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The Informational Role of Ownership Networks in Bank Lending

Published online by Cambridge University Press:  31 January 2022

Haoyu Gao ,
Hong Ru Open the ORCID record for Hong Ru [Opens in a new window]  and
Xiaoguang Yang
Haoyu Gao
Affiliation:
Renmin University of China [email protected]
Hong Ru*
Affiliation:
Nanyang Technological University
Xiaoguang Yang
Affiliation:
Chinese Academy of Sciences [email protected]
*
[email protected] (corresponding author)
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Abstract

This article documents novel large-sample evidence on the informational role of interfirm ownership networks in bank lending. Using comprehensive loan-level data in China, we find that banks’ internal loan ratings at issuance predict subsequent delinquent events more accurately when borrowers are connected to banks’ existing customers via ownership networks. In post-issuance monitoring for delinquent loans, banks with access to ownership networks manage to downgrade their initial ratings before late payments. These findings suggest that ownership networks facilitate the transmission of private information for bank lending. Moreover, ownership networks are more important for transmitting information related to small and medium enterprises.

Type
Research Article
Information
Journal of Financial and Quantitative Analysis , Volume 57 , Issue 8 , December 2022 , pp. 2993 - 3017
Copyright
© The Author(s), 2022. Published by Cambridge University Press on behalf of the Michael G. Foster School of Business, University of Washington

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Footnotes

We thank an anonymous referee, Jules van Binsbergen, Kaiji Chen, Tarun Chordia, Zhi Da, Hans Degryse, Ruediger Fahlenbrach, Fangjian Fu, Jarrad Harford (the editor), Shiyang Huang, Xing Huang, Yi Huang, Jun-Koo Kang, Oğuzhan Karakas, Weikai Li, Chen Lin, Shu Lin, Dong Lou, Xiaorong Ma, Paul Malatesta, Lin Peng, Yaxuan Qi, Jun Qian, Wenlan Qian, Shikhar Singla, Zheng Michael Song, Rong Wang, Shang-Jin Wei, and Liyan Yang for their helpful comments. This article benefited hugely from conference discussants and participants at the 2018 NTU Finance Conference, CIRF 2018 Conference, TFA 2018 Conference, GRU 2018 Conference on China’s Economic Reforms, China’s Economy and Financial Markets 2018, International Workshop on Financial Stability in a New Era, 13th Conference on Asia-Pacific Financial Markets, 31st Australasian Finance and Banking Conference, and CESifo Workshop 2019, as well as seminar participants at SMU, Renmin University, and CUHK Brown Bag. Ru acknowledges the financial support from Ministry of Education, Singapore, under its Tier 1 RG134/20. Gao acknowledges the financial support from the National Natural Science Foundation of China (No. 71702207). Yang acknowledges the financial support from the National Natural Science Foundation of China (Nos. 71850008 and 71532013). The views are our own, and we are solely responsible for any errors.

References

Acemoglu, D.; Carvalho, V. M.; Ozdaglar, A.; and Tahbaz-Salehi, A.. “The Network Origins of Aggregate Fluctuations.” Econometrica, 80 (2012), 1977–2016.Google Scholar
Agarwal, S., and Hauswald, R.. “Distance and Private Information in Lending.” Review of Financial Studies, 23 (2010), 2757–2788.CrossRefGoogle Scholar
Aghion, P., and Tirole, J.. “Formal and Real Authority in Organizations.” Journal of Political Economy, 105 (1997), 1–29.CrossRefGoogle Scholar
Allen, F. “The Market for Information and the Origin of Financial Intermediation.” Journal of Financial Intermediation, 1 (1990), 3–30.CrossRefGoogle Scholar
Allen, F.; Carletti, E.; and Gu, X.. “The Roles of Banks in Financial Systems.” In The Oxford Handbook of Banking, Berger, A., Molyneux, P., and Wilson, J., eds. Oxford: Oxford University Press (2015), 292–311.Google Scholar
Allen, F., and Gale, D.. “Financial Contagion.” Journal of Political Economy, 108 (2000), 1–33.CrossRefGoogle Scholar
Allen, F.; Qian, J.; and Qian, M.. “Law, Finance, and Economic Growth in China.” Journal of Financial Economics, 77 (2005), 57–116.CrossRefGoogle Scholar
Ambrus, A., and Elliott, M.. “Investments in Social Ties, Risk Sharing and Inequality.” Working Paper, Duke University (2020).CrossRefGoogle Scholar
Ambrus, A.; Gao, W. Y.; and Milán, P.. “Informal Risk Sharing with Local Information.” Working Paper, Duke University (2020).Google Scholar
Babus, A. “The Formation of Financial Networks.” RAND Journal of Economics, 47 (2016), 239–272.CrossRefGoogle Scholar
Bae, K. H.; Kang, J. K.; and Wang, J.. “Does Increased Competition Affect Credit Ratings? A Reexamination of the Effect of Fitch’s Market Share on Credit Ratings in the Corporate Bond Market.” Journal of Financial and Quantitative Analysis, 50 (2015), 1011–1035.CrossRefGoogle Scholar
Banerjee, A.; Breza, E., Chandrasekhar, A. G.; Duflo, E.; Jackson, M. O.; and Kinnan, C.. “Changes in Social Network Structure in Response to Exposure to Formal Credit Markets.” Working Paper, Massachusetts Institute of Technology (2021).CrossRefGoogle Scholar
Banerjee, A.; Breza, E.; Duflo, E.; and Kinnan, C.. “Does Microfinance Foster Business Growth? The Importance of Entrepreneurial Heterogeneity.” Working Paper, Massachusetts Institute of Technology (2014).Google Scholar
Banerjee, A.; Chandrasekhar, A. G.; Duflo, E.; and Jackson, M. O.. “The Diffusion of Microfinance.” Science, 341 (2013), 6144.CrossRefGoogle ScholarPubMed
Banerjee, A. V., and Duflo, E.. “The Economic Lives of the Poor.” Journal of Economic Perspectives, 21 (2007), 141–168.CrossRefGoogle ScholarPubMed
Bao, J., and Pan, J.. “Bond Illiquidity and Excess Volatility.” Review of Financial Studies, 26 (2013), 3068–3103.CrossRefGoogle Scholar
Bao, J.; Pan, J.; and Wang, J.. “The Illiquidity of Corporate Bonds.” Journal of Finance, 66 (2011), 911–946.CrossRefGoogle Scholar
Bastos, J. A. “Forecasting Bank Loans Loss-Given-Default.” Journal of Banking & Finance, 34 (2010), 2510–2517.CrossRefGoogle Scholar
Beck, T.; Degryse, H.; Hass, R. D.; and Horen, N. V.. “When Arm’s Length is Too Far: Relationship Banking Over the Credit Cycle.” Journal of Financial Economics, 127 (2018), 174–196.CrossRefGoogle Scholar
Beck, T.; Ioannidou, V.; and Schäfer, L.. “Foreigners vs. Natives: Bank Lending Technologies and Loan Pricing.” Management Science, 64 (2018), 3792–3820.CrossRefGoogle Scholar
Beck, T.; Ongena, S.; and Şendeniz-Yüncü, İ.. “Keep Walking? Geographical Proximity, Religion, and Relationship Banking.” Journal of Corporate Finance, 55 (2019), 49–68.CrossRefGoogle Scholar
Becker, B., and Milbourn, T.. “How Did Increased Competition Affect Credit Ratings?” Journal of Financial Economics, 101(2011), 493–514.CrossRefGoogle Scholar
Becker, G. S., and Murphy, K. M.. “The Division of Labor, Coordination Costs, and Knowledge.” Quarterly Journal of Economics, 107 (1992), 1137–1160.CrossRefGoogle Scholar
Berg, T.; Burg, V.; Gombović, A.; and Puri, M.. “On the Rise of FinTechs: Credit Scoring Using Digital Footprints.” Review of Financial Studies, 33 (2020), 2845–2897.CrossRefGoogle Scholar
Berg, T.; Puri, M.; and Rocholl, J.. “Loan Officer Incentives, Internal Ratings, and Default Rates.” Review of Finance, 24 (2020), 529–578.CrossRefGoogle Scholar
Berger, A. N.; Miller, N. H.; Petersen, M. A.; Rajan, R. G.; and Stein, J. C.. “Does Function Follow Organizational Form? Evidence from the Lending Practices of Large and Small Banks.” Journal of Financial Economics, 76 (2005), 237–269.CrossRefGoogle Scholar
Berger, A. N., and Udell, G. F.. “Relationship Lending and Lines of Credit in Small Firm Finance.” Journal of Business, 68 (1995), 351–381.CrossRefGoogle Scholar
Bhattacharya, S., and Thakor, A. V.. “Contemporary Banking Theory.” Journal of Financial Intermediation, 3 (1993), 2–50.CrossRefGoogle Scholar
Bloch, F.; Genicot, G.; and Ray, D.. “Informal Insurance in Social Networks.” Journal of Economic Theory, 143 (2008), 36–58.CrossRefGoogle Scholar
Bolton, P., and Dewatripont, M.. “The Firm as a Communication Network.” Quarterly Journal of Economics, 109 (1994), 809–839.CrossRefGoogle Scholar
Bolton, P.; Freixas, X.; Gambacorta, L.; and Mistrulli, P. E.. “Relationship and Transaction Lending in a Crisis.” Review of Financial Studies, 29 (2016), 2643–2676.CrossRefGoogle Scholar
Boot, A. W. A., and Thakor, A. V.. “Can Relationship Banking Survive Competition?” Journal of Finance, 55 (2000), 679–713.CrossRefGoogle Scholar
Boss, M.; Elsinger, H.; Summer, M.; and Thurner, S.. “Network Topology of the Interbank Market.” Quantitative Finance, 4 (2004), 677–684.CrossRefGoogle Scholar
Bramoullé, Y., and Kranton, R.. “Risk-Sharing Networks.” Journal of Economic Behavior & Organization, 64 (2007), 275–294.CrossRefGoogle Scholar
Breza, E., and Chandrasekhar, A. G.. “Social Networks, Reputation, and Commitment: Evidence from a Savings Monitors Experiment.” Econometrica, 87 (2019), 175–216.CrossRefGoogle Scholar
Cabrales, A.; Gottardi, P.; and Vega-Redondo, F.. “Risk Sharing and Contagion in Networks.” Review of Financial Studies, 30 (2017), 3086–3127.CrossRefGoogle Scholar
Carruthers, B. G., and Cohen, B.. “Predicting Failure but Failing to Predict: A Sociology of Knowledge of Credit Rating in Post-Bellum America.” Working Paper, Northwestern University (2001).Google Scholar
Chandrasekhar, A. G.; Kinnan, C.; and Larreguy, H.. “Social Networks as Contract Enforcement: Evidence from a Lab Experiment in the Field.” American Economic Journal: Applied Economics, 10 (2018), 43–78.Google Scholar
Chandrasekhar, A. G.; Townsend, R. M.; and Xandri, J. P.. “Financial Centrality and the Value of Key Players.” Working Paper, Massachusetts Institute of Technology (2019).Google Scholar
Cohen, L.; Frazzini, A.; and Malloy, C.. “The Small World of Investing: Board Connections and Mutual Fund Returns.” Journal of Political Economy, 116 (2008), 951–979.CrossRefGoogle Scholar
Cohen-Cole, E.; Kirilenko, A.; Patacchini, E.; Fouque, J. P.; and Langsam, J. A.. “Strategic Interactions on Financial Networks for the Analysis of Systemic Risk.” In Handbook on Systemic Risk 1, Fouque, J. P. and Langsam, J. A., eds. Cambridge: Cambridge University Press (2013), 306–326.CrossRefGoogle Scholar
Cong, L. W.; Gao, H.; Ponticelli, J.; and Yang, X.. “Credit Allocation under Economic Stimulus: Evidence from China.” Review of Financial Studies, 32 (2019), 3412–3460.CrossRefGoogle Scholar
Crawford, V. P., and Sobel, J.. “Strategic Information Transmission.” Econometrica, 50 (1982), 1431–1451.CrossRefGoogle Scholar
Da, Z.; Gurun, U. G.; Li, B.; and Warachka, M.. “Investment in a Smaller World: The Implications of Air Travel for Investors and Firms.” Management Science, 67 (2021), 417–435.CrossRefGoogle Scholar
Dass, N., and Massa, M.. “The Impact of a Strong Bank-Firm Relationship on the Borrowing Firm.” Review of Financial Studies, 24 (2011), 1204–1260.CrossRefGoogle Scholar
Degryse, H.; Liberti, J. M.; Mosk, T.; and Ongena, S.. “Is Loan Officer Discretion Advised When Viewing Soft Information?” Working Paper, University of Leuven (2013).Google Scholar
Degryse, H., and Ongena, S.. “Distance, Lending Relationships, and Competition.” Journal of Finance, 60 (2005), 231–266.CrossRefGoogle Scholar
Dermine, J., and Carvalho, C. N. De. “Bank Loan Losses-Given-Default: A Case Study.” Journal of Banking & Finance, 30 (2006), 1219–1243.CrossRefGoogle Scholar
Dessein, W. “Authority and Communication in Organizations.” Review of Economic Studies, 69 (2002), 811–838.Google Scholar
DeYoung, R.; Glennon, D.; and Nigro, P.. “Borrower-Lender Distance, Credit Scoring, and Loan Performance: Evidence from Informational-Opaque Small Business Borrowers.” Journal of Financial Intermediation, 17 (2008), 113–143.CrossRefGoogle Scholar
Diamond, D. W. “Financial Intermediation and Delegated Monitoring.” Review of Economic Studies, 51 (1984), 393–414.CrossRefGoogle Scholar
Diebold, F. X., and Lopez, J. A.. “8 Forecast Evaluation and Combination.” In Handbook of Statistics, Vol. 14. Amsterdam: Elsevier (1996), 241–268.Google Scholar
Diebold, F. X., and Mariano, R.. “Comparing Predictive Accuracy.” Journal of Business and Economic Statistics, 13 (1995), 253–265.Google Scholar
Easley, D.; de Prado, M. López; O’Hara, M.; and Zhang, Z.. “Microstructure in the Machine Age.” Review of Financial Studies, 34 (2021), 3316–3363.CrossRefGoogle Scholar
Elliott, M.; Golub, B.; and Jackson, M. O.. “Financial Networks and Contagion.” American Economic Review, 104 (2014), 3115–3153.CrossRefGoogle Scholar
Engelberg, J.; Gao, P.; and Parsons, C. A.. “Friends with Money.” Journal of Financial Economics, 103 (2012), 169–188.CrossRefGoogle Scholar
Fafchamps, M., and Lund, S.. “Risk-Sharing Networks in Rural Philippines.” Journal of Development Economics, 71 (2003), 261–287.CrossRefGoogle Scholar
Firestone, S., and Rezende, M.. “Are Banks’ Internal Risk Parameters Consistent? Evidence from Syndicated Loans.” Journal of Financial Services Research, 50 (2016), 211–242.CrossRefGoogle Scholar
Fracassi, C. “Corporate Finance Policies and Social Networks.” Management Science, 63 (2017), 2420–2438.CrossRefGoogle Scholar
Frankel, D. M., and Jin, Y.. “Securitization and Lending Competition.” Review of Economic Studies, 82 (2015), 1383–1408.CrossRefGoogle Scholar
Giannetti, M.; Liberti, J. M.; and Sturgess, J.. “Information Sharing and Rating Manipulation.” Review of Financial Studies, 30 (2017), 3269–3304.CrossRefGoogle Scholar
Giroud, X. “Proximity and Investment: Evidence from Plant-Level Data.” Quarterly Journal of Economics, 128 (2013), 861–915.Google Scholar
Giroud, X., and Mueller, H. M.. “Firms’ Internal Networks and Local Economic Shocks.” American Economic Review, 109 (2019), 3617–3649.CrossRefGoogle Scholar
Herpfer, C.; Mjøs, A.; and Schmidt, C.. “The Causal Impact of Distance on Bank Lending.” Working Paper, Emory University (2019).Google Scholar
Hollander, S., and Verriest, A.. “Bridging the Gap: The Design of Bank Loan Contracts and Distance.” Journal of Financial Economics, 119 (2016), 399–419.CrossRefGoogle Scholar
Holmstrom, B., and Tirole, J.. “Financial Intermediation, Loanable Funds, and the Real Sector.” Quarterly Journal of Economics, 112 (1997), 663–691.CrossRefGoogle Scholar
Hombert, J., and Matray, A.. “The Real Effects of Lending Relationships on Innovative Firms and Inventor Mobility.” Review of Financial Studies, 30 (2017), 2413–2445.CrossRefGoogle Scholar
Iyer, R.; Khwaja, A. I.; Luttmer, E. F. P.; and Shue, K.. “Screening Peers Softly: Inferring the Quality of Small Borrowers.” Management Science, 62 (2016), 1554–1577.CrossRefGoogle Scholar
Jackson, M. O. Social and Economic Networks. Princeton: Princeton University Press (2008).CrossRefGoogle Scholar
Jackson, M. O.; Rodriguez-Barraquer, T.; and Tan, X.. “Social Capital and Social Quilts: Network Patterns of Favor Exchange.” American Economic Review, 102 (2012), 1857–1897.CrossRefGoogle Scholar
Karolyi, S. A. “Personal Lending Relationships.” Journal of Finance, 73 (2018), 5–-49.CrossRefGoogle Scholar
Keys, B. J.; Mukherjee, T.; Seru, A.; and Vig, V.. “Did Securitization Lead to Lax Screening? Evidence from Subprime Loans.” Quarterly Journal of Economics, 125 (2010), 307–362.CrossRefGoogle Scholar
Kinnan, C., and Townsend, R.. “Kinship and Financial Networks, Formal Financial Access, and Risk Reduction.” American Economic Review, 102 (2012), 289–293.CrossRefGoogle Scholar
Liberti, J. M., and Petersen, M. A.. “Information: Hard and Soft.” Review of Corporate Finance Studies, 8 (2019), 1–41.CrossRefGoogle Scholar
Lin, C.; Ma, Y.; Malatesta, P.; and Xuan, Y.. “Ownership Structure and the Cost of Corporate Borrowing.” Journal of Financial Economics, 100 (2011), 1–23.CrossRefGoogle Scholar
Lin, C.; Ma, Y.; Malatesta, P.; and Xuan, Y.. “Corporate Ownership Structure and Bank Loan Syndicate Structure.” Journal of Financial Economics, 104 (2012), 1–22.CrossRefGoogle Scholar
Lin, C.; Ma, Y.; Malatesta, P.; and Xuan, Y.. “Corporate Ownership Structure and the Choice between Bank Debt and Public Debt.” Journal of Financial Economics, 109 (2013), 517–534.CrossRefGoogle Scholar
López de Prado, M. Advances in Financial Machine Learning. New York: Wiley (2018).Google Scholar
Meghir, C.; Mobarak, A. M.; Mommaerts, C. D.; and Morten, M.. “Migration and Informal Insurance.” NBER Working Paper No. 26082 (2019).Google Scholar
Mian, A. “Distance Constraints: The Limits of Foreign Lending in Poor Economies.” Journal of Finance, 61(2006), 1465–1505.CrossRefGoogle Scholar
Nakamura, L. I., and Roszbach, K.. “Credit Ratings, Private Information, and Bank Monitoring Ability.” Journal of Financial Intermediation, 36 (2018), 58–73.CrossRefGoogle Scholar
Ongena, S., and Smith, D. C.. “The Duration of Bank Relationships.” Journal of Financial Economics, 61 (2001), 449–475.Google Scholar
Paravisini, D., and Schoar, A.. “The Incentive Effects of Scores: Randomized Evidence from Credit Committees.” NBER Working Paper No. 19303 (2015).Google Scholar
Petersen, M. A., and Rajan, R. G.. “Does Distance Still Matter? The Information Revolution in Small Business Lending.” Journal of Finance, 57 (2002), 2533–2570.CrossRefGoogle Scholar
Plosser, M. C., and Santos, J. A. C.. “Bank Monitoring.” Working Paper, Federal Reserve Bank of New York (2016).Google Scholar
Prilmeier, R. “Why Do Loans Contain Covenants? Evidence from Lending Relationships.” Journal of Financial Economics, 123 (2017), 558–579.CrossRefGoogle Scholar
Qian, J.; Strahan, P. E.; and Yang, Z.. “The Impact of Incentives and Communication Costs on Information Production and Use: Evidence from Bank Lending.” Journal of Finance, 70 (2015), 1457–1493.CrossRefGoogle Scholar
Radner, R. “The Organization of Decentralized Information Processing.” Econometrica, 61 (1993), 1109–1146.CrossRefGoogle Scholar
Schmidt, B. “Costs and Benefits of Friendly Boards During Mergers and Acquisitions.” Journal of Financial Economics, 117 (2015), 424–447.CrossRefGoogle Scholar
Song, Z., and Xiong, W.. “Risks in China’s Financial System.” Annual Review of Financial Economics, 10 (2018), 261–286.CrossRefGoogle Scholar
Stein, J. C. “Information Production and Capital Allocation: Decentralized Versus Hierarchical Firms.” Journal of Finance, 57 (2002), 1891–1921.CrossRefGoogle Scholar
Stein, R. M. “Benchmarking Default Prediction Models: Pitfalls and Remedies in Model Validation.” Journal of Risk Model Validation, 1 (2007), 77–113.CrossRefGoogle Scholar
Sufi, A. “The Real Effects of Debt Certification: Evidence from the Introduction of Bank Loan Ratings.” Review of Financial Studies, 22 (2009), 1659–1691.CrossRefGoogle Scholar
Summer, M. “Financial Contagion and Network Analysis.” Annual Review of Financial Economics, 5 (2013), 277–297.CrossRefGoogle Scholar
Townsend, R. M., and Ru, H.. “Enhanced Informal Networks: Costly State Verification and Village Fund Intervention.” Working Paper, available at SSRN https://ssrn.com/abstract=3662808 (2020).Google Scholar
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