & Sampagnaro, Gabriele & Verdoliva, Vincenzo, 2020. "Lost in Translation: The determinants and the effect of soft information dispersion in bank lending," Global Finance Journal, Elsevier, vol. 43(C).
    15. Modina, Michele & Pietrovito, Filomena & Gallucci, Carmen & Formisano, Vincenzo, 2023. "Predicting SMEs’ default risk: Evidence from bank-firm relationship data," The Quarterly Review of Economics and Finance, Elsevier, vol. 89(C), pages 254-268.
    16. Jarko Fidrmuc & Philipp Schreiber & Martin Siddiqui, 2018. "Intangible Assets and the Determinants of a Single Bank Relation of German SMEs," European Journal of Business Science and Technology, Mendel University in Brno, Faculty of Business and Economics, vol. 4(1), pages 5-30.
    17. Bing Xu & Honglin Wang & Adrian Van Rixtel, 2015. "Do banks extract informational rents through collateral?," BIS Working Papers 522, Bank for International Settlements.
    18. Berger, Allen N. & Klapper, Leora F. & Udell, Gregory F., 2001. "The ability of banks to lend to informationally opaque small businesses," Journal of Banking & Finance, Elsevier, vol. 25(12), pages 2127-2167, December.
    19. Bing Xu & Honglin Wang & Adrian Van Rixtel, 2015. "Do banks extract informational rents through collateral?," BIS Working Papers 522, Bank for International Settlements.
    20. Zou, Yang & Wang, Xiaoming, 2022. "Distance, information and bank lending in China," Pacific-Basin Finance Journal, Elsevier, vol. 74(C).
    21. Ralph De Haas & Neeltje Van Horen, 2013. "Running for the Exit? International Bank Lending During a Financial Crisis," The Review of Financial Studies, Society for Financial Studies, vol. 26(1), pages 244-285.

    More about this item

    Keywords

    Information opacity; Loan officers’ opinions; Default; Monitoring;
    All these keywords.

    JEL classification:

    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G13 - Financial Economics - - General Financial Markets - - - Contingent Pricing; Futures Pricing

    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:kap:jfsres:v:57:y:2020:i:2:d:10.1007_s10693-019-00309-5. 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.