Art by Amanda Sage https://www.amandasage.com/
Bushman’s PhD Seminar Fall 2018
Mixed data sampling; the role of accounting information in debt contracting
The course begins with a guest lecture on mixed data sampling, and then turns to a deep dive into debt contracting. We will consider the economics of debt including issues of information asymmetry; incentive conflicts between borrowers and lenders, and between lenders in loan syndicates; loan syndicate structure; and loan contract terms, covenant package design and renegotiation. The main emphasis will be on the role of accounting information in debt contracting.
I expect you to come to class having read the assigned papers. Some of the papers are quite difficult (e.g., theory papers), and so I recommend reading them to the point of diminishing returns. For some papers, it may require coming back to it again (and perhaps again and again) to fully internalize the idea. No one said it was easy!
Session Details
Session 1 Wednesday October 24th: 2:00pm to 5:00pm, Room 3575
Ryan Ball from Michigan will develop in some depth the Mixed Data Sampling (MIDAS) approach to empirical research designs.
Information loss from aggregation pervades most areas of accounting research and includes both temporal and cross-sectional aggregation. For example, stock returns observed on a daily basis are temporally aggregated to construct an annual return in order to measure and test for an association with annual earnings. Aggregation neglects potentially important variation in how the daily returns are temporally distributed throughout the fiscal year, such as the beginning vs. the end of fiscal year, or disclosure dates vs. non-disclosure dates. In a second example, earnings forecast errors of individual analysts in the cross-section are averaged to form a consensus earnings surprise and then measure its association with the market reaction at earnings announcement. Such aggregation neglects potentially important variation in observable characteristics of the individual forecasts, such as how recently each forecast was issued and the prior accuracy of each analyst. MIDAS regression models parsimoniously incorporate variation embedded in existing economic data that are observed at much higher frequencies than accounting data.
Papers for Class Discussion
We will discuss papers 2, 4 and 5 in some detail, while papers 1 and 3 will be briefly referred to.
There is a Risk-Return Trade-Off After All, Ghysels, Santa-Clara, and Valkanov (JFE, 2005). Only “gloss” over this paper. Ryan will use it as a way of illustrating the state of the MIDAS literature when he picked it up back in 2007.
A Mixed Data Sampling Approach to Accounting Research. Ball, Ryan T. and Gallo, Lindsey A., (September 16, 2018).
Dissecting Earning Recognition Timeliness, Ball and Easton (2013). Just “Gloss” over this paper.
Does It Pay to 'Be Like Mike'? Aspirational Peer Firms and Relative Performance Evaluation, Ball, Bonham, and Hemmer (2018)
Tilting the Evidence: The Role of Firm-Level Earnings Attributes in the Relation between Aggregated Earnings and Gross Domestic Product, Ball, Gallo, and Ghysels (2018)
Session 2 Wednesday October 31st: 2:00pm to 5:00pm, Room 3575
The economics of debt contracting: An Overview beginning with Modigliani and Miller 1958
Papers for Class Discussion
The Leverage Ratchet Effect. Admati, Anat R. and DeMarzo, Peter M. and Hellwig, Martin F. and Pfleiderer, Paul C., Journal of Finance, Volume 73, Issue 1, February 2018. We will primarily focus on Part I Debt Overhang and Leverage Distortions.
Accounting Information in Financial Contracting: The Incomplete Contract Theory Perspective. Journal of Accounting Research, 54, 2016. Christensen, Hans Bonde and Nikolaev, Valeri V. and Wittenberg Moerman, Regina.
Valuable Reviews of Debt Contracting Literature
Financial Contracting: A Survey of Empirical Research and Future Directions. Roberts, Michael R. and Sufi, Amir, Annual Review of Financial Economics, Vol. 1, pp. 207-226, 2009.
The Role of Information and Financial Reporting in Corporate Governance and Debt Contracting. Journal of Accounting and Economics, 50 (2010) 179-234. Section 5 discusses the role of financial reporting in the design of debt contracts.
Other Classic Literature
Jensen, M., and W. Meckling, 1976, “Theory of the firm: managerial behavior, agency costs and ownership structure,” Journal of Financial Economics 3, 305-360.
Jensen M., 1986, “Agency costs of free cash flow, corporate finance and takeovers,” American Economic Review 76, 323-329
Modigliani, F., and M. Miller, 1958, “The cost of capital, corporation finance, and the theory of investment,” American Economic Review 48, 261-297.
Myers, S., and N. Majluf, 1984, “Corporate financing and investment decisions when firms have information that investors do not have,” Journal of Financial Economics 13, 187-221.
Townsend R., 1979, “Optimal contracts and competitive markets with costly state verification,” Journal of Economic Theory 21, 265-293.
Aghion, P., and P. Bolton, 1992, “An incomplete contracts approach to financial contracting,” Review of Economic Studies 59, 473-494.
Session 3 Wednesday November 7th: 2:00pm to 5:00pm, Room 3575
Asymmetric Information in the syndicated loan market
Papers for Class Discussion
Sufi, Amir, Information Asymmetry and Financing Arrangements: Evidence from Syndicated Loans . Journal of Finance, April 2007, 62(2), 629-668.
Ivashina, Victoria. "Asymmetric Information Effects on Loan Spreads." Journal of Financial Economics 92, no. 2 (May 2009): 300–319.
The Debt-Contracting Value of Accounting Information and Loan Syndicate Structure,” Ryan Ball, Robert Bushman and Florin Vasvari, 2008. Journal of Accounting Research Vol. 46 No. 2 May 2008.
Other Literature
Bord, Vitaly and Santos, João A. C., The Rise of the Originate-to-Distribute Model and the Role of Banks in Financial Intermediation. Economic Policy Review, Vol. 18, No. 2, 21-34, July 2012.
Dennis, S., Mullineaux, D.J., 2000. Syndicated loans. Journal of Financial Intermediation 9, 404-426.
Lee, S., and D.Mullineaux. “Monitoring, Financial Distress, and the Structure of Commercial Lending Syndicates.” Financial Management 33 (2004): 107–30.
Pichler, P., and W. Wilhelm. “A Theory of the Syndicate: Form Follows Function.” Journal of Finance 56 (2001): 2237–64.
Diamond, D., 1984. Financial intermediation and delegated monitoring. Review of Economic Studies 51 (3), 393–414.
Pyle, David H. and Leland, Hayne E., Information Asymmetries, Financial Structure, and Financial Intermediation (1977). Journal of Finance, Vol. 32, Issue 2, p. 371-387.
Ivanov, Ivan and Santos, João A. C. and Vo, Thu, The Transformation of Banking: Tying Loan Interest Rates to Borrowers' CDS Spreads. Journal of Corporate Finance, Volume 38, June 2016, Pages 150-165.
Session 4 Wednesday November 14th: 2:00pm to 5:00pm, Room 4015
The role of public information in private debt contracts
Papers for Class Discussion
Rajan, R., 1992, Insiders and outsiders: The choice between informed and arm's-length debt, Journal of Finance, 47, 1367-1400
The Informational Role of the Media in Private Lending, with Christopher Williams and Regina Wittenberg-Moerman, Journal of Accounting Research Volume 55, Issue 1, March 2017: 115–152.
Bushman and Wittenberg Moerman, The Role of Bank Reputation in 'Certifying' Future Performance Implications of Borrowers' Accounting Numbers. Journal of Accounting Research, 2012, 50, 4, 883-930.
Other Literature
Ivashina, Victoria and Sun, Zheng, Institutional Demand Pressure and the Cost of Corporate Loans. Journal of Financial Economics (JFE), 99 (3), 500-522, 2011.
The Monitoring Incentive of Transactional and Relationship Lenders: Evidence from the Syndicated Loan Market. Yutao Li, Anthony Saunders, Pei Shao. Journal of Money, Credit and Banking, Volume 47, Issue 4, June 2015, Pages 701-735
Petersen, M., and R. Rajan, 1995, The effects of credit market competition on lending relationships, Quarterly Journal of Economics, 110, 407-43.
Boot, A., 2000, Relationship banking: What do we know?, Journal of Financial Intermediation, 9, 7–25.
Bushee, B., J. Core, W. Guay, and S. Hamm, 2010, The role of the business press as an information intermediary, Journal of Accounting Research, 48, 1–19.
Engelberg, J., and C. Parsons, 2011, The causal impact of media in financial markets. Journal of Finance, 66, 67–97.
Session 5 Wednesday November 21st: 2:00pm to 5:00pm, Room 3575
Loan Covenants and Accounting Information
Papers for Class Discussion
Dyreng, Scott and Vashishtha, Rahul and Weber, Joseph, Direct Evidence on the Informational Properties of Earnings in Loan Contracts. Journal of Accounting Research, Vol. 55, No. 2, 2017
Hans Christensen and Valeri Nikolaev, 2012. Capital versus Performance Covenants in Debt Contracts. Journal of Accounting Research Vol. 50 No. 1: 75-116.
Other Literature
Demiroglu, Cem and James, Christopher M., The Information Content of Bank Loan Covenants The Review of Financial Studies, Volume 23, Issue 10, 1 October 2010, Pages 3700–3737
Caskey, J., and J. S. Hughes. "Assessing the Impact of Alternative Fair Value Measures on the Efficiency of Project Selection and Continuation." Accounting Review (2012): 483–512.
Wittenberg Moerman, Regina, The Role of Information Asymmetry and Financial Reporting Quality in Debt Trading: Evidence from the Secondary Loan Market. The Journal of Accounting & Economics, Volume 46, Issues 2–3, December 2008, 240-260.
Ball, Kothari, and Nikolaev, Econometrics of the Basu Asymmetric Timeliness Coefficient and Accounting Conservatism. Journal of Accounting Research, Vol. 51, No. 5, 2013.
Control Rights and Capital Structure: An Empirical Investigation, Amir Sufi and Michael Roberts, Journal of Finance, August 2009, 64(4), 1657-1695. Link to covenant violation dataset
How does Financing Impact Investment? The Role of Debt Covenants, Sudheer Chava and Michael Roberts 2008, Journal of Finance 63, 2085 - 2121.
Dey, Aiyesha and Nikolaev, Valeri V. and Wang, Xue, Disproportional Control Rights and the Governance Role of Debt. Management Science, Volume 62, Issue 9
September 2016, Pages iv-vii, 2457-2764
Session 6 Wednesday November 28th: 2:00pm to 5:00pm, Room 3575
Papers for Class Discussion
The Influence of Loan Officers on Debt Contract Design and Performance. Robert Bushman, Janet Gao, Joseph Pacelli and Xiumin Martin. WP
Demerjian, Peter R. and Owens, Edward L., Measuring the Probability of Financial Covenant Violation in Private Debt Contracts. Journal of Accounting & Economics (JAE), Vol. 61, No. 2-3, 2016.
Costello, Anna M. and Wittenberg Moerman, Regina, The Impact of Financial Reporting Quality on Debt Contracting: Evidence from Internal Control Weakness Reports. Journal of Accounting Research, Volume49, Issue1, March 2011, 97-136.
The Relation between Reporting Quality and Financing and Investment: Evidence from Shocks to Financing Capacity.” Balakrishnan, Karthik, John E. Core and Rodrigo Verdi. Journal of Accounting Research Vol. 52, No. 1 (2014): 1-36
Other Literature
Campbell, Dennis and Loumioti, Maria and Wittenberg Moerman, Regina, Making Sense of Soft Information: Interpretation Bias and Loan Quality, August 2018. WP.
Li, Ningzhong and Vasvari, Florin P. and Wittenberg Moerman, Regina, Dynamic Threshold Values in Earnings-Based Covenants. Journal of Accounting & Economics, Volume 61, Issues 2–3, April–May 2016, Pages 605-629.
Saavedra, Daniel, Debt Maturity, Investments, and the Choice of Covenants (May 16, 2018).
Session 7 Wednesday December 5th: 2:00pm to 5:00pm, Room 3575
Papers for Class Discussion
“Price Discovery and Dissemination of Private Information by Loan Syndicate Participants.” Bushman, Smith and Wittenberg-Moerman, Journal of Accounting Research Vol. 48 No. 5 December 2010.
Lim, J., B., Minton, and M. Weisbach, 2012, Syndicated loan spreads and the composition of the syndicate, Journal of Financial Economics (JFE), Vol. 111, No. 1, 2014.
Do Institutional Lenders Demand a Premium for Borrower Transparency? Bushman and Wittenberg-Moerman. Working paper
Other Literature
Massa, Massimo and Rehman, Zahid, Information Flows within Financial Conglomerates: Evidence from the Banks-Mutual Funds Relationship. Journal of Financial Economics (JFE), Vol. 89, No. 2, 2008.
Ivashina, Victoria and Sun, Zheng, Institutional Stock Trading on Loan Market Information. Journal of Financial Economics (JFE), 100 (2), 284-303, 2011.
Acharya, Viral V. and Johnson, Timothy C., Insider Trading in Credit Derivatives. Journal of Financial Economics, 84 (2007) 110–141
Session 8 Wednesday December 12th: 2:00pm to 5:00pm, Room 3575
Papers for Class Discussion
Dou, Yiwei, The Debt-Contracting Value of Accounting Numbers and Financial Covenant Renegotiation (February 9, 2018). Available at SSRN: https://ssrn.com/abstract=2154078
Nikolaev , Valeri V., Scope for Renegotiation in Private Debt Contracts. Journal of Accounting and Economics Volume 65, Issues 2–3, April–May 2018, Pages 270-301.
Saavedra, Daniel, Syndicate Size and the Choice of Covenants in Debt Contracts. The Accounting Review, Forthcoming.
Other Literature
Roberts, Michael R., The Role of Dynamic Renegotiation and Asymmetric Information in Financial Contracting. Journal of Financial Economics 116, 61-81. Link to renegotiation dataset used in the paper
Roberts, M., Sufi,A., 2009b. Renegotiation of financial contracts: evidence from private credit agreements. Journal of Financial Economics 93, 159–184.
Hart, O.,Moore,J.,1998.Default and renegotiation: a dynamic model of debt. Quarterly Journal of Economics 113,1–42.
Paligorova, Teodora and Santos, João A. C., Nonbank Investors and Loan Renegotiations (August 28, 2018).
Garleanu, N., Zwiebel,J.,2009. Design and renegotiation of debt covenants. Review of Financial Studies 22,749–781
Gorton, Gary B. and Kahn, James A., The Design of Bank Loan Contracts. Review of Financial Studies, Vol. 13, No. 2.