IDEAS home Printed from https://ideas.repec.org/a/eee/eecrev/v158y2023ics0014292123001381.html
   My bibliography  Save this article

The asymmetric impact of COVID-19: A novel approach to quantifying financial distress across industries

Author

Listed:
  • Archanskaia, Elizaveta
  • Canton, Erik
  • Hobza, Alexandr
  • Nikolov, Plamen
  • Simons, Wouter

Abstract

This paper assesses corporate financial distress in terms of liquidity and risk of insolvency due to the COVID-19 pandemic. We develop a novel multivariate approach to obtain monthly data on industry turnover, exploiting real time data to capture the atypical character of industry-specific disturbances. By combining the estimated set of industry revenue shocks with pre-pandemic financial statements, we quantify the impact of the pandemic on the risk of insolvency in the EU non-financial corporate sector. Our definition of risk of insolvency takes into account not only the equity position of firms, but also risks relating to overindebtedness. The analysis controls for firms that were financially vulnerable already before the pandemic, thus being prone to become at risk of insolvency also in absence of the COVID-19 turmoil. We find that, for the EU as a whole, 25% of firms exhausted their liquidity buffers by the end of 2021 (a practical cut-off date of the analysis, not an assumed end of the pandemic). Furthermore, 10% of firms which were viable before the pandemic, appear to have shifted into risk of insolvency as a result of the COVID-19 crisis. The magnification of financial vulnerability in the hardest-hit industries mainly occurs among firms with no legacy issues, i.e. firms with positive profitability pre-pandemic. A similar finding is reported for some of the hardest-hit countries, such as Italy and Spain. In other countries, such as Germany or Greece, the magnification of financial vulnerability mainly occurs among firms with negative profitability pre-pandemic.

Suggested Citation

  • Archanskaia, Elizaveta & Canton, Erik & Hobza, Alexandr & Nikolov, Plamen & Simons, Wouter, 2023. "The asymmetric impact of COVID-19: A novel approach to quantifying financial distress across industries," European Economic Review, Elsevier, vol. 158(C).
  • Handle: RePEc:eee:eecrev:v:158:y:2023:i:c:s0014292123001381
    DOI: 10.1016/j.euroecorev.2023.104509
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0014292123001381
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.euroecorev.2023.104509?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. Durante, Ruben & Guiso, Luigi & Gulino, Giorgio, 2021. "Asocial capital: Civic culture and social distancing during COVID-19," Journal of Public Economics, Elsevier, vol. 194(C).
    2. Domenico Giannone & Michele Lenza & Giorgio E. Primiceri, 2021. "Economic Predictions With Big Data: The Illusion of Sparsity," Econometrica, Econometric Society, vol. 89(5), pages 2409-2437, September.
    3. 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.
    4. Lilas Demmou & Sara Calligaris & Guido Franco & Dennis Dlugosch & Müge Adalet McGowan & Sahra Sakha, 2021. "Insolvency and debt overhang following the COVID-19 outbreak: Assessment of risks and policy responses," OECD Economics Department Working Papers 1651, OECD Publishing.
    5. Bighelli, Tommaso & Lalinsky, Tibor & Vanhala, Juuso, 2023. "Cross-country evidence on the allocation of COVID-19 government subsidies and consequences for productivity," Journal of the Japanese and International Economies, Elsevier, vol. 68(C).
    6. Charles A.E. Goodhart & Dimitrios P. Tsomocos & Xuan Wang, 2023. "Support for small businesses amid COVID‐19," Economica, London School of Economics and Political Science, vol. 90(358), pages 612-652, April.
    7. Martinez, Joseba & Philippon, Thomas & Sihvonen, Markus, 2022. "Does a currency union need a capital market union?," Journal of International Economics, Elsevier, vol. 139(C).
    8. Dingel, Jonathan I. & Neiman, Brent, 2020. "How many jobs can be done at home?," Journal of Public Economics, Elsevier, vol. 189(C).
    9. Veronica Guerrieri & Guido Lorenzoni & Ludwig Straub & Iván Werning, 2022. "Macroeconomic Implications of COVID-19: Can Negative Supply Shocks Cause Demand Shortages?," American Economic Review, American Economic Association, vol. 112(5), pages 1437-1474, May.
    10. Lilas Demmou & Guido Franco & Sara Calligaris & Dennis Dlugosch, 2022. "Liquidity Shortfalls during the COVID 19 Outbreak: Assessment and Policy Responses," Economie et Statistique / Economics and Statistics, Institut National de la Statistique et des Etudes Economiques (INSEE), issue 532-33, pages 47-61.
    11. Konings, Jozef & Magerman, Glenn & Van Esbroeck, Dieter, 2023. "The impact of firm-level Covid rescue policies on productivity growth and reallocation," European Economic Review, Elsevier, vol. 157(C).
    12. repec:bre:polcon:45599 is not listed on IDEAS
    13. 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.
    14. Martin, Philippe & Cros, Mathieu & Epaulard, Anne, 2021. "Will Schumpeter Catch Covid-19?," CEPR Discussion Papers 15834, C.E.P.R. Discussion Papers.
    15. Péter Harasztosi & Laurent Maurin & Rozália Pál & Debora Revoltella & Wouter van der Wielen, 2022. "Firm-level policy support during the crisis: So far, so good?," International Economics, CEPII research center, issue 171, pages 30-48.
    16. Lilas Demmou & Guido Franco, 2021. "From hibernation to reallocation: Loan guarantees and their implications for post-COVID-19 productivity," OECD Economics Department Working Papers 1687, OECD Publishing.
    17. 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.
    18. Foroni, Claudia & Marcellino, Massimiliano & Stevanovic, Dalibor, 2022. "Forecasting the Covid-19 recession and recovery: Lessons from the financial crisis," International Journal of Forecasting, Elsevier, vol. 38(2), pages 596-612.
    19. Oriol Aspachs & Ruben Durante & Alberto Graziano & Josep Mestres & Marta Reynal-Querol & Jose G Montalvo, 2021. "Tracking the impact of COVID-19 on economic inequality at high frequency," PLOS ONE, Public Library of Science, vol. 16(3), pages 1-14, March.
    20. Matej Bajgar & Giuseppe Berlingieri & Sara Calligaris & Chiara Criscuolo & Jonathan Timmis, 2020. "Coverage and representativeness of Orbis data," OECD Science, Technology and Industry Working Papers 2020/06, OECD Publishing.
    21. Viral V Acharya & Sascha Steffen, 2020. "The Risk of Being a Fallen Angel and the Corporate Dash for Cash in the Midst of COVID," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 9(3), pages 430-471.
    22. Raj Chetty & John N. Friedman & Michael Stepner & The Opportunity Insights Team, 2020. "The Economic Impacts of COVID-19: Evidence from a New Public Database Built Using Private Sector Data," NBER Working Papers 27431, National Bureau of Economic Research, Inc.
    23. Bodnár, Katalin & Le Roux, Julien & Lopez-Garcia, Paloma & Szörfi, Béla, 2020. "The impact of COVID-19 on potential output in the euro area," Economic Bulletin Articles, European Central Bank, vol. 7.
    24. Pierre-Olivier Gourinchas & Ṣebnem Kalemli-Özcan & Veronika Penciakova & Nick Sander, 2020. "SME Failures Under Large Liquidity Shocks: An Application to the COVID-19 Crisis," NBER Working Papers 27877, National Bureau of Economic Research, Inc.
    25. Li, Wenhao & Li, Ye, 2020. "The Distortionary Effects of Central Bank Direct Lending on Firm Quality Dynamics," Working Paper Series 2020-28, Ohio State University, Charles A. Dice Center for Research in Financial Economics.
    26. Xuan Wang, 2021. "Bankruptcy Codes and Risk Sharing of Currency Unions," Tinbergen Institute Discussion Papers 21-009/IV, Tinbergen Institute.
    27. Mr. Christian H Ebeke & Nemanja Jovanovic & Ms. Laura Valderrama & Jing Zhou, 2021. "Corporate Liquidity and Solvency in Europe during COVID-19: The Role of Policies," IMF Working Papers 2021/056, International Monetary Fund.
    28. Landais, Camille & Bounie, David & Camara, Youssouf & Fize, Etienne & Galbraith, John W. & Lavest, Chloe & Pazem, Tatiana & Savatier, Baptiste, 2020. "Consumption Dynamics in the COVID Crisis: Real Time Insights from French Transaction & Bank Data," CEPR Discussion Papers 15474, C.E.P.R. Discussion Papers.
    29. Alcidi, Cinzia & D’Imperio, Paolo & Thirion, Gilles, 2023. "Risk-sharing and consumption-smoothing patterns in the US and the Euro Area: A comprehensive comparison," Structural Change and Economic Dynamics, Elsevier, vol. 64(C), pages 58-69.
    30. Pierre-Olivier Gourinchas & Şebnem Kalemli-Özcan & Veronika Penciakova & Nick Sander, 2021. "COVID-19 and Small- and Medium-Sized Enterprises: A 2021 "Time Bomb"?," AEA Papers and Proceedings, American Economic Association, vol. 111, pages 282-286, May.
    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. 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.
    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. Lily Davies & Mark Kattenberg & Benedikt Vogt, 2023. "Predicting Firm Exits with Machine Learning: Implications for Selection into COVID-19 Support and Productivity Growth," CPB Discussion Paper 444, CPB Netherlands Bureau for Economic Policy Analysis.
    4. repec:ctc:sdimse:dime21_01 is not listed on IDEAS
    5. Ascari, Guido & Colciago, Andrea & Silvestrini, Riccardo, 2023. "Business dynamism, sectoral reallocation and productivity in a pandemic," European Economic Review, Elsevier, vol. 156(C).
    6. Cristina Demma & Giovanni Ferri & Andrea Orame & Valerio Pesic & Valerio Vacca, 2024. "Banks' operational resilience during pandemics," Questioni di Economia e Finanza (Occasional Papers) 833, Bank of Italy, Economic Research and International Relations Area.
    7. Sebnem Kalemli-Ozcan & Pierre-Olivier Gourinchas & Veronika Penciakova & Nick Sander, 2020. "COVID-19 and SME Failures," IMF Working Papers 2020/207, International Monetary Fund.
    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. Pierre-Olivier Gourinchas & Ṣebnem Kalemli-Özcan & Veronika Penciakova & Nick Sander, 2020. "SME Failures Under Large Liquidity Shocks: An Application to the COVID-19 Crisis," NBER Working Papers 27877, National Bureau of Economic Research, Inc.
    10. Ali Gungoraydinoglu & Ilke Öztekin & Özde Öztekin, 2021. "The Impact of COVID-19 and Its Policy Responses on Local Economy and Health Conditions," JRFM, MDPI, vol. 14(6), pages 1-27, May.
    11. Kaboski, Joseph & Huneeus, Federico & Larrain, Mauricio & Schmukler, Sergio & Vera, Mario, 2022. "The Distribution of Crisis Credit: Effects on Firm Indebtedness and Aggregate Risk," CEPR Discussion Papers 17061, C.E.P.R. Discussion Papers.
    12. Filippos Petroulakis, 2023. "Task Content and Job Losses in the Great Lockdown," ILR Review, Cornell University, ILR School, vol. 76(3), pages 586-613, May.
    13. Abel Brodeur & David Gray & Anik Islam & Suraiya Bhuiyan, 2021. "A literature review of the economics of COVID‐19," Journal of Economic Surveys, Wiley Blackwell, vol. 35(4), pages 1007-1044, September.
    14. Nicholas Bloom & Philip Bunn & Paul Mizen & Pawel Smietanka & Gregory Thwaites, 2020. "The Impact of Covid-19 on Productivity," NBER Working Papers 28233, National Bureau of Economic Research, Inc.
    15. Barry, John W. & Campello, Murillo & Graham, John R. & Ma, Yueran, 2022. "Corporate flexibility in a time of crisis," Journal of Financial Economics, Elsevier, vol. 144(3), pages 780-806.
    16. Konings, Jozef & Magerman, Glenn & Van Esbroeck, Dieter, 2023. "The impact of firm-level Covid rescue policies on productivity growth and reallocation," European Economic Review, Elsevier, vol. 157(C).
    17. Gamber, William & Graham, James & Yadav, Anirudh, 2023. "Stuck at home: Housing demand during the COVID-19 pandemic," Journal of Housing Economics, Elsevier, vol. 59(PB).
    18. Bounie, David & Camara, Youssouf & Galbraith, John W., 2023. "Consumer mobility and expenditure during the COVID-19 containments: Evidence from French transaction data," European Economic Review, Elsevier, vol. 151(C).
    19. Didier, Tatiana & Huneeus, Federico & Larrain, Mauricio & Schmukler, Sergio L., 2021. "Financing firms in hibernation during the COVID-19 pandemic," Journal of Financial Stability, Elsevier, vol. 53(C).
    20. Marco Pagano & Josef Zechner, 2022. "COVID-19 and Corporate Finance [The risk of being a fallen angel and the corporate dash for cash in the midst of COVID]," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 11(4), pages 849-879.
    21. Thomas Philippon, 2020. "Efficient Programs to Support Businesses During and After Lockdowns," NBER Working Papers 28211, National Bureau of Economic Research, Inc.

    More about this item

    Keywords

    COVID-19; Financial distress; Nowcasting; Profitability; Liquidity; Insolvency; Non-financial corporate sector;
    All these keywords.

    JEL classification:

    • D40 - Microeconomics - - Market Structure, Pricing, and Design - - - General
    • E31 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Price Level; Inflation; Deflation
    • L51 - Industrial Organization - - Regulation and Industrial Policy - - - Economics of Regulation

    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:eee:eecrev:v:158:y:2023:i:c:s0014292123001381. 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/eer .

    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.