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Are you resilient? Machine learning prediction of corporate rebound out of the Covid‐19 pandemic

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  • Jacques Bughin

Abstract

We use the Covid‐19 crisis to assess how four capability domains that traditionally support corporate performance (agility, innovation, ecosystem play and digitization) can also predict corporate resilience, among global firms. Our results are based on a blend of advanced machine learning techniques that capture the complementarities among capabilities. We confirm that dynamic capabilities boost recovery, but especially when linked with aggressive leadership posture, e.g. rebound is more likely when firms are the main player/orchestrator of their business ecosystems as well as when they invest in disruptive, as opposed to incremental innovations.

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  • Jacques Bughin, 2023. "Are you resilient? Machine learning prediction of corporate rebound out of the Covid‐19 pandemic," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 44(3), pages 1547-1564, April.
    • Handle: RePEc:wly:mgtdec:v:44:y:2023:i:3:p:1547-1564
    DOI: 10.1002/mde.3764
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    1. Ruijun Chen & Yaping Xie & Yingqi Liu, 2021. "Defining, Conceptualizing, and Measuring Organizational Resilience: A Multiple Case Study," Sustainability, MDPI, vol. 13(5), pages 1-25, February.
    2. Valerie Cerra & Sweta Chaman Saxena, 2008. "Growth Dynamics: The Myth of Economic Recovery," American Economic Review, American Economic Association, vol. 98(1), pages 439-457, March.
    3. Bechir Mokline & Mohamed Anis Ben Abdallah, 2022. "The Mechanisms of Collective Resilience in a Crisis Context: The Case of The ‘COVID-19’ Crisis," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 23(1), pages 151-163, March.
    4. Carmen M. Reinhart & Kenneth S. Rogoff, 2009. "Is the 2007 US Sub-Prime Financial Crisis So Different?: An International Historical Comparison," Panoeconomicus, Savez ekonomista Vojvodine, Novi Sad, Serbia, vol. 56(3), pages 291-299.
    5. Ron Boschma, 2015. "Towards an Evolutionary Perspective on Regional Resilience," Regional Studies, Taylor & Francis Journals, vol. 49(5), pages 733-751, May.
    6. Parker, Hamieda & Ameen, Khadija, 2018. "The role of resilience capabilities in shaping how firms respond to disruptions," Journal of Business Research, Elsevier, vol. 88(C), pages 535-541.
    7. Dahmene, Meriam & Boughrara, Adel & Slim, Skander, 2021. "Nonlinearity in stock returns: Do risk aversion, investor sentiment and, monetary policy shocks matter?," International Review of Economics & Finance, Elsevier, vol. 71(C), pages 676-699.
    8. Jacques Bughin & Nicolas van Zeebroeck, 2017. "New evidence for the power of digital platforms," ULB Institutional Repository 2013/257053, ULB -- Universite Libre de Bruxelles.
    9. Matthias Breier & Andreas Kallmuenzer & Thomas Clauss & Johanna Gast & Sascha Kraus & Victor Tiberius, 2021. "The role of business model innovation in the hospitality industry during the COVID-19 crisis," Post-Print hal-03514806, HAL.
    10. Martin, Philippe & Cros, Mathieu & Epaulard, Anne, 2021. "Will Schumpeter Catch Covid-19?," CEPR Discussion Papers 15834, C.E.P.R. Discussion Papers.
    11. Martin Hoegl & Silja Hartmann, 2021. "Bouncing back, if not beyond: Challenges for research on resilience," Asian Business & Management, Palgrave Macmillan, vol. 20(4), pages 456-464, September.
    12. Sabatino, Michele, 2016. "Economic crisis and resilience: Resilient capacity and competitiveness of the enterprises," Journal of Business Research, Elsevier, vol. 69(5), pages 1924-1927.
    13. Schmalensee, Richard, 1985. "Do Markets Differ Much?," American Economic Review, American Economic Association, vol. 75(3), pages 341-351, June.
    14. Domowitz, Ian & Hubbard, R Glenn & Petersen, Bruce C, 1987. "Oligopoly Supergames: Some Empirical Evidence on Prices and Margins," Journal of Industrial Economics, Wiley Blackwell, vol. 35(4), pages 379-398, June.
    15. Rajshree Agarwal & Constance E. Helfat, 2009. "Strategic Renewal of Organizations," Organization Science, INFORMS, vol. 20(2), pages 281-293, April.
    16. Sang Hoon Jung & Yong Jin Jeong, 2022. "A quantitative perspective of Porter's industry forces framework for investment analysis," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 43(1), pages 48-64, January.
    17. Wang, Yonggui & Hong, Aoran & Li, Xia & Gao, Jia, 2020. "Marketing innovations during a global crisis: A study of China firms’ response to COVID-19," Journal of Business Research, Elsevier, vol. 116(C), pages 214-220.
    18. David J. Teece & Gary Pisano & Amy Shuen, 1997. "Dynamic capabilities and strategic management," Strategic Management Journal, Wiley Blackwell, vol. 18(7), pages 509-533, August.
    19. repec:ulb:ulbeco:2013/283547 is not listed on IDEAS
    20. Kieran Kelliher, 2013. "A statistical approach to identifying current leading indicators of the US recovery," International Journal of Public Policy, Inderscience Enterprises Ltd, vol. 9(1/2), pages 86-107.
    21. Jorge Heredia & Cathy Rubiños & William Vega & Walter Heredia & Alejandro Flores, 2022. "New Strategies to Explain Organizational Resilience on the Firms: A Cross-Countries Configurations Approach," Sustainability, MDPI, vol. 14(3), pages 1-22, January.
    22. Bachas,Pierre Jean & Brockmeyer,Anne & Semelet,Camille Marine, 2020. "The Impact of COVID-19 on Formal Firms: Micro Tax Data Simulations across Countries," Policy Research Working Paper Series 9437, The World Bank.
    23. Ron Martin & Peter Sunley, 2015. "On the notion of regional economic resilience: conceptualization and explanation," Journal of Economic Geography, Oxford University Press, vol. 15(1), pages 1-42.
    24. Carlota Perez, 2010. "Technological revolutions and techno-economic paradigms," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 34(1), pages 185-202, January.
    25. Rob Jago Floetgen & Jana Strauss & Jörg Weking & Andreas Hein & Florian Urmetzer & Markus Böhm & Helmut Krcmar, 2021. "Introducing platform ecosystem resilience: leveraging mobility platforms and their ecosystems for the new normal during COVID-19," European Journal of Information Systems, Taylor & Francis Journals, vol. 30(3), pages 304-321, May.
    26. Ilaria Gandin & Claudio Cozza, 2019. "Can we predict firms’ innovativeness? The identification of innovation performers in an Italian region through a supervised learning approach," PLOS ONE, Public Library of Science, vol. 14(6), pages 1-16, June.
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