IDEAS home Printed from https://ideas.repec.org/p/ces/ceswps/_12831.html

Local Opioid Exposure and Corporate Debt Structure

Author

Listed:
  • Giray Gozgor
  • Thang Ho
  • Jing Li

Abstract

This paper examines how local opioid exposure affects firms’ debt structure. Motivated by evidence that the opioid crisis weakens labor supply, impairs human capital, and increases operating uncertainty, we argue that firms exposed to greater local opioid distress rely more heavily on bank debt because bank lenders provide monitoring, private information production, and renegotiation flexibility that become more valuable when borrower risk is harder to assess. Using a panel of 5,424 U.S. public firms from 2003 to 2020, we find that greater local opioid exposure, measured by county-level opioid-related mortality, is associated with a greater share of bank debt and a lower share of public debt. To strengthen identification, we exploit the staggered adoption of state-level Prescription Drug Monitoring Programs (PDMPs) in a stacked difference-in-differences design. PDMP adoption is followed by reductions in local opioid exposure and a subsequent decline in firms’ reliance on bank debt. The effect is stronger among labor-intensive firms, firms located in tighter local labor markets, firms with higher R&D intensity, and firms facing greater bankruptcy and information risk. Overall, our findings suggest that opioid-related local distress alters corporate financing choices by increasing the relative attractiveness of bank debt.

Suggested Citation

  • Giray Gozgor & Thang Ho & Jing Li, 2026. "Local Opioid Exposure and Corporate Debt Structure," CESifo Working Paper Series 12831, CESifo.
  • Handle: RePEc:ces:ceswps:_12831
    as

    Download full text from publisher

    File URL: https://www.ifo.de/DocDL/cesifo1_wp12831.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. 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.
    2. Campello, Murillo & Graham, John R. & Harvey, Campbell R., 2010. "The real effects of financial constraints: Evidence from a financial crisis," Journal of Financial Economics, Elsevier, vol. 97(3), pages 470-487, September.
    3. Jansen, Mark, 2023. "Spillover Effects of the Opioid Epidemic on Consumer Finance," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 58(6), pages 2365-2386, September.
    4. Doruk Cengiz & Arindrajit Dube & Attila Lindner & Ben Zipperer, 2019. "The Effect of Minimum Wages on Low-Wage Jobs," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(3), pages 1405-1454.
    5. Chen, Yangyang & Saffar, Walid & Shan, Chenyu & Wang, Sarah Qian, 2023. "Credit default swaps and corporate debt structure," Journal of Corporate Finance, Elsevier, vol. 83(C).
    6. Johnson, Shane A., 1997. "An Empirical Analysis of the Determinants of Corporate Debt Ownership Structure," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 32(1), pages 47-69, March.
    7. Kimberly Cornaggia & John Hund & Kevin Pisciotta & Zihan Ye, 2026. "Spillover Effects of Opioid Abuse on Skilled Human Capital and Innovation Activity," Management Science, INFORMS, vol. 72(7), pages 6203-6228, July.
    8. Mark T. Leary, 2009. "Bank Loan Supply, Lender Choice, and Corporate Capital Structure," Journal of Finance, American Finance Association, vol. 64(3), pages 1143-1185, June.
    9. Houston, Joel & James, Christopher, 1996. "Bank Information Monopolies and the Mix of Private and Public Debt Claims," Journal of Finance, American Finance Association, vol. 51(5), pages 1863-1889, December.
    10. Arnoud W. A. Boot & Anjan V. Thakor, 2000. "Can Relationship Banking Survive Competition?," Journal of Finance, American Finance Association, vol. 55(2), pages 679-713, April.
    11. Healy, Paul M. & Palepu, Krishna G., 2001. "Information asymmetry, corporate disclosure, and the capital markets: A review of the empirical disclosure literature," Journal of Accounting and Economics, Elsevier, vol. 31(1-3), pages 405-440, September.
    12. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    13. Charles J. Hadlock & Christopher M. James, 2002. "Do Banks Provide Financial Slack?," Journal of Finance, American Finance Association, vol. 57(3), pages 1383-1419, June.
    Full references (including those not matched with items on IDEAS)

    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. Daniševská, P. & de Jong, A. & Verbeek, M.J.C.M., 2004. "Do Banks Influence the Capital Structure Choices of Firms?," ERIM Report Series Research in Management ERS-2004-040-F&A, Erasmus Research Institute of Management (ERIM), ERIM is the joint research institute of the Rotterdam School of Management, Erasmus University and the Erasmus School of Economics (ESE) at Erasmus University Rotterdam.
    2. Valentín Azofra Palenzuea & Paolo Saona Hoffmann & Eleuterio Vallelado González, 2004. "Estructura De Propiedad Y Oportunidades De Crecimiento Como Determinantes Del Endeudamiento De Las Empresas Chilenas," Abante, Escuela de Administracion. Pontificia Universidad Católica de Chile., vol. 7(2), pages 105-145.
    3. Chasiotis, Ioannis & Loukopoulos, Georgios & Toudas, Kanellos, 2024. "Organization capital, dividends and firm value: International evidence," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 97(C).
    4. Ovtchinnikov, Alexei V., 2016. "Debt decisions in deregulated industries," Journal of Corporate Finance, Elsevier, vol. 36(C), pages 230-254.
    5. Pablo de Andrés Alonso & Félix J. López Iturriaga & Juan A. Rodríguez Sanz & Eleuterio Vallelado González, 2005. "Determinants of Bank Debt in a Continental Financial System: Evidence from Spanish Companies," The Financial Review, Eastern Finance Association, vol. 40(3), pages 305-333, August.
    6. Lin, Ling & Xiao, Min & Yao, Rongrong & Zhang, Xiaoying, 2024. "Product market liberalization and corporate cash holdings: Evidence from China," Pacific-Basin Finance Journal, Elsevier, vol. 86(C).
    7. Galina Hale & João A. C. Santos, 2006. "Evidence on the Costs and Benefits of Bond IPOs," Working Paper Series 2006-42, Federal Reserve Bank of San Francisco.
    8. Dak-Adzaklo, Cephas Simon Peter & Wong, Raymond M.K., 2024. "Corporate governance reforms, societal trust, and corporate financial policies," Journal of Corporate Finance, Elsevier, vol. 84(C).
    9. Davydov, Denis & Nikkinen, Jussi & Vähämaa, Sami, 2014. "Does the decision to issue public debt affect firm valuation? Russian evidence," Emerging Markets Review, Elsevier, vol. 20(C), pages 136-151.
    10. Lin, Chen & Ma, Yue & Malatesta, Paul & Xuan, Yuhai, 2013. "Corporate ownership structure and the choice between bank debt and public debt," Journal of Financial Economics, Elsevier, vol. 109(2), pages 517-534.
    11. Lin, Yu-En & Xu, Yu-Xin & Yu, Bo & Lam, Keith S.K., 2025. "The impact of outcome uncertainty on corporate investment compensation peer effects," The North American Journal of Economics and Finance, Elsevier, vol. 76(C).
    12. Zhong, Rong (Irene), 2025. "Global convergence of financial reporting and resilience to fiscal spillover shocks," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 99(C).
    13. Chen, Hsuan-Chi & Chou, Robin K. & Lu, Chien-Lin, 2018. "Saving for a rainy day: Evidence from the 2000 dot-com crash and the 2008 credit crisis," Journal of Corporate Finance, Elsevier, vol. 48(C), pages 680-699.
    14. Hai-Chin Yu & Ben Sopranzetti & Cheng-Few Lee, 2015. "The impact of banking relationships, managerial incentives, and board monitoring on corporate cash holdings: an emerging market perspective," Review of Quantitative Finance and Accounting, Springer, vol. 44(2), pages 353-378, February.
    15. Denis, David J. & Mihov, Vassil T., 2003. "The choice among bank debt, non-bank private debt, and public debt: evidence from new corporate borrowings," Journal of Financial Economics, Elsevier, vol. 70(1), pages 3-28, October.
    16. Guo, Bing & Hutschenreiter, Dennis C. & Pérez-Castrillo, David & Toldrà-Simats, Anna, 2026. "Institutional blockholders and corporate innovation," Journal of Corporate Finance, Elsevier, vol. 100(C).
    17. Vijayakumaran, Ratnam, 2021. "Impact of managerial ownership on investment and liquidity constraints: Evidence from Chinese listed companies," Research in International Business and Finance, Elsevier, vol. 55(C).
    18. Zhang, Linghao & Jin, Xinwei & Wu, Kai, 2025. "How do common institutional investors adapt to early technology adoption?," Journal of Business Research, Elsevier, vol. 199(C).
    19. Arikawa Yasuhiro & Miyajima Hideaki, 2005. "Relationship Banking in post Bubble Japan: Co-existence of soft-and hard budget constraint," Discussion papers 05015, Research Institute of Economy, Trade and Industry (RIETI).
    20. Conrado Diego García‐Gómez & Seda Bilyay‐Erdogan & Ender Demir & José María Díez‐Esteban, 2026. "A New Piece in the Puzzle: Corruption and Financial Constraints—Evidence From European Firms," Business Ethics, the Environment & Responsibility, John Wiley & Sons, Ltd., vol. 35(2), pages 693-716, April.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    JEL classification:

    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • J21 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Force and Employment, Size, and Structure
    • I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health
    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    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:ces:ceswps:_12831. 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: Klaus Wohlrabe (email available below). General contact details of provider: https://edirc.repec.org/data/cesifde.html .

    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.