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Italian firms in times of troubles: Covid-19 pandemic as a test of structural solidity

Author

Listed:
  • Stefano Costa
  • Federico Sallusti
  • Claudio Vicarelli
  • Davide Zurlo

Abstract

In this paper we study the structural robustness of Italian business system, using Covid-19 pandemic as an exogenous event to test it. To this aim, we use the ROC (Receiver Operating Characteristics) methodology, quite new for Economics, to classify Italian firms according to their economic solidity, obtaining a taxonomy based on a wide set of characteristics. Our results show that the number of 'Solid' firms are less than one fifth of the universe of Italian enterprises but they represent the lion share in terms of employment and value added. 'Fragile' and 'Risky' firms, albeit much less relevant for the creation of value added, account for over one third of total employment, so that they are a worrisome issue for policy makers. The pandemic crisis has clearly both a size and sector-related dimension: Risky and Fragile conditions prevail among firms with smaller economic size (a broad definition of firm size) and among those operating in Construction and Other services. Finally, we find that factors such as firms' performance, internal and external organization, although significant, play a less relevant role than economic size and digitalization/innovation in determining Italian firms' solidity to shocks such as the Covid-19 one.

Suggested Citation

  • Stefano Costa & Federico Sallusti & Claudio Vicarelli & Davide Zurlo, 2021. "Italian firms in times of troubles: Covid-19 pandemic as a test of structural solidity," LEM Papers Series 2021/47, Laboratory of Economics and Management (LEM), Sant'Anna School of Advanced Studies, Pisa, Italy.
    • Handle: RePEc:ssa:lemwps:2021/47
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    1. Vasco M Carvalho & Makoto Nirei & Yukiko U Saito & Alireza Tahbaz-Salehi, 2021. "Supply Chain Disruptions: Evidence from the Great East Japan Earthquake," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 136(2), pages 1255-1321.
    2. Vasco M Carvalho & Makoto Nirei & Yukiko U Saito & Alireza Tahbaz-Salehi, 0. "Supply Chain Disruptions: Evidence from the Great East Japan Earthquake," The Quarterly Journal of Economics, Oxford University Press, vol. 136(2), pages 1255-1321.
    3. Sirio Aramonte & Fernando Avalos, 2020. "Corporate credit markets after the initial pandemic shock," BIS Bulletins 26, Bank for International Settlements.
    4. Peter Gal & Giuseppe Nicoletti & Theodore Renault & Stéphane Sorbe & Christina Timiliotis, 2019. "Digitalisation and productivity: In search of the holy grail – Firm-level empirical evidence from EU countries," OECD Economics Department Working Papers 1533, OECD Publishing.
    5. Bajgar, Matej & Berlingieri, Giuseppe & Calligaris, Sara & Criscuolo, Chiara & Timmis, Jonathan, 2019. "Industry concentration in Europe and North America," LSE Research Online Documents on Economics 103427, London School of Economics and Political Science, LSE Library.
    6. Peter Gal & Giuseppe Nicoletti & Christina von Rüden & Stéphane Sorbe & Théodore Renault, 2019. "Digitalization and Productivity: In Search of the Holy Grail - Firm-level Empirical Evidence from European Countries," International Productivity Monitor, Centre for the Study of Living Standards, vol. 37, pages 39-71, Fall.
    7. Matej Bajgar & Giuseppe Berlingieri & Sara Calligaris & Chiara Criscuolo & Jonathan Timmis, 2019. "Industry concentration in Europe and North America," CEP Discussion Papers dp1654, Centre for Economic Performance, LSE.
    8. Carol Corrado & Chiara Criscuolo & Jonathan Haskel & Alexander Himbert & Cecilia Jona-Lasinio, 2021. "New evidence on intangibles, diffusion and productivity," OECD Science, Technology and Industry Working Papers 2021/10, OECD Publishing.
    9. Christoph E. Boehm & Aaron Flaaen & Nitya Pandalai-Nayar, 2019. "Input Linkages and the Transmission of Shocks: Firm-Level Evidence from the 2011 Tōhoku Earthquake," The Review of Economics and Statistics, MIT Press, vol. 101(1), pages 60-75, March.
    10. Dan Andrews & Chiara Criscuolo & Peter N. Gal, 2016. "The Best versus the Rest: The Global Productivity Slowdown, Divergence across Firms and the Role of Public Policy," OECD Productivity Working Papers 5, OECD Publishing.
    11. Alexander W. Bartik & Marianne Bertrand & Zoe Cullen & Edward L. Glaeser & Michael Luca & Christopher Stanton, 2020. "The impact of COVID-19 on small business outcomes and expectations," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 117(30), pages 17656-17666, July.
    12. 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.
    13. Khandani, Amir E. & Kim, Adlar J. & Lo, Andrew W., 2010. "Consumer credit-risk models via machine-learning algorithms," Journal of Banking & Finance, Elsevier, vol. 34(11), pages 2767-2787, November.
    14. Manuel Adelino & Song Ma & David Robinson, 2017. "Firm Age, Investment Opportunities, and Job Creation," Journal of Finance, American Finance Association, vol. 72(3), pages 999-1038, June.
    15. Flavio Calvino & Chiara Criscuolo & Rudy Verlhac, 2020. "Declining business dynamism: Structural and policy determinants," OECD Science, Technology and Industry Policy Papers 94, OECD Publishing.
    16. Travis J. Berge & Òscar Jordà, 2011. "Evaluating the Classification of Economic Activity into Recessions and Expansions," American Economic Journal: Macroeconomics, American Economic Association, vol. 3(2), pages 246-277, April.
    17. Tokui, Joji & Kawasaki, Kazuyasu & Miyagawa, Tsutomu, 2017. "The economic impact of supply chain disruptions from the Great East-Japan earthquake," Japan and the World Economy, Elsevier, vol. 41(C), pages 59-70.
    18. Flavio Calvino & Chiara Criscuolo & Carlo Menon, 2015. "Cross-country evidence on start-up dynamics," OECD Science, Technology and Industry Working Papers 2015/6, OECD Publishing.
    19. Stefano Costa & Federico Sallusti & Claudio Vicarelli & Davide Zurlo, 2019. "Over the ROC methodology: Productivity, economic size and firms’ export thresholds," Review of International Economics, Wiley Blackwell, vol. 27(3), pages 955-980, August.
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    Keywords

    Covid-19; ROC analysis; economic solidity to pandemic.;
    All these keywords.

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