IDEAS home Printed from https://ideas.repec.org/a/inm/ormnsc/v65y2019i12p5676-5696.html
   My bibliography  Save this article

Does Change in the Information Environment Affect Financing Choices?

Author

Listed:
  • Xu Li

    (Faculty of Business and Economics, The University of Hong Kong, Pokfulam, Hong Kong)

  • Chen Lin

    (Faculty of Business and Economics, The University of Hong Kong, Pokfulam, Hong Kong)

  • Xintong Zhan

    (Chinese University of Hong Kong, Ma Liu Shui, Hong Kong)

Abstract

Using brokerage mergers and closures as natural experiments, we examine how exogenous changes in the information environment affect a firm’s financing choice. Our difference-in-differences approach shows that exogenous increases in information asymmetry lead firms to substitute away from equity and public debt toward bank debt. Firms with higher risk tend to substitute equity for bank debt, and firms with lower risk tend to substitute bonds for bank debt. The effect of the change in the information environment on a firm’s financing choice is more pronounced for firms with worse information environments, such as those with few initial analysts and younger firms. We demonstrate that the mechanism of the change is through a reduction of the issuance of equity and bonds but with an increase of the issuance of bank loans. Further analysis reveals that such firms tend to reduce long-term borrowing, reduce their issuance of subordinated debt, and increase their revolving credit lines.

Suggested Citation

  • Xu Li & Chen Lin & Xintong Zhan, 2019. "Does Change in the Information Environment Affect Financing Choices?," Management Science, INFORMS, vol. 65(12), pages 5676-5696, December.
  • Handle: RePEc:inm:ormnsc:v:65:y:2019:i:12:p:5676-5696
    DOI: 10.1287/mnsc.2018.3096
    as

    Download full text from publisher

    File URL: https://doi.org/10.1287/mnsc.2018.3096
    Download Restriction: no

    File URL: https://libkey.io/10.1287/mnsc.2018.3096?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
    ---><---

    References listed on IDEAS

    as
    1. Graham, John R. & Li, Si & Qiu, Jiaping, 2008. "Corporate misreporting and bank loan contracting," Journal of Financial Economics, Elsevier, vol. 89(1), pages 44-61, July.
    2. Stewart C. Myers & Nicholas S. Majluf, 1984. "Corporate Financing and Investment Decisions When Firms Have InformationThat Investors Do Not Have," NBER Working Papers 1396, National Bureau of Economic Research, Inc.
    3. Myers, Stewart C. & Majluf, Nicholas S., 1984. "Corporate financing and investment decisions when firms have information that investors do not have," Journal of Financial Economics, Elsevier, vol. 13(2), pages 187-221, June.
    4. François Derrien & Ambrus Kecskés, 2013. "The Real Effects of Financial Shocks: Evidence from Exogenous Changes in Analyst Coverage," Post-Print hal-00852356, HAL.
    5. Wittenberg-Moerman, Regina, 2008. "The role of information asymmetry and financial reporting quality in debt trading: Evidence from the secondary loan market," Journal of Accounting and Economics, Elsevier, vol. 46(2-3), pages 240-260, December.
    6. Xin Chang & Sudipto Dasgupta & Gilles Hilary, 2006. "Analyst Coverage and Financing Decisions," Journal of Finance, American Finance Association, vol. 61(6), pages 3009-3048, December.
    7. Leming Lin, 2016. "Collateral and the Choice Between Bank Debt and Public Debt," Management Science, INFORMS, vol. 62(1), pages 111-127, January.
    8. Frankel, R & Johnson, M & Skinner, DJ, 1999. "An empirical examination of conference calls as a voluntary disclosure medium," Journal of Accounting Research, Wiley Blackwell, vol. 37(1), pages 133-150.
    9. Christopher James & David C. Smith, 2000. "Are Banks Still Special? New Evidence on Their Role in the Corporate Capital‐Raising Process," Journal of Applied Corporate Finance, Morgan Stanley, vol. 13(1), pages 52-63, March.
    10. Shuping Chen & Dawn A. Matsumoto, 2006. "Favorable versus Unfavorable Recommendations: The Impact on Analyst Access to Management‐Provided Information," Journal of Accounting Research, Wiley Blackwell, vol. 44(4), pages 657-689, September.
    11. Lin, Chen & Ma, Yue & Malatesta, Paul & Xuan, Yuhai, 2011. "Ownership structure and the cost of corporate borrowing," Journal of Financial Economics, Elsevier, vol. 100(1), pages 1-23, April.
    12. Boyd, John H. & Prescott, Edward C., 1986. "Financial intermediary-coalitions," Journal of Economic Theory, Elsevier, vol. 38(2), pages 211-232, April.
    13. 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.
    14. Charles J. Hadlock & Christopher M. James, 2002. "Do Banks Provide Financial Slack?," Journal of Finance, American Finance Association, vol. 57(3), pages 1383-1419, June.
    15. Bryan Kelly & Alexander Ljungqvist, 2012. "Testing Asymmetric-Information Asset Pricing Models," Review of Financial Studies, Society for Financial Studies, vol. 25(5), pages 1366-1413.
    16. Bhagat, Sanjai & Marr, M Wayne & Thompson, G Rodney, 1985. "The Rule 415 Experiment: Equity Markets," Journal of Finance, American Finance Association, vol. 40(5), pages 1385-1401, December.
    17. Gu, Zhaoyang & Wu, Joanna Shuang, 2003. "Earnings skewness and analyst forecast bias," Journal of Accounting and Economics, Elsevier, vol. 35(1), pages 5-29, April.
    18. Cheol Park, 2000. "Monitoring and Structure of Debt Contracts," Journal of Finance, American Finance Association, vol. 55(5), pages 2157-2195, October.
    19. Lys, Thomas & Sohn, Sungkyu, 1990. "The association between revisions of financial analysts' earnings forecasts and security-price changes," Journal of Accounting and Economics, Elsevier, vol. 13(4), pages 341-363, December.
    20. Leland, Hayne E & Pyle, David H, 1977. "Informational Asymmetries, Financial Structure, and Financial Intermediation," Journal of Finance, American Finance Association, vol. 32(2), pages 371-387, May.
    21. Hendrik Bessembinder & Kathleen M. Kahle & William F. Maxwell & Danielle Xu, 2009. "Measuring Abnormal Bond Performance," Review of Financial Studies, Society for Financial Studies, vol. 22(10), pages 4219-4258, October.
    22. 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.
    23. Campbell, Tim S & Kracaw, William A, 1980. "Information Production, Market Signalling, and the Theory of Financial Intermediation," Journal of Finance, American Finance Association, vol. 35(4), pages 863-882, September.
    24. Peter D. Easton & Steven J. Monahan & Florin P. Vasvari, 2009. "Initial Evidence on the Role of Accounting Earnings in the Bond Market," Journal of Accounting Research, Wiley Blackwell, vol. 47(3), pages 721-766, June.
    25. Choi, Jaewon & Hackbarth, Dirk & Zechner, Josef, 2018. "Corporate debt maturity profiles," Journal of Financial Economics, Elsevier, vol. 130(3), pages 484-502.
    26. Patrick Bolton & Xavier Freixas, 2000. "Equity, Bonds, and Bank Debt: Capital Structure and Financial Market Equilibrium under Asymmetric Information," Journal of Political Economy, University of Chicago Press, vol. 108(2), pages 324-351, April.
    27. Sudheer Chava & Michael R. Roberts, 2008. "How Does Financing Impact Investment? The Role of Debt Covenants," Journal of Finance, American Finance Association, vol. 63(5), pages 2085-2121, October.
    28. Rajan, Raghuram G, 1992. "Insiders and Outsiders: The Choice between Informed and Arm's-Length Debt," Journal of Finance, American Finance Association, vol. 47(4), pages 1367-1400, September.
    29. Ambrus Kecskés & Roni Michaely & Kent L. Womack, 2017. "Do Earnings Estimates Add Value to Sell-Side Analysts’ Investment Recommendations?," Management Science, INFORMS, vol. 63(6), pages 1855-1871, June.
    30. Diamond, Douglas W, 1991. "Monitoring and Reputation: The Choice between Bank Loans and Directly Placed Debt," Journal of Political Economy, University of Chicago Press, vol. 99(4), pages 689-721, August.
    31. Gregory S. Miller, 2006. "The Press as a Watchdog for Accounting Fraud," Journal of Accounting Research, Wiley Blackwell, vol. 44(5), pages 1001-1033, December.
    32. Denis, David J. & Mihov, Vassil T., 2003. "The choice among bank debt, non-bank private debt, and public debt: evidence from new corporate borrowings," Journal of Financial Economics, Elsevier, vol. 70(1), pages 3-28, October.
    33. Chen, Tao & Lin, Chen, 2017. "Does Information Asymmetry Affect Corporate Tax Aggressiveness?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(5), pages 2053-2081, October.
    34. Sharpe, Steven A, 1990. "Asymmetric Information, Bank Lending, and Implicit Contracts: A Stylized Model of Customer Relationships," Journal of Finance, American Finance Association, vol. 45(4), pages 1069-1087, September.
    35. Wu, Joanna Shuang & Zang, Amy Y., 2009. "What determine financial analysts' career outcomes during mergers?," Journal of Accounting and Economics, Elsevier, vol. 47(1-2), pages 59-86, March.
    36. Gus De Franco & Florin P. Vasvari & Regina Wittenberg‐Moerman, 2009. "The Informational Role of Bond Analysts," Journal of Accounting Research, Wiley Blackwell, vol. 47(5), pages 1201-1248, December.
    37. Amihud, Yakov, 2002. "Illiquidity and stock returns: cross-section and time-series effects," Journal of Financial Markets, Elsevier, vol. 5(1), pages 31-56, January.
    38. Harrison Hong & Marcin Kacperczyk, 2010. "Competition and Bias," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(4), pages 1683-1725.
    39. 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.
    40. Bin Ke & Yong Yu, 2006. "The Effect of Issuing Biased Earnings Forecasts on Analysts' Access to Management and Survival," Journal of Accounting Research, Wiley Blackwell, vol. 44(5), pages 965-999, December.
    41. Andrew Ang & Robert J. Hodrick & Yuhang Xing & Xiaoyan Zhang, 2006. "The Cross‐Section of Volatility and Expected Returns," Journal of Finance, American Finance Association, vol. 61(1), pages 259-299, February.
    42. Chen, Tao & Harford, Jarrad & Lin, Chen, 2015. "Do analysts matter for governance? Evidence from natural experiments," Journal of Financial Economics, Elsevier, vol. 115(2), pages 383-410.
    43. Fama, Eugene F. & French, Kenneth R., 1993. "Common risk factors in the returns on stocks and bonds," Journal of Financial Economics, Elsevier, vol. 33(1), pages 3-56, February.
    44. Kenneth Merkley & Roni Michaely & Joseph Pacelli, 2017. "Does the Scope of the Sell-Side Analyst Industry Matter? An Examination of Bias, Accuracy, and Information Content of Analyst Reports," Journal of Finance, American Finance Association, vol. 72(3), pages 1285-1334, June.
    45. Givoly, Dan & Lakonishok, Josef, 1979. "The information content of financial analysts' forecasts of earnings: Some evidence on semi-strong inefficiency," Journal of Accounting and Economics, Elsevier, vol. 1(3), pages 165-185, December.
    46. Ivashina, Victoria & Scharfstein, David, 2010. "Bank lending during the financial crisis of 2008," Journal of Financial Economics, Elsevier, vol. 97(3), pages 319-338, September.
    47. Blackwell, David W. & Marr, M. Wayne & Spivey, Michael F., 1990. "Shelf Registration and the Reduced Due Diligence Argument: Implications of the Underwriter Certification and the Implicit Insurance Hypotheses," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 25(2), pages 245-259, June.
    48. Gertner, Robert & Scharfstein, David, 1991. "A Theory of Workouts and the Effects of Reorganization Law," Journal of Finance, American Finance Association, vol. 46(4), pages 1189-1222, September.
    49. François Derrien & Ambrus Kecskés, 2013. "The Real Effects of Financial Shocks: Evidence from Exogenous Changes in Analyst Coverage," Journal of Finance, American Finance Association, vol. 68(4), pages 1407-1440, August.
    50. Amir Sufi, 2009. "Bank Lines of Credit in Corporate Finance: An Empirical Analysis," Review of Financial Studies, Society for Financial Studies, vol. 22(3), pages 1057-1088, March.
    51. Amir Sufi, 2009. "Bank Lines of Credit in Corporate Finance: An Empirical Analysis," Review of Financial Studies, Society for Financial Studies, vol. 22(3), pages 1057-1088.
    52. Chung, Kee H. & Jo, Hoje, 1996. "The Impact of Security Analysts' Monitoring and Marketing Functions on the Market Value of Firms," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 31(4), pages 493-512, December.
    53. Berlin, Mitchell & Loeys, Jan, 1988. " Bond Covenants and Delegated Monitoring," Journal of Finance, American Finance Association, vol. 43(2), pages 397-412, June.
    54. Cornett, Marcia Millon & McNutt, Jamie John & Strahan, Philip E. & Tehranian, Hassan, 2011. "Liquidity risk management and credit supply in the financial crisis," Journal of Financial Economics, Elsevier, vol. 101(2), pages 297-312, August.
    55. Fama, Eugene F., 1985. "What's different about banks?," Journal of Monetary Economics, Elsevier, vol. 15(1), pages 29-39, January.
    56. Houston, Joel & James, Christopher, 1996. "Bank Information Monopolies and the Mix of Private and Public Debt Claims," Journal of Finance, American Finance Association, vol. 51(5), pages 1863-1889, December.
    57. Alberto Abadie & Guido W. Imbens, 2006. "Large Sample Properties of Matching Estimators for Average Treatment Effects," Econometrica, Econometric Society, vol. 74(1), pages 235-267, January.
    58. Lin, Chen & Ma, Yue & Malatesta, Paul & Xuan, Yuhai, 2013. "Corporate ownership structure and the choice between bank debt and public debt," Journal of Financial Economics, Elsevier, vol. 109(2), pages 517-534.
    59. 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.
    60. Smith, Clifford Jr. & Warner, Jerold B., 1979. "On financial contracting : An analysis of bond covenants," Journal of Financial Economics, Elsevier, vol. 7(2), pages 117-161, June.
    61. Ellul, Andrew & Panayides, Marios, 2018. "Do Financial Analysts Restrain Insiders’ Informational Advantage?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 53(1), pages 203-241, February.
    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. Ben-Nasr, Hamdi & Boubaker, Sabri & Sassi, Syrine, 2021. "Board reforms and debt choice," Journal of Corporate Finance, Elsevier, vol. 69(C).
    2. Marshall, Ben R. & Nguyen, Justin Hung & Nguyen, Nhut H. & Visaltanachoti, Nuttawat, 2021. "Does a change in the information environment affect labor adjustment costs?," International Review of Financial Analysis, Elsevier, vol. 74(C).
    3. Hasan, Mostafa Monzur, 2022. "Corporate culture and bank debt," Finance Research Letters, Elsevier, vol. 49(C).
    4. Khoo, Joye & Cheung, Adrian (Wai Kong), 2021. "Does geopolitical uncertainty affect corporate financing? Evidence from MIDAS regression," Global Finance Journal, Elsevier, vol. 47(C).
    5. Chen, Yangyang & Hasan, Iftekhar & Saffar, Walid & Zolotoy, Leon, 2021. "Executive Equity Risk-Taking Incentives and Firms’ Choice of Debt Structure," Journal of Banking & Finance, Elsevier, vol. 133(C).
    6. Huang, Guan-Ying & Shen, Carl Hsin-han & Wu, Zhen-Xing, 2023. "Firm-level political risk and debt choice," Journal of Corporate Finance, Elsevier, vol. 78(C).
    7. Newton, David P. & Ongena, Steven & Xie, Ru & Zhao, Binru, 2022. "Banks vs. markets: Are banks more effective in facilitating sustainability?," BOFIT Discussion Papers 5/2022, Bank of Finland Institute for Emerging Economies (BOFIT).
    8. Chui, Andy C.W. & Li, Xiao & Saffar, Walid, 2021. "National culture and the choice between bank debt and public debt," Pacific-Basin Finance Journal, Elsevier, vol. 70(C).
    9. Ren, Xiaohang & Qin, Jianing & Jin, Chenglu & Yan, Cheng, 2022. "Global oil price uncertainty and excessive corporate debt in China," Energy Economics, Elsevier, vol. 115(C).
    10. repec:zbw:bofitp:2022_005 is not listed on IDEAS
    11. David Newton & Steven Ongena & Ru Xie & Binru Zhao, 2022. "Banks vs. Markets: Are Banks More Effective in Facilitating Sustainability?," Swiss Finance Institute Research Paper Series 22-22, Swiss Finance Institute.
    12. Petya Platikanova & Kazbi Soonawalla, 2020. "Who monitors opaque borrowers? Debt specialisation, institutional ownership, and information opacity," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 60(2), pages 1867-1904, June.
    13. Chen, Zhongfei & Xie, Guanxia, 2022. "ESG disclosure and financial performance: Moderating role of ESG investors," International Review of Financial Analysis, Elsevier, vol. 83(C).

    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. Wenlian Gao & Feifei Zhu & Kai Chen, 2023. "The role of bank lenders in firm leverage adjustments," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 46(1), pages 63-97, February.
    2. Ovtchinnikov, Alexei V., 2016. "Debt decisions in deregulated industries," Journal of Corporate Finance, Elsevier, vol. 36(C), pages 230-254.
    3. Xu, Si & He, Xiaoyi & Cao, Chunfang, 2023. "Struggle for survival in credit crunch: The effect of interest rate deregulation in China," China Economic Review, Elsevier, vol. 77(C).
    4. Galanti, Sébastien & Leroy, Aurélien & Vaubourg, Anne-Gaël, 2022. "Investment and access to external finance in Europe: Does analyst coverage matter?," International Review of Financial Analysis, Elsevier, vol. 81(C).
    5. Hai-Chin Yu & Ben Sopranzetti & Cheng-Few Lee, 2015. "The impact of banking relationships, managerial incentives, and board monitoring on corporate cash holdings: an emerging market perspective," Review of Quantitative Finance and Accounting, Springer, vol. 44(2), pages 353-378, February.
    6. Yu, Hai-Chin & Sopranzetti, Ben J. & Lee, Cheng-Few, 2012. "Multiple banking relationships, managerial ownership concentration and firm value: A simultaneous equations approach," The Quarterly Review of Economics and Finance, Elsevier, vol. 52(3), pages 286-297.
    7. Li, Tongxia & Lu, Chun & Chen, Zhihua, 2023. "The unintended consequence of collateral-based financing: Evidence from corporate cost behavior," Journal of Contemporary Accounting and Economics, Elsevier, vol. 19(1).
    8. Luong, Thanh Son & Qiu, Buhui & Wu, Yi (Ava), 2021. "Does it pay to be socially connected with wall street brokerages? Evidence from cost of equity," Journal of Corporate Finance, Elsevier, vol. 68(C).
    9. Białek-Jaworska Anna & Krawczyk Tomasz, 2019. "Corporate bonds or bank loans? The choice of funding sources and information disclosure of Polish listed companies," Central European Economic Journal, Sciendo, vol. 6(53), pages 262-285, January.
    10. Davydov, Denis, 2016. "Debt structure and corporate performance in emerging markets," Research in International Business and Finance, Elsevier, vol. 38(C), pages 299-311.
    11. Meneghetti, Costanza, 2012. "Managerial Incentives and the Choice between Public and Bank Debt," Journal of Corporate Finance, Elsevier, vol. 18(1), pages 65-91.
    12. Cline, Brandon N. & Fu, Xudong & Tang, Tian, 2020. "Shareholder investment horizons and bank debt financing," Journal of Banking & Finance, Elsevier, vol. 110(C).
    13. Li, Keming, 2020. "Does Information Asymmetry Impede Market Efficiency? Evidence from Analyst Coverage," Journal of Banking & Finance, Elsevier, vol. 118(C).
    14. Derrien, François & Kecskés, Ambrus & Mansi, Sattar A., 2016. "Information asymmetry, the cost of debt, and credit events: Evidence from quasi-random analyst disappearances," Journal of Corporate Finance, Elsevier, vol. 39(C), pages 295-311.
    15. May, Anthony D., 2014. "Corporate liquidity and the contingent nature of bank credit lines: Evidence on the costs and consequences of bank default," Journal of Corporate Finance, Elsevier, vol. 29(C), pages 410-429.
    16. Boubaker, Sabri & Saffar, Walid & Sassi, Syrine, 2018. "Product market competition and debt choice," Journal of Corporate Finance, Elsevier, vol. 49(C), pages 204-224.
    17. Ben-Nasr, Hamdi & Boubaker, Sabri & Sassi, Syrine, 2021. "Board reforms and debt choice," Journal of Corporate Finance, Elsevier, vol. 69(C).
    18. Ma, Zhiming & Stice, Derrald & Williams, Christopher, 2019. "The effect of bank monitoring on public bond terms," Journal of Financial Economics, Elsevier, vol. 133(2), pages 379-396.
    19. Daniševská, P. & de Jong, A. & Verbeek, M.J.C.M., 2004. "Do Banks Influence the Capital Structure Choices of Firms?," ERIM Report Series Research in Management ERS-2004-040-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.
    20. Chen, Haosi & Maslar, David A. & Serfling, Matthew, 2020. "Asset redeployability and the choice between bank debt and public debt," Journal of Corporate Finance, Elsevier, vol. 64(C).

    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:inm:ormnsc:v:65:y:2019:i:12:p:5676-5696. 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: Chris Asher (email available below). General contact details of provider: https://edirc.repec.org/data/inforea.html .

    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.