IDEAS home Printed from https://ideas.repec.org/a/eee/empfin/v73y2023icp180-205.html
   My bibliography  Save this article

Customer–supplier relationships and non-linear financial policy response

Author

Listed:
  • Wong, Kacheng
  • Zhao, Longkai

Abstract

We investigate whether changes in the capital structure of major customers play an important role in determining the firm’s financial policy. Following Leary and Roberts (2014) and using average customer idiosyncratic equity return shocks, we find that a firm’s leverage ratio is negatively and nonlinearly affected by the leverage ratio of its major customers. This “customer effect” occurs only when the idiosyncratic equity shock to the customer firms is negative. Consistent with the prediction of the modified pecking order theory that firms are more concerned about excessively high leverage ratios than excessively low leverage ratios, supplier firms tend to significantly reduce their long-term debt in response to increases in the leverage ratios of their major customers but are insensitive to the inverse change. Finally, consistent with the stakeholder theory and the dynamic trade-off theory, we find that this capital structure correlation is more pronounced for firms producing specialized or unique products, firms with lower profitability, firms with weaker operational capabilities, firms that take more risks, firms whose customers operate in more competitive industries, and firms whose customers are more financially vulnerable. Our results contribute to identifying the dynamics and determinants of corporate capital structures.

Suggested Citation

  • Wong, Kacheng & Zhao, Longkai, 2023. "Customer–supplier relationships and non-linear financial policy response," Journal of Empirical Finance, Elsevier, vol. 73(C), pages 180-205.
  • Handle: RePEc:eee:empfin:v:73:y:2023:i:c:p:180-205
    DOI: 10.1016/j.jempfin.2023.06.004
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0927539823000634
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jempfin.2023.06.004?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
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Hovakimian, Armen & Opler, Tim & Titman, Sheridan, 2001. "The Debt-Equity Choice," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 36(1), pages 1-24, March.
    2. Richard Zeckhauser & Jayendu Patel & Darryll Hendricks, 1991. "Nonrational Actors and Financial Market Behavior," NBER Working Papers 3731, National Bureau of Economic Research, Inc.
    3. Oliveira, Mauro & Kadapakkam, Palani-Rajan & Beyhaghi, Mehdi, 2017. "Effects of customer financial distress on supplier capital structure," Journal of Corporate Finance, Elsevier, vol. 42(C), pages 131-149.
    4. 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.
    5. 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.
    6. Mark T. Leary & Michael R. Roberts, 2014. "Do Peer Firms Affect Corporate Financial Policy?," Journal of Finance, American Finance Association, vol. 69(1), pages 139-178, February.
    7. Ivo Welch, 2004. "Capital Structure and Stock Returns," Journal of Political Economy, University of Chicago Press, vol. 112(1), pages 106-131, February.
    8. James H. Scott Jr., 1976. "A Theory of Optimal Capital Structure," Bell Journal of Economics, The RAND Corporation, vol. 7(1), pages 33-54, Spring.
    9. Bolton, Patrick & Scharfstein, David S, 1990. "A Theory of Predation Based on Agency Problems in Financial Contracting," American Economic Review, American Economic Association, vol. 80(1), pages 93-106, March.
    10. Murray Z. Frank & Vidhan K. Goyal, 2009. "Capital Structure Decisions: Which Factors Are Reliably Important?," Financial Management, Financial Management Association International, vol. 38(1), pages 1-37, March.
    11. Daron Acemoglu & Vasco M. Carvalho & Asuman Ozdaglar & Alireza Tahbaz‐Salehi, 2012. "The Network Origins of Aggregate Fluctuations," Econometrica, Econometric Society, vol. 80(5), pages 1977-2016, September.
    12. Adhikari, Binay K. & Agrawal, Anup, 2018. "Peer influence on payout policies," Journal of Corporate Finance, Elsevier, vol. 48(C), pages 615-637.
    13. Eugene F. Fama, 2002. "Testing Trade-Off and Pecking Order Predictions About Dividends and Debt," The Review of Financial Studies, Society for Financial Studies, vol. 15(1), pages 1-33, March.
    14. Armen Hovakimian, 2004. "The Role of Target Leverage in Security Issues and Repurchases," The Journal of Business, University of Chicago Press, vol. 77(4), pages 1041-1072, October.
    15. Toni M. Whited & Guojun Wu, 2006. "Financial Constraints Risk," The Review of Financial Studies, Society for Financial Studies, vol. 19(2), pages 531-559.
    16. Gyimah, Daniel & Machokoto, Michael & Sikochi, Anywhere (Siko), 2020. "Peer influence on trade credit," Journal of Corporate Finance, Elsevier, vol. 64(C).
    17. Carhart, Mark M, 1997. "On Persistence in Mutual Fund Performance," Journal of Finance, American Finance Association, vol. 52(1), pages 57-82, March.
    18. Altinoglu, Levent, 2021. "The origins of aggregate fluctuations in a credit network economy," Journal of Monetary Economics, Elsevier, vol. 117(C), pages 316-334.
    19. 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.
    20. Rajan, Raghuram G & Zingales, Luigi, 1995. "What Do We Know about Capital Structure? Some Evidence from International Data," Journal of Finance, American Finance Association, vol. 50(5), pages 1421-1460, December.
    21. Shantanu Banerjee & Sudipto Dasgupta & Yungsan Kim, 2008. "Buyer–Supplier Relationships and the Stakeholder Theory of Capital Structure," Journal of Finance, American Finance Association, vol. 63(5), pages 2507-2552, October.
    22. Chu, Yongqiang, 2012. "Optimal capital structure, bargaining, and the supplier market structure," Journal of Financial Economics, Elsevier, vol. 106(2), pages 411-426.
    23. Lian, Yili, 2017. "Financial distress and customer-supplier relationships," Journal of Corporate Finance, Elsevier, vol. 43(C), pages 397-406.
    24. Itzkowitz, Jennifer, 2013. "Customers and cash: How relationships affect suppliers' cash holdings," Journal of Corporate Finance, Elsevier, vol. 19(C), pages 159-180.
    25. Mark T. Leary & Michael R. Roberts, 2005. "Do Firms Rebalance Their Capital Structures?," Journal of Finance, American Finance Association, vol. 60(6), pages 2575-2619, December.
    26. Kee-Hong Bae & Jin Wang, 2015. "Why Do Firms in Customer–Supplier Relationships Hold More Cash?," International Review of Finance, International Review of Finance Ltd., vol. 15(4), pages 489-520, December.
    27. Jesse A. Ellis & C. Edward Fee & Shawn E. Thomas, 2012. "Proprietary Costs and the Disclosure of Information About Customers," Journal of Accounting Research, Wiley Blackwell, vol. 50(3), pages 685-727, June.
    28. Tor Jacobson & Erik Schedvin, 2015. "Trade Credit and the Propagation of Corporate Failure: An Empirical Analysis," Econometrica, Econometric Society, vol. 83(4), pages 1315-1371, July.
    29. Boissay, Frédéric, 2006. "Credit chains and the propagation of financial distress," Working Paper Series 573, European Central Bank.
    30. Claudio Raddatz, 2010. "Credit Chains and Sectoral Comovement: Does the Use of Trade Credit Amplify Sectoral Shocks?," The Review of Economics and Statistics, MIT Press, vol. 92(4), pages 985-1003, November.
    31. Myers, Stewart C., 1977. "Determinants of corporate borrowing," Journal of Financial Economics, Elsevier, vol. 5(2), pages 147-175, November.
    32. Jean-Noël Barrot, 2016. "Trade Credit and Industry Dynamics: Evidence from Trucking Firms," Journal of Finance, American Finance Association, vol. 71(5), pages 1975-2016, October.
    33. repec:bla:jfinan:v:43:y:1988:i:1:p:1-19 is not listed on IDEAS
    34. Loughran, Tim & Ritter, Jay R, 1995. "The New Issues Puzzle," Journal of Finance, American Finance Association, vol. 50(1), pages 23-51, March.
    35. Charles F. Manski, 1993. "Identification of Endogenous Social Effects: The Reflection Problem," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 60(3), pages 531-542.
    36. Kale, Jayant R. & Shahrur, Husayn, 2007. "Corporate capital structure and the characteristics of suppliers and customers," Journal of Financial Economics, Elsevier, vol. 83(2), pages 321-365, February.
    37. Miguel Cardoso-Lecourtois, 2004. "Chain Reactions, Trade Credit and the Business Cycle," Econometric Society 2004 North American Summer Meetings 331, Econometric Society.
    38. Kolasinski, Adam C., 2009. "Subsidiary debt, capital structure and internal capital markets," Journal of Financial Economics, Elsevier, vol. 94(2), pages 327-343, November.
    39. Lauren Cohen & Andrea Frazzini, 2008. "Economic Links and Predictable Returns," Journal of Finance, American Finance Association, vol. 63(4), pages 1977-2011, August.
    40. 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.
    41. Hertzel, Michael G. & Li, Zhi & Officer, Micah S. & Rodgers, Kimberly J., 2008. "Inter-firm linkages and the wealth effects of financial distress along the supply chain," Journal of Financial Economics, Elsevier, vol. 87(2), pages 374-387, February.
    42. repec:bla:jfinan:v:44:y:1989:i:1:p:19-40 is not listed on IDEAS
    43. Myers, Stewart C., 1984. "Capital structure puzzle," Working papers 1548-84., Massachusetts Institute of Technology (MIT), Sloan School of Management.
    44. Marsh, Paul, 1982. "The Choice between Equity and Debt: An Empirical Study," Journal of Finance, American Finance Association, vol. 37(1), pages 121-144, March.
    45. Frederic Boissay & Reint Gropp, 2013. "Payment Defaults and Interfirm Liquidity Provision," Review of Finance, European Finance Association, vol. 17(6), pages 1853-1894.
    46. Hennessy, Christopher A. & Livdan, Dmitry, 2009. "Debt, bargaining, and credibility in firm-supplier relationships," Journal of Financial Economics, Elsevier, vol. 93(3), pages 382-399, September.
    47. Myers, Stewart C, 1984. "The Capital Structure Puzzle," Journal of Finance, American Finance Association, vol. 39(3), pages 575-592, July.
    48. Kim, Jeong-Bon & Song, Byron Y. & Zhang, Yue, 2015. "Earnings performance of major customers and bank loan contracting with suppliers," Journal of Banking & Finance, Elsevier, vol. 59(C), pages 384-398.
    49. Stewart C. Myers, 1984. "Capital Structure Puzzle," NBER Working Papers 1393, National Bureau of Economic Research, Inc.
    50. Santiago Carbó‐Valverde & Francisco Rodríguez‐Fernández & Gregory F. Udell, 2016. "Trade Credit, the Financial Crisis, and SME Access to Finance," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 48(1), pages 113-143, February.
    51. William C. Johnson & Jun‐Koo Kang & Sangho Yi, 2010. "The Certification Role of Large Customers in the New Issues Market," Financial Management, Financial Management Association International, vol. 39(4), pages 1425-1474, December.
    52. Jalilvand, Abolhassan & Harris, Robert S, 1984. "Corporate Behavior in Adjusting to Capital Structure and Dividend Targets: An Econometric Study," Journal of Finance, American Finance Association, vol. 39(1), pages 127-145, March.
    53. Peter MacKay & Gordon M. Phillips, 2005. "How Does Industry Affect Firm Financial Structure?," The Review of Financial Studies, Society for Financial Studies, vol. 18(4), pages 1433-1466.
    54. Philippe Jorion & Gaiyan Zhang, 2009. "Credit Contagion from Counterparty Risk," Journal of Finance, American Finance Association, vol. 64(5), pages 2053-2087, October.
    55. Korajczyk, Robert A. & Levy, Amnon, 2003. "Capital structure choice: macroeconomic conditions and financial constraints," Journal of Financial Economics, Elsevier, vol. 68(1), pages 75-109, April.
    56. Battiston, Stefano & Delli Gatti, Domenico & Gallegati, Mauro & Greenwald, Bruce & Stiglitz, Joseph E., 2007. "Credit chains and bankruptcy propagation in production networks," Journal of Economic Dynamics and Control, Elsevier, vol. 31(6), pages 2061-2084, June.
    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. Liu, Yi & Wu, Kai & Ruan, Sirui & Kassar, Maher, 2024. "Supplier concentration and the speed of capital structure adjustment," Pacific-Basin Finance Journal, Elsevier, vol. 85(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. Kayhan, Ayla & Titman, Sheridan, 2007. "Firms' histories and their capital structures," Journal of Financial Economics, Elsevier, vol. 83(1), pages 1-32, January.
    2. Cai, Jie & Zhang, Zhe, 2011. "Leverage change, debt overhang, and stock prices," Journal of Corporate Finance, Elsevier, vol. 17(3), pages 391-402, June.
    3. Rebel A. Cole, 2013. "What Do We Know about the Capital Structure of Privately Held US Firms? Evidence from the Surveys of Small Business Finance," Financial Management, Financial Management Association International, vol. 42(4), pages 777-813, December.
    4. G. Oka Warmana & I. Ketut Rahyuda & Ida Bagus Anom Purbawangsa & Ni Luh Gede Sri Artini, 2020. "Investigating Capital Structure Speed of Adjustment (SOA) of Indonesian Companies for Corporate Value," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 21(3), pages 215-231, September.
    5. Elsas, Ralf & Florysiak, David, 2008. "Empirical Capital Structure Research: New Ideas, Recent Evidence, and Methodological Issues," Discussion Papers in Business Administration 4743, University of Munich, Munich School of Management.
    6. Ajid ur Rehman & Man Wang & Sultan Sikandar Mirza, 2017. "How do Chinese firms adjust their financial leverage: an empirical investigation using multiple GMM models," China Finance and Economic Review, Springer, vol. 5(1), pages 1-30, December.
    7. Devos, Erik & Rahman, Shofiqur & Tsang, Desmond, 2017. "Debt covenants and the speed of capital structure adjustment," Journal of Corporate Finance, Elsevier, vol. 45(C), pages 1-18.
    8. Borochin, Paul & Yang, Jie, 2017. "Options, equity risks, and the value of capital structure adjustments," Journal of Corporate Finance, Elsevier, vol. 42(C), pages 150-178.
    9. Mai, Nhat Chi, 2012. "Market timing, taxes and capital structure: evidence from Vietnam," OSF Preprints t3mvs, Center for Open Science.
    10. Giorgio Canarella & Stephen M. Miller, 2019. "Determinants of Optimal Capital Structure and Speed of Adjustment: Evidence from the U.S. ICT Sector," Working papers 2019-06, University of Connecticut, Department of Economics.
    11. Shoaib Ali & Attiya Yasmin Javid, 2015. "Relationship between Credit Rating, Capital Structure and Earning Management Behaviour: Evidence from Pakistani Listed Firms," PIDE-Working Papers 2015:121, Pakistan Institute of Development Economics.
    12. Saumitra, Bhaduri, 2012. "Why do firms issue equity? Some evidence from an emerging economy, India," MPRA Paper 38043, University Library of Munich, Germany.
    13. Paul Borochin & Jie Yang, 2016. "Options, Equity Risks, and the Value of Capital Structure Adjustments," Finance and Economics Discussion Series 2016-097, Board of Governors of the Federal Reserve System (U.S.).
    14. Murat Kizildag & Ozgur Ozdemir, 2017. "Underlying factors of ups and downs in financial leverage overtime," Tourism Economics, , vol. 23(6), pages 1321-1342, September.
    15. Wei He & Qian Wang, 2020. "The peer effect of corporate financial decisions around split share structure reform in China," Review of Financial Economics, John Wiley & Sons, vol. 38(3), pages 474-493, July.
    16. Andres, Christian & Cumming, Douglas & Karabiber, Timur & Schweizer, Denis, 2014. "Do markets anticipate capital structure decisions? — Feedback effects in equity liquidity," Journal of Corporate Finance, Elsevier, vol. 27(C), pages 133-156.
    17. Amini, Shahram & Elmore, Ryan & Öztekin, Özde & Strauss, Jack, 2021. "Can machines learn capital structure dynamics?," Journal of Corporate Finance, Elsevier, vol. 70(C).
    18. Philippe GAUD & Martin HOESLI & André BENDER, 2004. "Further Evidence on Debt-Equity Choice," FAME Research Paper Series rp114, International Center for Financial Asset Management and Engineering.
    19. Ebrahim, M. Shahid & Girma, Sourafel & Shah, M. Eskandar & Williams, Jonathan, 2014. "Dynamic capital structure and political patronage: The case of Malaysia," International Review of Financial Analysis, Elsevier, vol. 31(C), pages 117-128.
    20. Drobetz, Wolfgang & Pensa, Pascal & Wöhle, Claudia B., 2004. "Kapitalstrukturtheorie in Theorie und Praxis: Ergebnisse einer Fragebogenuntersuchung," Working papers 2004/09, Faculty of Business and Economics - University of Basel.

    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:eee:empfin:v:73:y:2023:i:c:p:180-205. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/jempfin .

    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.