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Industry heterogeneity in the risk-taking channel

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  • Delis, Manthos D.
  • Iosifidi, Maria
  • Mylonidis, Nikolaos

Abstract

We contend that industry heterogeneity in risk and financing has important implications for the passthrough of monetary policy to corporate loan spreads. Existing literature on the risk-taking channel shows that lax monetary policy induces bank risk-taking, and this implies that industries’ risk profiles might induce asymmetries in monetary policy passthrough. Using U.S. syndicated loans over 1984-2018, we examine industry heterogeneity in the potency of the risk-taking channel and assess how this heterogeneity affects firms’ performance. We find that a one percentage point decrease in the shadow rate increases loan cost by approximately 30 basis points in the mining-construction and manufacturing sectors. The effect is lower in the services and transportation-utilities industries, while it is insignificant in the trade and finance sectors. The identified differences in the potency of the risk-taking channel explain a significant part of the inferior firm performance of highly affected sectors in the year after loan origination.

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  • Delis, Manthos D. & Iosifidi, Maria & Mylonidis, Nikolaos, 2021. "Industry heterogeneity in the risk-taking channel," Economic Modelling, Elsevier, vol. 104(C).
    • Handle: RePEc:eee:ecmode:v:104:y:2021:i:c:s0264999321002108
    DOI: 10.1016/j.econmod.2021.105621
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    as
    1. Colletaz, Gilbert & Levieuge, Grégory & Popescu, Alexandra, 2018. "Monetary policy and long-run systemic risk-taking," Journal of Economic Dynamics and Control, Elsevier, vol. 86(C), pages 165-184.
    2. Kee‐Hong Bae & Vidhan K. Goyal, 2009. "Creditor Rights, Enforcement, and Bank Loans," Journal of Finance, American Finance Association, vol. 64(2), pages 823-860, April.
    3. Ngambou Djatche, Melchisédek Joslem, 2019. "Re-exploring the nexus between monetary policy and banks' risk-taking," Economic Modelling, Elsevier, vol. 82(C), pages 294-307.
    4. Mariassunta Giannetti & Andrei Simonov, 2013. "On the Real Effects of Bank Bailouts: Micro Evidence from Japan," American Economic Journal: Macroeconomics, American Economic Association, vol. 5(1), pages 135-167, January.
    5. Paligorova, Teodora & Santos, João A.C., 2017. "Monetary policy and bank risk-taking: Evidence from the corporate loan market," Journal of Financial Intermediation, Elsevier, vol. 30(C), pages 35-49.
    6. Dell'Ariccia, Giovanni & Laeven, Luc & Marquez, Robert, 2010. "Monetary Policy, Leverage, and Bank Risk-Taking," Working Papers 11-05, University of Pennsylvania, Wharton School, Weiss Center.
    7. Viral V Acharya & Tim Eisert & Christian Eufinger & Christian Hirsch, 2019. "Whatever It Takes: The Real Effects of Unconventional Monetary Policy," The Review of Financial Studies, Society for Financial Studies, vol. 32(9), pages 3366-3411.
    8. Acharya, Viral & Naqvi, Hassan, 2012. "The seeds of a crisis: A theory of bank liquidity and risk taking over the business cycle," Journal of Financial Economics, Elsevier, vol. 106(2), pages 349-366.
    9. Edward E. Leamer, 2007. "Housing is the business cycle," Proceedings - Economic Policy Symposium - Jackson Hole, Federal Reserve Bank of Kansas City, pages 149-233.
    10. Craig S. Hakkio & George A. Kahn, 2014. "Evaluating monetary policy at the zero lower bound," Macro Bulletin, Federal Reserve Bank of Kansas City, pages 1-2, July.
    11. repec:zbw:bofrdp:2014_003 is not listed on IDEAS
    12. Giovanni Dell'Ariccia & Luc Laeven & Gustavo A. Suarez, 2017. "Bank Leverage and Monetary Policy's Risk-Taking Channel: Evidence from the United States," Journal of Finance, American Finance Association, vol. 72(2), pages 613-654, April.
    13. Philip E. Strahan, 1999. "Borrower risk and the price and nonprice terms of bank loans," Staff Reports 90, Federal Reserve Bank of New York.
    14. Iosifidi, Maria & Kokas, Sotirios, 2015. "Who lends to riskier and lower-profitability firms? Evidence from the syndicated loan market," Journal of Banking & Finance, Elsevier, vol. 61(S1), pages 14-21.
    15. Borio, Claudio & Zhu, Haibin, 2012. "Capital regulation, risk-taking and monetary policy: A missing link in the transmission mechanism?," Journal of Financial Stability, Elsevier, vol. 8(4), pages 236-251.
    16. Bengt Holmstrom & Jean Tirole, 1997. "Financial Intermediation, Loanable Funds, and The Real Sector," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(3), pages 663-691.
    17. Angeloni, Ignazio & Faia, Ester & Lo Duca, Marco, 2015. "Monetary policy and risk taking," Journal of Economic Dynamics and Control, Elsevier, vol. 52(C), pages 285-307.
    18. Gilbert Colletaz & Grégory Levieuge & Alexandra Popescu, 2018. "Monetary policy and long-run systemic risk-taking," Post-Print hal-03532481, HAL.
    19. Buch, Claudia M. & Eickmeier, Sandra & Prieto, Esteban, 2014. "In search for yield? Survey-based evidence on bank risk taking," Journal of Economic Dynamics and Control, Elsevier, vol. 43(C), pages 12-30.
    20. Yener Altunbas & Leonardo Gambacorta & David Marques-Ibanez, 2014. "Does Monetary Policy Affect Bank Risk?," International Journal of Central Banking, International Journal of Central Banking, vol. 10(1), pages 95-136, March.
    21. 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.
    22. Mr. Giovanni Dell'Ariccia & Mr. Gianni De Nicolo & Mr. Luc Laeven & Mr. Fabian Valencia, 2010. "Monetary Policy and Bank Risk-Taking," IMF Staff Position Notes 2010/009, International Monetary Fund.
    23. Delis, Manthos D. & Kouretas, Georgios P., 2011. "Interest rates and bank risk-taking," Journal of Banking & Finance, Elsevier, vol. 35(4), pages 840-855, April.
    24. Dubecq, S. & Mojon, B. & Ragot, X., 2009. "Fuzzy Capital Requirements, Risk-Shifting and the Risk Taking Channel of Monetary Policy," Working papers 254, Banque de France.
    25. Emi Nakamura & Jón Steinsson, 2018. "High-Frequency Identification of Monetary Non-Neutrality: The Information Effect," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(3), pages 1283-1330.
    26. Tobias Berg & Anthony Saunders & Sascha Steffen, 2016. "The Total Cost of Corporate Borrowing in the Loan Market: Don't Ignore the Fees," Journal of Finance, American Finance Association, vol. 71(3), pages 1357-1392, June.
    27. Jensen, Michael C, 1986. "Agency Costs of Free Cash Flow, Corporate Finance, and Takeovers," American Economic Review, American Economic Association, vol. 76(2), pages 323-329, May.
    28. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769.
    29. repec:zbw:bofrdp:2017_018 is not listed on IDEAS
    30. Edward I. Altman, 1968. "Financial Ratios, Discriminant Analysis And The Prediction Of Corporate Bankruptcy," Journal of Finance, American Finance Association, vol. 23(4), pages 589-609, September.
    31. Han Chen & Vasco Cúrdia & Andrea Ferrero, 2012. "The Macroeconomic Effects of Large‐scale Asset Purchase Programmes," Economic Journal, Royal Economic Society, vol. 122(564), pages 289-315, November.
    32. Valencia, Fabián, 2014. "Monetary policy, bank leverage, and financial stability," Journal of Economic Dynamics and Control, Elsevier, vol. 47(C), pages 20-38.
    33. Tobias Adrian & Hyun Song Shin, 2008. "Liquidity, monetary policy, and financial cycles," Current Issues in Economics and Finance, Federal Reserve Bank of New York, vol. 14(Jan).
    34. Edward I. Altman, 1968. "The Prediction Of Corporate Bankruptcy: A Discriminant Analysis," Journal of Finance, American Finance Association, vol. 23(1), pages 193-194, March.
    35. Vasso Ioannidou & Steven Ongena & José-Luis Peydró, 2015. "Monetary Policy, Risk-Taking, and Pricing: Evidence from a Quasi-Natural Experiment," Review of Finance, European Finance Association, vol. 19(1), pages 95-144.
    36. Tobias Adrian & Hyun Song Shin, 2008. "Liquidity and financial cycles," BIS Working Papers 256, Bank for International Settlements.
    37. Afanasyeva, Elena & Güntner, Jochen, 2020. "Bank market power and the risk channel of monetary policy," Journal of Monetary Economics, Elsevier, vol. 111(C), pages 118-134.
    38. Brana, Sophie & Campmas, Alexandra & Lapteacru, Ion, 2019. "(Un)Conventional monetary policy and bank risk-taking: A nonlinear relationship," Economic Modelling, Elsevier, vol. 81(C), pages 576-593.
    39. Raghuram G. Rajan, 2005. "Has financial development made the world riskier?," Proceedings - Economic Policy Symposium - Jackson Hole, Federal Reserve Bank of Kansas City, issue Aug, pages 313-369.
    40. Hasan, Iftekhar & Hoi, Chun Keung (Stan) & Wu, Qiang & Zhang, Hao, 2014. "Beauty is in the eye of the beholder: The effect of corporate tax avoidance on the cost of bank loans," Journal of Financial Economics, Elsevier, vol. 113(1), pages 109-130.
    41. Manthos D. Delis & Iftekhar Hasan & Nikolaos Mylonidis, 2017. "The Risk‐Taking Channel of Monetary Policy in the U.S.: Evidence from Corporate Loan Data," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 49(1), pages 187-213, February.
    42. Gabriel Jiménez & Steven Ongena & José‐Luis Peydró & Jesús Saurina, 2014. "Hazardous Times for Monetary Policy: What Do Twenty‐Three Million Bank Loans Say About the Effects of Monetary Policy on Credit Risk‐Taking?," Econometrica, Econometric Society, vol. 82(2), pages 463-505, March.
    43. Claudio Borio, 2014. "The financial cycle and macroeconomics: what have we learned and what are the policy implications?," Chapters, in: Ewald Nowotny & Doris Ritzberger-Grünwald & Peter Backé (ed.), Financial Cycles and the Real Economy, chapter 2, pages 10-35, Edward Elgar Publishing.
    44. Angela Maddaloni & Jose-Luis Peydro, 2011. "Bank Risk-taking, Securitization, Supervision, and Low Interest Rates: Evidence from the Euro-area and the U.S. Lending Standards," The Review of Financial Studies, Society for Financial Studies, vol. 24(6), pages 2121-2165.
    45. Guangye Cao & Jonathan L. Willis, 2015. "Has the U.S. economy become less interest rate sensitive?," Macro Bulletin, Federal Reserve Bank of Kansas City, pages 1-3, July.
    46. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    47. Gaggl, Paul & Valderrama, Maria Teresa, 2019. "Do Banks Take Unusual Risks When Interest Rates Are Expected To Stay Low For A Long Time?," Macroeconomic Dynamics, Cambridge University Press, vol. 23(6), pages 2409-2433, September.
    48. Giovanni Dell'Ariccia, 2010. "Monetary Policy and Bank Risk-Taking," IMF Staff Position Notes 2010/09, International Monetary Fund.
    49. de Moraes, Claudio Oliveira & Montes, Gabriel Caldas & Antunes, José Américo Pereira, 2016. "How does capital regulation react to monetary policy? New evidence on the risk-taking channel," Economic Modelling, Elsevier, vol. 56(C), pages 177-186.
    50. Ivashina, Victoria, 2009. "Asymmetric information effects on loan spreads," Journal of Financial Economics, Elsevier, vol. 92(2), pages 300-319, May.
    51. Borio, Claudio, 2014. "The financial cycle and macroeconomics: What have we learnt?," Journal of Banking & Finance, Elsevier, vol. 45(C), pages 182-198.
    52. Kabundi, Alain & De Simone, Francisco Nadal, 2020. "Monetary policy and systemic risk-taking in the euro area banking sector," Economic Modelling, Elsevier, vol. 91(C), pages 736-758.
    53. Nishant Dass & Massimo Massa, 2011. "The Impact of a Strong Bank-Firm Relationship on the Borrowing Firm," The Review of Financial Studies, Society for Financial Studies, vol. 24(4), pages 1204-1260.
    54. Jawadi, Fredj & Sousa, Ricardo M. & Traverso, Raffaella, 2017. "On The Macroeconomic And Wealth Effects Of Unconventional Monetary Policy," Macroeconomic Dynamics, Cambridge University Press, vol. 21(5), pages 1189-1204, July.
    55. Taylor, John B., 1993. "Discretion versus policy rules in practice," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 39(1), pages 195-214, December.
    56. Delis, Manthos & Politsidis, Panagiotis & Sarno, Lucio, 2018. "Foreign currency lending," MPRA Paper 88197, University Library of Munich, Germany.
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    More about this item

    Keywords

    Bank risk-taking; Monetary policy; United States; Syndicated loans; Industry heterogeneity; Firm performance;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G01 - Financial Economics - - General - - - Financial Crises
    • E43 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Interest Rates: Determination, Term Structure, and Effects
    • E52 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Monetary Policy

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