IDEAS home Printed from https://ideas.repec.org/p/cpr/ceprdp/16650.html
   My bibliography  Save this paper

The Financial Fragility of For-profit Hospitals: Evidence from the COVID-19 Pandemic

Author

Listed:
  • Rebucci, Alessandro
  • Bai, Ge
  • Jiménez, Daniel
  • Phan, Phillip
  • ,
  • Sun, Xian

Abstract

We estimate the likelihood of financial distress of U.S. hospitals in 2020 due to the COVID-19 pandemic using AHA Annual Survey data for 2011-2019 and smartphone mobility data for 2020. We find that while the average likelihood of distress across all hospitals is 28.53 % in 2020, slightly increasing from 2019, for-profit hospitals are much more likely to be distressed. Their average likelihood of financial distress is 39.13 %---a 6.93 percentage point increase from 2019. For-profit hospitals are the main providers of specialty health care services, such as psychiatric and acute long-term care, so their increased likelihood of distress poses a risk to service provision in these specialty areas, and particularly in rural communities. Our prediction model based on mobility data performs very well in sample against actual data and can potentially help policymakers and hospital administrators to monitor financial distress in real-time when case mixes change, or other large shocks materialize.

Suggested Citation

  • Rebucci, Alessandro & Bai, Ge & Jiménez, Daniel & Phan, Phillip & , & Sun, Xian, 2021. "The Financial Fragility of For-profit Hospitals: Evidence from the COVID-19 Pandemic," CEPR Discussion Papers 16650, C.E.P.R. Discussion Papers.
  • Handle: RePEc:cpr:ceprdp:16650
    as

    Download full text from publisher

    File URL: https://cepr.org/publications/DP16650
    Download Restriction: CEPR Discussion Papers are free to download for our researchers, subscribers and members. If you fall into one of these categories but have trouble downloading our papers, please contact us at subscribers@cepr.org
    ---><---

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

    Other versions of this item:

    References listed on IDEAS

    as
    1. Fama, Eugene F & Jensen, Michael C, 1983. "Agency Problems and Residual Claims," Journal of Law and Economics, University of Chicago Press, vol. 26(2), pages 327-349, June.
    2. Elena Carletti & Tommaso Oliviero & Marco Pagano & Loriana Pelizzon & Marti G Subrahmanyam, 2020. "The COVID-19 Shock and Equity Shortfall: Firm-Level Evidence from Italy," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 9(3), pages 534-568.
    3. Jorge Alé-Chilet & Juan Pablo Atal & Patricio Domínguez, 2020. "Activity and the incidence of emergencies: Evidence from daily data at the onset of a pandemic," PIER Working Paper Archive 20-016, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania.
    4. Viral V. Acharya & Lasse H. Pedersen & Thomas Philippon & Matthew Richardson, 2017. "Measuring Systemic Risk," The Review of Financial Studies, Society for Financial Studies, vol. 30(1), pages 2-47.
    5. Gourinchas, Pierre-Olivier & Kalemli-Özcan, Sebnem & Penciakova, Veronika & Sander, Nick, 2022. "Estimating SME Failures in Real Time: An Application to the COVID-19 Crisis," CEPR Discussion Papers 15323, C.E.P.R. Discussion Papers.
    6. Pierre-Olivier Gourinchas & Ṣebnem Kalemli-Özcan & Veronika Penciakova & Nick Sander, 2020. "COVID-19 and SME Failures," FRB Atlanta Working Paper 2020-21, Federal Reserve Bank of Atlanta.
    7. Cantor, Jonathan & Sood, Neeraj & Bravata, Dena M. & Pera, Megan & Whaley, Christopher, 2022. "The impact of the COVID-19 pandemic and policy response on health care utilization: Evidence from county-level medical claims and cellphone data," Journal of Health Economics, Elsevier, vol. 82(C).
    8. Engy Ziedan & Kosali I. Simon & Coady Wing, 2020. "Effects of State COVID-19 Closure Policy on NON-COVID-19 Health Care Utilization," NBER Working Papers 27621, National Bureau of Economic Research, Inc.
    9. Leemore S. Dafny, 2005. "How Do Hospitals Respond to Price Changes?," American Economic Review, American Economic Association, vol. 95(5), pages 1525-1547, December.
    10. 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.
    11. 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.
    12. Elena Carletti & Tommaso Oliviero & Marco Pagano & Loriana Pelizzon & Marti G Subrahmanyam, 0. "The COVID-19 Shock and Equity Shortfall: Firm-Level Evidence from Italy," Review of Corporate Finance Studies, Oxford University Press, vol. 9(3), pages 534-568.
    13. Minton, Bernadette A. & Schrand, Catherine, 1999. "The impact of cash flow volatility on discretionary investment and the costs of debt and equity financing," Journal of Financial Economics, Elsevier, vol. 54(3), pages 423-460, December.
    14. Alan Douglas & Alan Huang & Kenneth Vetzal, 2016. "Cash flow volatility and corporate bond yield spreads," Review of Quantitative Finance and Accounting, Springer, vol. 46(2), pages 417-458, February.
    15. Alan V. S. Douglas & Alan G. Huang & Kenneth R. Vetzal, 2016. "Cash flow volatility and corporate bond yield spreads," Review of Quantitative Finance and Accounting, Springer, vol. 46(2), pages 417-458, February.
    16. Goolsbee, Austan & Syverson, Chad, 2021. "Fear, lockdown, and diversion: Comparing drivers of pandemic economic decline 2020," Journal of Public Economics, Elsevier, vol. 193(C).
    17. Diane E. Alexander & Michael R. Richards, 2021. "Economic Consequences of Hospital Closures," NBER Working Papers 29110, National Bureau of Economic Research, Inc.
    18. Atul Gupta & Sabrina T. Howell & Constantine Yannelis & Abhinav Gupta, 2021. "Owner Incentives and Performance in Healthcare: Private Equity Investment in Nursing Homes," NBER Working Papers 28474, National Bureau of Economic Research, Inc.
    19. Victor Couture & Jonathan I. Dingel & Allison Green & Jessie Handbury & Kevin R. Williams, 2020. "Measuring Movement and Social Contact with Smartphone Data: A Real-time Application to COVID-19," Cowles Foundation Discussion Papers 2241, Cowles Foundation for Research in Economics, Yale University.
    20. Silverman, Elaine & Skinner, Jonathan, 2004. "Medicare upcoding and hospital ownership," Journal of Health Economics, Elsevier, vol. 23(2), pages 369-389, March.
    21. Atul Gupta & Sabrina T Howell & Constantine Yannelis & Abhinav Gupta, 2021. "Does Private Equity Investment in Healthcare Benefit Patients? Evidence from Nursing Homes," Working Papers 2021-20, Becker Friedman Institute for Research In Economics.
    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. repec:ctc:sdimse:dime21_01 is not listed on IDEAS
    2. Pierre-Olivier Gourinchas & Ṣebnem Kalemli-Özcan & Veronika Penciakova & Nick Sander, 2021. "Fiscal Policy in the Age of COVID: Does it ‘Get in all of the Cracks?’," NBER Working Papers 29293, National Bureau of Economic Research, Inc.
    3. Harasztosi, Péter & Maurin, Laurent & Pál, Rozália & Revoltella, Debora & van der Wielen, Wouter, 2022. "Firm-level policy support during the crisis: So far, so good?," International Economics, Elsevier, vol. 171(C), pages 30-48.
    4. Julian Oliver Dörr & Georg Licht & Simona Murmann, 2022. "Small firms and the COVID-19 insolvency gap," Small Business Economics, Springer, vol. 58(2), pages 887-917, February.
    5. Thomas Philippon, 2020. "Efficient Programs to Support Businesses During and After Lockdowns," NBER Working Papers 28211, National Bureau of Economic Research, Inc.
    6. Altavilla, Carlo & Ellul, Andrew & Pagano, Marco & Polo, Andrea & Vlassopoulos, Thomas, 2021. "Loan guarantees, bank lending and credit risk reallocation," CFS Working Paper Series 672, Center for Financial Studies (CFS).
    7. Kasinger, Johannes & Krahnen, Jan Pieter & Ongena, Steven & Pelizzon, Loriana & Schmeling, Maik & Wahrenburg, Mark, 2021. "Non-performing loans - new risks and policies? NPL resolution after COVID-19: Main differences to previous crises," SAFE White Paper Series 84, Leibniz Institute for Financial Research SAFE.
    8. Florian Eckert & Heiner Mikosch, 2022. "Firm bankruptcies and start-up activity in Switzerland during the COVID-19 crisis," Swiss Journal of Economics and Statistics, Springer;Swiss Society of Economics and Statistics, vol. 158(1), pages 1-25, December.
    9. Serguei Kaniovski & Atanas Pekanov & Thomas Url, 2021. "Ex-post-Analyse der Wirkungen des COVID-19-Maßnahmenpaketes auf die Unternehmensliquidität," WIFO Studies, WIFO, number 67189, April.
    10. Jonas Heese, 2017. "The Role of Overbilling in Hospitals’ Earnings Management Decisions," Harvard Business School Working Papers 18-026, Harvard Business School.
    11. Claus Puhr & Martin Schneider, 2021. "Have mitigating measures helped prevent insolvencies in Austria amid the COVID-19 pandemic?," Monetary Policy & the Economy, Oesterreichische Nationalbank (Austrian Central Bank), issue Q4/20-Q1/, pages 77-110.
    12. Blagica Petreski & Marjan Petreski & Bojan Srbinoski, 2020. "The potential of export-oriented companies to contribute to post-Covid-19 economic recovery in North Macedonia," Finance Think Policy Studies 2020-12/33, Finance Think - Economic Research and Policy Institute.
    13. Sudip Datta & Anand Jha & Manoj Kulchania, 2020. "On accounting’s twenty-first century challenge: evidence on the relation between intangible assets and audit fees," Review of Quantitative Finance and Accounting, Springer, vol. 55(1), pages 123-162, July.
    14. Alam, Nurul & Gao, Junbin & Jones, Stewart, 2021. "Corporate failure prediction: An evaluation of deep learning vs discrete hazard models," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 75(C).
    15. Dörr, Julian Oliver & Murmann, Simona & Licht, Georg, 2021. "The COVID-19 insolvency gap: First-round effects of policy responses on SMEs," ZEW Discussion Papers 21-018, ZEW - Leibniz Centre for European Economic Research.
    16. Tijana Matejić & Snežana Knežević & Vesna Bogojević Arsić & Tijana Obradović & Stefan Milojević & Miljan Adamović & Aleksandra Mitrović & Marko Milašinović & Dragoljub Simonović & Goran Milošević & Ma, 2022. "Assessing the Impact of the COVID-19 Crisis on Hotel Industry Bankruptcy Risk through Novel Forecasting Models," Sustainability, MDPI, vol. 14(8), pages 1-44, April.
    17. Shubhranshu Shekhar & Jetson Leder-Luis & Leman Akoglu, 2023. "Unsupervised Machine Learning for Explainable Health Care Fraud Detection," NBER Working Papers 30946, National Bureau of Economic Research, Inc.
    18. Shun-Yang Lee & Julian Runge & Daniel Yoo & Yakov Bart & Anett Gyurak & J. W. Schneider, 2023. "COVID-19 Demand Shocks Revisited: Did Advertising Technology Help Mitigate Adverse Consequences for Small and Midsize Businesses?," Papers 2307.09035, arXiv.org, revised Jan 2024.
    19. Pavol Durana & Lucia Michalkova & Andrej Privara & Josef Marousek & Milos Tumpach, 2021. "Does the life cycle affect earnings management and bankruptcy?," Oeconomia Copernicana, Institute of Economic Research, vol. 12(2), pages 425-461, June.
    20. He Xiao, 2023. "Institutional investors' corporate site visits and corporate investment efficiency," International Review of Finance, International Review of Finance Ltd., vol. 23(2), pages 359-392, June.
    21. Chaiyasit Anuchitworawong, 2010. "The Value of Principles-Based Governance Practices and the Attenuation of Information Asymmetry," Asia-Pacific Financial Markets, Springer;Japanese Association of Financial Economics and Engineering, vol. 17(2), pages 171-207, June.

    More about this item

    Keywords

    Altman z-score; Covid-19; Financial distress; For-profit hospitals; Mobility data; Service provision;
    All these keywords.

    JEL classification:

    • G30 - Financial Economics - - Corporate Finance and Governance - - - General
    • H51 - Public Economics - - National Government Expenditures and Related Policies - - - Government Expenditures and Health
    • I1 - Health, Education, and Welfare - - Health
    • R51 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Regional Government Analysis - - - Finance in Urban and Rural Economies

    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:cpr:ceprdp:16650. 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: the person in charge (email available below). General contact details of provider: https://www.cepr.org .

    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.