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Gone with the big data: Institutional lender demand for private information

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  • Kang, Jung Koo

Abstract

I explore whether big-data sources can crowd out the value of private information acquired through lending relationships. Institutional lenders have been shown to exploit their access to borrowers' private information by trading on it in financial markets. As a shock to this advantage, I use the release of the satellite data of car counts in store parking lots of U.S. retailers. This data provides accurate and near–real-time signals of firm performance, which can undermine the value of borrowers' private information obtained through syndicate participation. I find that once the satellite data becomes commercially available, institutional lenders are less likely to participate in syndicated loans. The effect is more pronounced when borrowers are opaque or disseminate private information to their lenders earlier and when the data predicts borrower performance more accurately. I also show that institutional lenders’ reduced demand for private information leads to less favorable loan terms for borrowers.

Suggested Citation

  • Kang, Jung Koo, 2024. "Gone with the big data: Institutional lender demand for private information," Journal of Accounting and Economics, Elsevier, vol. 77(2).
  • Handle: RePEc:eee:jaecon:v:77:y:2024:i:2:s0165410123000873
    DOI: 10.1016/j.jacceco.2023.101663
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    as
    1. Ayako Yasuda, 2005. "Do Bank Relationships Affect the Firm's Underwriter Choice in the Corporate‐Bond Underwriting Market?," Journal of Finance, American Finance Association, vol. 60(3), pages 1259-1292, June.
    2. Charles M C Lee & Eric C So & Charles C Y Wang & Wei Jiang, 2021. "Evaluating Firm-Level Expected-Return Proxies: Implications for Estimating Treatment Effects [The cross-section of volatility and expected returns]," The Review of Financial Studies, Society for Financial Studies, vol. 34(4), pages 1907-1951.
    3. Jeff L. McMullin & Bryce Schonberger, 2020. "Entropy-balanced accruals," Review of Accounting Studies, Springer, vol. 25(1), pages 84-119, March.
    4. Jung Koo Kang & Christopher D. Williams & Regina Wittenberg-Moerman, 2021. "CDS trading and nonrelationship lending dynamics," Review of Accounting Studies, Springer, vol. 26(1), pages 258-292, March.
    5. Hainmueller, Jens, 2012. "Entropy Balancing for Causal Effects: A Multivariate Reweighting Method to Produce Balanced Samples in Observational Studies," Political Analysis, Cambridge University Press, vol. 20(1), pages 25-46, January.
    6. Bartlett, Robert & Morse, Adair & Stanton, Richard & Wallace, Nancy, 2022. "Consumer-lending discrimination in the FinTech Era," Journal of Financial Economics, Elsevier, vol. 143(1), pages 30-56.
    7. Minnis, Michael & Sutherland, Andrew & Vetter, Felix, 2023. "Financial Statements not Required," MPRA Paper 117472, University Library of Munich, Germany.
    8. Grossman, Sanford J & Stiglitz, Joseph E, 1980. "On the Impossibility of Informationally Efficient Markets," American Economic Review, American Economic Association, vol. 70(3), pages 393-408, June.
    9. Blankespoor, Elizabeth & deHaan, Ed & Marinovic, Iván, 2020. "Disclosure processing costs, investors’ information choice, and equity market outcomes: A review," Journal of Accounting and Economics, Elsevier, vol. 70(2).
    10. Hans B. Christensen & Valeri V. Nikolaev, 2012. "Capital Versus Performance Covenants in Debt Contracts," Journal of Accounting Research, Wiley Blackwell, vol. 50(1), pages 75-116, March.
    11. Song Han & Xing Zhou, 2014. "Informed Bond Trading, Corporate Yield Spreads, and Corporate Default Prediction," Management Science, INFORMS, vol. 60(3), pages 675-694, March.
    12. Beyer, Anne & Cohen, Daniel A. & Lys, Thomas Z. & Walther, Beverly R., 2010. "The financial reporting environment: Review of the recent literature," Journal of Accounting and Economics, Elsevier, vol. 50(2-3), pages 296-343, December.
    13. Robert M. Bushman & Abbie J. Smith & Regina Wittenberg‐Moerman, 2010. "Price Discovery and Dissemination of Private Information by Loan Syndicate Participants," Journal of Accounting Research, Wiley Blackwell, vol. 48(5), pages 921-972, December.
    14. Irani, Rustom & Iyer, Rajkamal & Meisenzahl, Ralf & Peydró, José-Luis, 2021. "The rise of shadow banking: Evidence from capital regulation," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 34(5), pages 2181-2235.
    15. Diamond, Douglas W, 1985. "Optimal Release of Information by Firms," Journal of Finance, American Finance Association, vol. 40(4), pages 1071-1094, September.
    16. Bushman, Rm, 1991. "Public Disclosure And The Structure Of Private Information Markets," Journal of Accounting Research, Wiley Blackwell, vol. 29(2), pages 261-276.
    17. Dichev, Ilia D. & Qian, Jingyi, 2022. "The benefits of transaction-level data: The case of NielsenIQ scanner data," Journal of Accounting and Economics, Elsevier, vol. 74(1).
    18. William Greene, 2004. "The behaviour of the maximum likelihood estimator of limited dependent variable models in the presence of fixed effects," Econometrics Journal, Royal Economic Society, vol. 7(1), pages 98-119, June.
    19. Acharya, Viral V. & Johnson, Timothy C., 2007. "Insider trading in credit derivatives," Journal of Financial Economics, Elsevier, vol. 84(1), pages 110-141, April.
    20. Wei Jiang & Kai Li & Pei Shao, 2010. "When Shareholders Are Creditors: Effects of the Simultaneous Holding of Equity and Debt by Non-commercial Banking Institutions," The Review of Financial Studies, Society for Financial Studies, vol. 23(10), pages 3595-3637, October.
    21. Verrecchia, Robert E., 2001. "Essays on disclosure," Journal of Accounting and Economics, Elsevier, vol. 32(1-3), pages 97-180, December.
    22. Darren T. Roulstone, 2003. "The Relation Between Insider‐Trading Restrictions and Executive Compensation," Journal of Accounting Research, Wiley Blackwell, vol. 41(3), pages 525-551, June.
    23. Hans B. Christensen & Valeri V. Nikolaev & Regina Wittenberg‐Moerman, 2016. "Accounting Information in Financial Contracting: The Incomplete Contract Theory Perspective," Journal of Accounting Research, Wiley Blackwell, vol. 54(2), pages 397-435, May.
    24. James Claus & Jacob Thomas, 2001. "Equity Premia as Low as Three Percent? Evidence from Analysts' Earnings Forecasts for Domestic and International Stock Markets," Journal of Finance, American Finance Association, vol. 56(5), pages 1629-1666, October.
    25. Sutherland, Andrew, 2018. "Does credit reporting lead to a decline in relationship lending? Evidence from information sharing technology," Journal of Accounting and Economics, Elsevier, vol. 66(1), pages 123-141.
    26. Foster, F Douglas & Viswanathan, S, 1993. "The Effect of Public Information and Competition on Trading Volume and Price Volatility," The Review of Financial Studies, Society for Financial Studies, vol. 6(1), pages 23-56.
    27. William R. Gebhardt & Charles M. C. Lee & Bhaskaran Swaminathan, 2001. "Toward an Implied Cost of Capital," Journal of Accounting Research, Wiley Blackwell, vol. 39(1), pages 135-176, June.
    28. Brown, Lawrence D. & Hagerman, Robert L. & Griffin, Paul A. & Zmijewski, Mark E., 1987. "Security analyst superiority relative to univariate time-series models in forecasting quarterly earnings," Journal of Accounting and Economics, Elsevier, vol. 9(1), pages 61-87, April.
    29. McNichols, Maureen & Trueman, Brett, 1994. "Public disclosure, private information collection, and short-term trading," Journal of Accounting and Economics, Elsevier, vol. 17(1-2), pages 69-94, January.
    30. Christina Zhu, 2019. "Big Data as a Governance Mechanism," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 2021-2061.
    31. Verrecchia, Robert E, 1982. "Information Acquisition in a Noisy Rational Expectations Economy," Econometrica, Econometric Society, vol. 50(6), pages 1415-1430, November.
    32. Kim, O & Verrecchia, Re, 1991. "Trading Volume And Price Reactions To Public Announcements," Journal of Accounting Research, Wiley Blackwell, vol. 29(2), pages 302-321.
    33. Baiman, S & Verrecchia, RE, 1996. "The relation among capital markets, financial disclosure, production efficiency, and insider trading," Journal of Accounting Research, Wiley Blackwell, vol. 34(1), pages 1-22.
    34. Costello, Anna M. & Down, Andrea K. & Mehta, Mihir N., 2020. "Machine + man: A field experiment on the role of discretion in augmenting AI-based lending models," Journal of Accounting and Economics, Elsevier, vol. 70(2).
    35. Diamond, Douglas W, 1989. "Reputation Acquisition in Debt Markets," Journal of Political Economy, University of Chicago Press, vol. 97(4), pages 828-862, August.
    36. Steven Drucker & Manju Puri, 2005. "On the Benefits of Concurrent Lending and Underwriting," Journal of Finance, American Finance Association, vol. 60(6), pages 2763-2799, December.
    37. G. S. Maddala, 1987. "Limited Dependent Variable Models Using Panel Data," Journal of Human Resources, University of Wisconsin Press, vol. 22(3), pages 307-338.
    38. Frankel, Richard & Li, Xu, 2004. "Characteristics of a firm's information environment and the information asymmetry between insiders and outsiders," Journal of Accounting and Economics, Elsevier, vol. 37(2), pages 229-259, June.
    39. Robert M. Bushman & Regina Wittenberg‐Moerman, 2012. "The Role of Bank Reputation in “Certifying” Future Performance Implications of Borrowers’ Accounting Numbers," Journal of Accounting Research, Wiley Blackwell, vol. 50(4), pages 883-930, September.
    40. Ivashina, Victoria & Sun, Zheng, 2011. "Institutional stock trading on loan market information," Journal of Financial Economics, Elsevier, vol. 100(2), pages 284-303, May.
    41. Russell Jame & Rick Johnston & Stanimir Markov & Michael C. Wolfe, 2016. "The Value of Crowdsourced Earnings Forecasts," Journal of Accounting Research, Wiley Blackwell, vol. 54(4), pages 1077-1110, September.
    42. repec:bla:jfinan:v:53:y:1998:i:3:p:845-878 is not listed on IDEAS
    43. Rainer Haselmann & Christian Leuz & Sebastian Schreiber, 2022. "Know Your Customer: Informed Trading by Banks," NBER Working Papers 30521, National Bureau of Economic Research, Inc.
    44. Kerry Back & C. Henry Cao & Gregory A. Willard, 2000. "Imperfect Competition among Informed Traders," Journal of Finance, American Finance Association, vol. 55(5), pages 2117-2155, October.
    45. Kang, Jung Koo & Lennox, Clive & Pandey, Vivek, 2022. "Client concerns about information spillovers from sharing audit partners," Journal of Accounting and Economics, Elsevier, vol. 73(1).
    46. Miao Liu, 2022. "Assessing Human Information Processing in Lending Decisions: A Machine Learning Approach," Journal of Accounting Research, Wiley Blackwell, vol. 60(2), pages 607-651, May.
    47. Kyle, Albert S, 1985. "Continuous Auctions and Insider Trading," Econometrica, Econometric Society, vol. 53(6), pages 1315-1335, November.
    48. Carrizosa, Richard & Ryan, Stephen G., 2017. "Borrower private information covenants and loan contract monitoring," Journal of Accounting and Economics, Elsevier, vol. 64(2), pages 313-339.
    49. Fried, Dov & Givoly, Dan, 1982. "Financial analysts' forecasts of earnings : A better surrogate for market expectations," Journal of Accounting and Economics, Elsevier, vol. 4(2), pages 85-107, October.
    50. Boot, Arnoud W A & Greenbaum, Stuart I & Thakor, Anjan V, 1993. "Reputation and Discretion in Financial Contracting," American Economic Review, American Economic Association, vol. 83(5), pages 1165-1183, December.
    51. Bin Li & Mohan Venkatachalam, 2022. "Leveraging Big Data to Study Information Dissemination of Material Firm Events," Journal of Accounting Research, Wiley Blackwell, vol. 60(2), pages 565-606, May.
    52. Amiraslani, Hami & Donovan, John & Phillips, Matthew A. & Wittenberg-Moerman, Regina, 2023. "Contracting in the Dark: The rise of public-side lenders in the syndicated loan market," Journal of Accounting and Economics, Elsevier, vol. 76(1).
    53. Kang, Jung Koo & Loumioti, Maria & Wittenberg-Moerman, Regina, 2021. "The harmonization of lending standards within banks through mandated loan-level transparency," Journal of Accounting and Economics, Elsevier, vol. 72(1).
    54. repec:bla:jfinan:v:59:y:2004:i:4:p:1553-1583 is not listed on IDEAS
    55. Ivashina, Victoria & Sun, Zheng, 2011. "Institutional demand pressure and the cost of corporate loans," Journal of Financial Economics, Elsevier, vol. 99(3), pages 500-522, March.
    56. Jung Koo Kang & Lorien Stice‐Lawrence & Yu Ting Forester Wong, 2021. "The Firm Next Door: Using Satellite Images to Study Local Information Advantage," Journal of Accounting Research, Wiley Blackwell, vol. 59(2), pages 713-750, May.
    57. Chemmanur, Thomas J & Fulghieri, Paolo, 1994. "Investment Bank Reputation, Information Production, and Financial Intermediation," Journal of Finance, American Finance Association, vol. 49(1), pages 57-79, March.
    58. Healy, Paul M. & Palepu, Krishna G., 2001. "Information asymmetry, corporate disclosure, and the capital markets: A review of the empirical disclosure literature," Journal of Accounting and Economics, Elsevier, vol. 31(1-3), pages 405-440, September.
    59. Massoud, Nadia & Nandy, Debarshi & Saunders, Anthony & Song, Keke, 2011. "Do hedge funds trade on private information? Evidence from syndicated lending and short-selling," Journal of Financial Economics, Elsevier, vol. 99(3), pages 477-499, March.
    60. Foster, F Douglas & Viswanathan, S, 1996. "Strategic Trading When Agents Forecast the Forecasts of Others," Journal of Finance, American Finance Association, vol. 51(4), pages 1437-1478, September.
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    More about this item

    Keywords

    Debt contract; Relationship lending; Information asymmetries; Institutional investors; Informed trading; Big data; Satellite images; Alternative data; Fintech;
    All these keywords.

    JEL classification:

    • D82 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Asymmetric and Private Information; Mechanism Design
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors
    • G30 - Financial Economics - - Corporate Finance and Governance - - - General
    • M41 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Accounting - - - Accounting

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