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Clustered pricing in the corporate loan market: Theory and empirical evidence

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  • Chaudhry, Sajid M.
  • Bajoori, Elnaz
  • Nandeibam, Shasi

Abstract

Existing theories explaining security price clustering as well as clustering in the retail deposit and mortgage markets are incompatible with the clustering in the corporate loan market. We develop a new theoretical model that the attitude of the lender toward the uncertainty about the quality of the borrower leads to the clustering of spreads. Our empirical results support our theoretical model and we find that clustering increases with the degree of uncertainty between the lender and the borrower. In contrast, clustering is less likely when the uncertainty about the quality of the borrower has been reduced through repeated access and through prior interactions of the lender and the borrower.

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  • Chaudhry, Sajid M. & Bajoori, Elnaz & Nandeibam, Shasi, 2019. "Clustered pricing in the corporate loan market: Theory and empirical evidence," Journal of Economic Behavior & Organization, Elsevier, vol. 157(C), pages 275-296.
  • Handle: RePEc:eee:jeborg:v:157:y:2019:i:c:p:275-296
    DOI: 10.1016/j.jebo.2017.12.019
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    1. repec:cup:cbooks:9781107034662 is not listed on IDEAS
    2. Charles Kahn & George Pennacchi & Ben Sopranzetti, 1999. "Bank Deposit Rate Clustering: Theory and Empirical Evidence," Journal of Finance, American Finance Association, vol. 54(6), pages 2185-2214, December.
    3. Roger G. Ibbotson & Jody L. Sindelar & Jay R Ritter, 1994. "The Market'S Problems With The Pricing Of Initial Public Offerings," Journal of Applied Corporate Finance, Morgan Stanley, vol. 7(1), pages 66-74, March.
    4. Ashton, John K. & Hudson, Robert S., 2008. "Interest rate clustering in UK financial services markets," Journal of Banking & Finance, Elsevier, vol. 32(7), pages 1393-1403, July.
    5. Nicola Cetorelli & Linda S. Goldberg, 2012. "Follow the Money: Quantifying Domestic Effects of Foreign Bank Shocks in the Great Recession," American Economic Review, American Economic Association, vol. 102(3), pages 213-218, May.
    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. Kandel, Shmuel & Sarig, Oded & Wohl, Avi, 2001. "Do investors prefer round stock prices? Evidence from Israeli IPO auctions," Journal of Banking & Finance, Elsevier, vol. 25(8), pages 1543-1551, August.
    8. Clifford A. Ball & Walter N. Torous & Adrian E. Tschoegl, 1985. "The degree of price resolution: The case of the gold market," Journal of Futures Markets, John Wiley & Sons, Ltd., vol. 5(1), pages 29-43, March.
    9. Eun, Cheol S. & Sabherwal, Sanjiv, 2002. "Forecasting exchange rates: Do banks know better?," Global Finance Journal, Elsevier, vol. 13(2), pages 195-215.
    10. Hao-Chen Liu & Mark David Witte, 2013. "Price Clustering in the U.S. Dollar/Taiwan Dollar Swap Market," The Financial Review, Eastern Finance Association, vol. 48(1), pages 77-96, February.
    11. Chaoshin Chiao & Zi‐May Wang, 2009. "Price Clustering: Evidence Using Comprehensive Limit‐Order Data," The Financial Review, Eastern Finance Association, vol. 44(1), pages 1-29, February.
    12. Inderst, Roman & Mueller, Holger M., 2007. "A lender-based theory of collateral," Journal of Financial Economics, Elsevier, vol. 84(3), pages 826-859, June.
    13. Christie, William G & Harris, Jeffrey H & Schultz, Paul H, 1994. "Why Did NASDAQ Market Makers Stop Avoiding Odd-Eighth Quotes?," Journal of Finance, American Finance Association, vol. 49(5), pages 1841-1860, December.
    14. Boot, Arnoud W A & Thakor, Anjan V & Udell, Gregory F, 1991. "Secured Lending and Default Risk: Equilibrium Analysis, Policy Implications and Empirical Results," Economic Journal, Royal Economic Society, vol. 101(406), pages 458-472, May.
    15. Benjamin M. Blau & Bonnie F. Van Ness & Robert A. Van Ness, 2012. "Trade Size And Price Clustering: The Case Of Short Sales And The Suspension Of Price Tests," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 35(2), pages 159-182, June.
    16. Chatterjee, Kalyan & Lee, Ching Chyi, 1998. "Bargaining and Search with Incomplete Information about Outside Options," Games and Economic Behavior, Elsevier, vol. 22(2), pages 203-237, February.
    17. Ivashina, Victoria, 2009. "Asymmetric information effects on loan spreads," Journal of Financial Economics, Elsevier, vol. 92(2), pages 300-319, May.
    18. 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.
    19. Chateauneuf, Alain & Eichberger, Jurgen & Grant, Simon, 2007. "Choice under uncertainty with the best and worst in mind: Neo-additive capacities," Journal of Economic Theory, Elsevier, vol. 137(1), pages 538-567, November.
    20. Champagne, Claudia & Coggins, Frank, 2012. "Common information asymmetry factors in syndicated loan structures," Journal of Banking & Finance, Elsevier, vol. 36(5), pages 1437-1451.
    21. Jimenez, Gabriel & Saurina, Jesus, 2004. "Collateral, type of lender and relationship banking as determinants of credit risk," Journal of Banking & Finance, Elsevier, vol. 28(9), pages 2191-2212, September.
    22. Kee H. Chung & Bonnie F. Van Ness & Robert A. Van Ness, 2002. "Spreads, Depths, and Quote Clustering on the NYSE and Nasdaq: Evidence after the 1997 Securities and Exchange Commission Rule Changes," The Financial Review, Eastern Finance Association, vol. 37(4), pages 481-505, November.
    23. Gorton, Gary B. & Pennacchi, George G., 1995. "Banks and loan sales Marketing nonmarketable assets," Journal of Monetary Economics, Elsevier, vol. 35(3), pages 389-411, June.
    24. Chaudhry, Sajid M. & Kleimeier, Stefanie, 2015. "Lead arranger reputation and the structure of loan syndicates," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 38(C), pages 116-126.
    25. Rieko Ishii, 2014. "Bid Roundness Under Collusion in Japanese Procurement Auctions," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 44(3), pages 241-254, May.
    26. Nicola Cetorelli & Linda S Goldberg, 2011. "Global Banks and International Shock Transmission: Evidence from the Crisis," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 59(1), pages 41-76, April.
    27. Jimenez, Gabriel & Salas, Vicente & Saurina, Jesus, 2006. "Determinants of collateral," Journal of Financial Economics, Elsevier, vol. 81(2), pages 255-281, August.
    28. Levine, Ross, 2005. "Finance and Growth: Theory and Evidence," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 12, pages 865-934, Elsevier.
    29. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    30. Giannetti, Mariassunta & Laeven, Luc, 2012. "The flight home effect: Evidence from the syndicated loan market during financial crises," Journal of Financial Economics, Elsevier, vol. 104(1), pages 23-43.
    31. Christie, William G & Schultz, Paul H, 1994. "Why Do NASDAQ Market Makers Avoid Odd-Eighth Quotes?," Journal of Finance, American Finance Association, vol. 49(5), pages 1813-1840, December.
    32. Hsuan‐Chi Chen & Jay R. Ritter, 2000. "The Seven Percent Solution," Journal of Finance, American Finance Association, vol. 55(3), pages 1105-1131, June.
    33. Brooks,Chris, 2014. "Introductory Econometrics for Finance," Cambridge Books, Cambridge University Press, number 9781107661455, December.
    34. Mark Carey & Greg Nini, 2007. "Is the Corporate Loan Market Globally Integrated? A Pricing Puzzle," Journal of Finance, American Finance Association, vol. 62(6), pages 2969-3007, December.
    35. Amir Sufi, 2007. "Information Asymmetry and Financing Arrangements: Evidence from Syndicated Loans," Journal of Finance, American Finance Association, vol. 62(2), pages 629-668, April.
    36. Besanko, David & Thakor, Anjan V, 1987. "Collateral and Rationing: Sorting Equilibria in Monopolistic and Competitive Credit Markets," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 28(3), pages 671-689, October.
    37. Kleimeier, S. & Chaudhry, S.M., 2013. "Negotiation and the clustering of corporate loan spreads," Research Memorandum 012, Maastricht University, Graduate School of Business and Economics (GSBE).
    38. Ralph De Haas & Iman Van Lelyveld, 2014. "Multinational Banks and the Global Financial Crisis: Weathering the Perfect Storm?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 46(s1), pages 333-364, February.
    39. Harris, Lawrence, 1991. "Stock Price Clustering and Discreteness," The Review of Financial Studies, Society for Financial Studies, vol. 4(3), pages 389-415.
    40. Stiglitz, Joseph E & Weiss, Andrew, 1981. "Credit Rationing in Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 71(3), pages 393-410, June.
    41. Popov, Alexander & Udell, Gregory F., 2012. "Cross-border banking, credit access, and the financial crisis," Journal of International Economics, Elsevier, vol. 87(1), pages 147-161.
    42. Sopranzetti, Ben J. & Datar, Vinay, 2002. "Price clustering in foreign exchange spot markets," Journal of Financial Markets, Elsevier, vol. 5(4), pages 411-417, October.
    43. Dan W. French & Taylor W. Foster, III, 2002. "Does Price Discreteness Affect the Increase in Return Volatility Following Stock Splits?," The Financial Review, Eastern Finance Association, vol. 37(2), pages 281-293, May.
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    More about this item

    Keywords

    Corporate loans; Interest rate clustering; Information asymmetry; Uncertainty;
    All these keywords.

    JEL classification:

    • D49 - Microeconomics - - Market Structure, Pricing, and Design - - - Other
    • D82 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Asymmetric and Private Information; Mechanism Design
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

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