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Two-Sided Matching and Spread Determinants in the Loan Market

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  • Jiawei Chen

    (Department of Economics, University of California-Irvine)

Abstract

Empirical work on bank loans typically regresses loan spreads (markups of loan interest rates over a benchmark rate) on observed characteristics of banks, firms, and loans. The estimation is problematic when some of these characteristics are only partially observed and the matching of banks and firms is endogenously determined because they prefer partners that have higher quality. We study the U.S. bank loan market with a two-sided matching model to control for the endogenous matching, and obtain Bayesian inference using a Gibbs sampling algorithm with data augmentation. We find evidence of positive assortative matching of sizes, explained by similar relationships between quality and size on both sides of the market. Banks' risk and firms' risk are important factors in their quality. Controlling for the endogenous matching has a strong impact on estimated coefficients in the loan spread equation.

Suggested Citation

  • Jiawei Chen, 2006. "Two-Sided Matching and Spread Determinants in the Loan Market," Working Papers 060702, University of California-Irvine, Department of Economics.
    • Handle: RePEc:irv:wpaper:060702
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    as
    1. Linda Y. Wong, 2003. "Structural Estimation of Marriage Models," Journal of Labor Economics, University of Chicago Press, vol. 21(3), pages 699-728, July.
    2. Daniel A. Ackerberg & Maristella Botticini, 2002. "Endogenous Matching and the Empirical Determinants of Contract Form," Journal of Political Economy, University of Chicago Press, vol. 110(3), pages 564-591, June.
    3. Chitru S. Fernando & Vladimir A. Gatchev & Paul A. Spindt, 2005. "Wanna Dance? How Firms and Underwriters Choose Each Other," Journal of Finance, American Finance Association, vol. 60(5), pages 2437-2469, October.
    4. 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.
    5. Oi, Walter Y, 1983. "Heterogeneous Firms and the Organization of Production," Economic Inquiry, Western Economic Association International, vol. 21(2), pages 147-171, April.
    6. Berger, Allen N. & Miller, Nathan H. & Petersen, Mitchell A. & Rajan, Raghuram G. & Stein, Jeremy C., 2005. "Does function follow organizational form? Evidence from the lending practices of large and small banks," Journal of Financial Economics, Elsevier, vol. 76(2), pages 237-269, May.
    7. Anil K. Kashyap & Jeremy C. Stein, 1994. "Monetary Policy and Bank Lending," NBER Chapters, in: Monetary Policy, pages 221-261, National Bureau of Economic Research, Inc.
    8. Lancaster, Tony, 1997. "Exact Structural Inference in Optimal Job-Search Models," Journal of Business & Economic Statistics, American Statistical Association, vol. 15(2), pages 165-179, April.
    9. John Geweke, 1999. "Using simulation methods for bayesian econometric models: inference, development,and communication," Econometric Reviews, Taylor & Francis Journals, vol. 18(1), pages 1-73.
    10. Douglas W. Diamond & Raghuram G. Rajan, 2000. "A Theory of Bank Capital," Journal of Finance, American Finance Association, vol. 55(6), pages 2431-2465, December.
    11. 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.
    12. 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.
    13. Roth, Alvin E. & Sotomayor, Marilda, 1992. "Two-sided matching," Handbook of Game Theory with Economic Applications, in: R.J. Aumann & S. Hart (ed.), Handbook of Game Theory with Economic Applications, edition 1, volume 1, chapter 16, pages 485-541, Elsevier.
    14. Eeckhout, Jan, 2000. "On the uniqueness of stable marriage matchings," Economics Letters, Elsevier, vol. 69(1), pages 1-8, October.
    15. Allen, Franklin, 1990. "The market for information and the origin of financial intermediation," Journal of Financial Intermediation, Elsevier, vol. 1(1), pages 3-30, March.
    16. 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.
    17. Brickley, James A. & Linck, James S. & Smith, Clifford Jr., 2003. "Boundaries of the firm: evidence from the banking industry," Journal of Financial Economics, Elsevier, vol. 70(3), pages 351-383, December.
    18. 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.
    19. Alex Stomper, 2006. "A Theory of Banks' Industry Expertise, Market Power, and Credit Risk," Management Science, INFORMS, vol. 52(10), pages 1618-1633, October.
    20. Jayaratne, Jith & Morgan, Donald P, 2000. "Capital Market Frictions and Deposit Constraints at Banks," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 32(1), pages 74-92, February.
    21. Marc R. Saidenberg & Philip E. Strahan, 1999. "Are banks still important for financing large businesses?," Current Issues in Economics and Finance, Federal Reserve Bank of New York, vol. 5(Jul).
    22. Joshua D. Coval & Tobias J. Moskowitz, 2001. "The Geography of Investment: Informed Trading and Asset Prices," Journal of Political Economy, University of Chicago Press, vol. 109(4), pages 811-841, August.
    23. Spurr, Stephen J, 1987. "How the Market Solves an Assignment Problem: The Matching of Lawyers with Legal Claims," Journal of Labor Economics, University of Chicago Press, vol. 5(4), pages 502-532, October.
    24. Hubbard, R Glenn & Kuttner, Kenneth N & Palia, Darius N, 2002. "Are There Bank Effects in Borrowers' Costs of Funds? Evidence from a Matched Sample of Borrowers and Banks," The Journal of Business, University of Chicago Press, vol. 75(4), pages 559-581, October.
    25. John Geweke, 1999. "Using Simulation Methods for Bayesian Econometric Models," Computing in Economics and Finance 1999 832, Society for Computational Economics.
    26. Berger, Allen N. & Udell, Gregory F., 1990. "Collateral, loan quality and bank risk," Journal of Monetary Economics, Elsevier, vol. 25(1), pages 21-42, January.
    27. Angbazo, Lazarus A. & Mei, Jianping & Saunders, Anthony, 1998. "Credit spreads in the market for highly leveraged transaction loans," Journal of Banking & Finance, Elsevier, vol. 22(10-11), pages 1249-1282, October.
    28. John Geweke & Gautam Gowrisankaran & Robert J. Town, 2003. "Bayesian Inference for Hospital Quality in a Selection Model," Econometrica, Econometric Society, vol. 71(4), pages 1215-1238, July.
    29. Roberts, G. O. & Smith, A. F. M., 1994. "Simple conditions for the convergence of the Gibbs sampler and Metropolis-Hastings algorithms," Stochastic Processes and their Applications, Elsevier, vol. 49(2), pages 207-216, February.
    30. Billett, Matthew T & Flannery, Mark J & Garfinkel, Jon A, 1995. "The Effect of Lender Identity on a Borrowing Firm's Equity Return," Journal of Finance, American Finance Association, vol. 50(2), pages 699-718, June.
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    Cited by:

    1. Jeremy T. Fox & David H. Hsu & Chenyu Yang, 2012. "Unobserved Heterogeneity in Matching Games with an Application to Venture Capital," NBER Working Papers 18168, National Bureau of Economic Research, Inc.
    2. Kaniska Dam, 2007. "A Two-Sided Matching Model of Monitored Finance," Working Papers DTE 383, CIDE, División de Economía.
    3. Ueda, Masako & Li, Fei, 2005. "CEO-Firm Match and Principal-Agent Problem," CEPR Discussion Papers 5119, C.E.P.R. Discussion Papers.
    4. Gupta, Anurag & Singh, Ajai K. & Zebedee, Allan A., 2008. "Liquidity in the pricing of syndicated loans," Journal of Financial Markets, Elsevier, vol. 11(4), pages 339-376, November.

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    More about this item

    Keywords

    Two-sided matching; Loan spread; Bayesian inference; Gibbs sampling with data augmentation;
    All these keywords.

    JEL classification:

    • C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Bayesian Analysis: General
    • C78 - Mathematical and Quantitative Methods - - Game Theory and Bargaining Theory - - - Bargaining Theory; Matching Theory
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • L11 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Production, Pricing, and Market Structure; Size Distribution of Firms

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