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Covid-19 pandemic, firms’ responses, and unemployment in the ASEAN-5

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  • Ardiyono, Sulistiyo K.

Abstract

Numerous studies have explored the impact of the Covid-19 pandemic on firms’ financial performance, but the link between such performance and employment has rarely been estimated rigorously. Using the ASEAN-5 firms’ data from Q1-2018 to Q3-2021, this study shows how the pandemic affects firms’ revenue, cost, profitability, and employment heterogeneously across countries. It is argued that while revenue losses are the main challenge, widespread and prolonged restrictions in some countries have created extra complications in idle inventories and labour. In response to the revenue shocks, firms reduce their employment with an elasticity of around 0.10, indicating that a 10 per cent revenue decline is associated with a 1 per cent headcount reduction in the short run. A further examination using event analyses reveals that the path of labour adjustment is diverse across countries and industries, reflecting the degree of pandemic severity and countries’ structural issues.

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  • Ardiyono, Sulistiyo K., 2022. "Covid-19 pandemic, firms’ responses, and unemployment in the ASEAN-5," Economic Analysis and Policy, Elsevier, vol. 76(C), pages 337-372.
  • Handle: RePEc:eee:ecanpo:v:76:y:2022:i:c:p:337-372
    DOI: 10.1016/j.eap.2022.08.021
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    1. Christopher F Baum & Mark E. Schaffer & Steven Stillman, 2003. "Instrumental variables and GMM: Estimation and testing," Stata Journal, StataCorp LLC, vol. 3(1), pages 1-31, March.
    2. Topcu, Mert & Gulal, Omer Serkan, 2020. "The impact of COVID-19 on emerging stock markets," Finance Research Letters, Elsevier, vol. 36(C).
    3. Christopher A. Sims, 1974. "Output and Labor Input in Manufacturing," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 5(3), pages 695-736.
    4. Thomas Hale & Noam Angrist & Rafael Goldszmidt & Beatriz Kira & Anna Petherick & Toby Phillips & Samuel Webster & Emily Cameron-Blake & Laura Hallas & Saptarshi Majumdar & Helen Tatlow, 2021. "A global panel database of pandemic policies (Oxford COVID-19 Government Response Tracker)," Nature Human Behaviour, Nature, vol. 5(4), pages 529-538, April.
    5. Holden Steinar & Wulfsberg Fredrik, 2008. "Downward Nominal Wage Rigidity in the OECD," The B.E. Journal of Macroeconomics, De Gruyter, vol. 8(1), pages 1-50, April.
    6. Clément de Chaisemartin & Xavier D'Haultfœuille, 2020. "Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects," American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
    7. Jonathan Heathcote & Kjetil Storesletten & Giovanni L. Violante, 2010. "The Macroeconomic Implications of Rising Wage Inequality in the United States," Journal of Political Economy, University of Chicago Press, vol. 118(4), pages 681-722, August.
    8. Rosen, Sherwin & Nadiri, M Ishaq, 1974. "A Disequilibrium Model of Demand for Factors of Production," American Economic Review, American Economic Association, vol. 64(2), pages 264-270, May.
    9. Huayu Shen & Mengyao Fu & Hongyu Pan & Zhongfu Yu & Yongquan Chen, 2020. "The Impact of the COVID-19 Pandemic on Firm Performance," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 56(10), pages 2213-2230, August.
    10. Apedo Amah,Marie Christine & Avdiu,Besart & Cirera,Xavier & Vargas Da Cruz,Marcio Jose & Davies,Elwyn Adriaan Robin & Grover,Arti Goswami & Iacovone,Leonardo & Kilinc,Umut & Medvedev,Denis & Maduko,Fr, 2020. "Unmasking the Impact of COVID-19 on Businesses : Firm Level Evidence from Across the World," Policy Research Working Paper Series 9434, The World Bank.
    11. Pinglin He & Yulong Sun & Ying Zhang & Tao Li, 2020. "COVID–19’s Impact on Stock Prices Across Different Sectors—An Event Study Based on the Chinese Stock Market," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 56(10), pages 2198-2212, August.
    12. Sun, Liyang & Abraham, Sarah, 2021. "Estimating dynamic treatment effects in event studies with heterogeneous treatment effects," Journal of Econometrics, Elsevier, vol. 225(2), pages 175-199.
    13. Scott R. Baker & Nicholas Bloom & Steven J. Davis & Stephen J. Terry, 2020. "COVID-Induced Economic Uncertainty," NBER Working Papers 26983, National Bureau of Economic Research, Inc.
    14. Nicholas Bloom & Philip Bunn & Paul Mizen & Pawel Smietanka & Gregory Thwaites, 2025. "The Impact of Covid-19 on Productivity," The Review of Economics and Statistics, MIT Press, vol. 107(1), pages 28-41, January.
    15. Sonali Das & Giacomo Magistretti & Evgenia Pugacheva & Mr. Philippe Wingender, 2021. "Sectoral Shocks and Spillovers: An Application to COVID-19," IMF Working Papers 2021/204, International Monetary Fund.
    16. 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.
    17. Alexander W. Bartik & Marianne Bertrand & Feng Lin & Jesse Rothstein & Matthew Unrath, 2020. "Measuring the Labor Market at the Onset of the COVID-19 Crisis," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 51(2 (Summer), pages 239-268;316.
    18. Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
    19. Bentolila, S. & Saint-Paul, G., 1995. "A model of labour demand with linear adjustment costs," Labour Economics, Elsevier, vol. 2(1), pages 105-105, March.
    20. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769.
    21. Alexander W. Bartik & Marianne Bertrand & Zoë B. Cullen & Edward L. Glaeser & Michael Luca & Christopher T. Stanton, 2020. "How Are Small Businesses Adjusting to COVID-19? Early Evidence from a Survey," NBER Working Papers 26989, National Bureau of Economic Research, Inc.
    22. Kiviet, Jan F., 2020. "Microeconometric dynamic panel data methods: Model specification and selection issues," Econometrics and Statistics, Elsevier, vol. 13(C), pages 16-45.
    23. Miklós Koren & Rita Pető, 2020. "Business disruptions from social distancing," PLOS ONE, Public Library of Science, vol. 15(9), pages 1-14, September.
    24. Nicholas Bloom & Robert S. Fletcher & Ethan Yeh, 2021. "The Impact of COVID-19 on US Firms," NBER Working Papers 28314, National Bureau of Economic Research, Inc.
    25. Sulistiyo K. Ardiyono & Arianto A. Patunru, 2022. "The impact of employment protection on FDI at different stages of economic development," The World Economy, Wiley Blackwell, vol. 45(12), pages 3679-3714, December.
    26. Pinglin He & Yulong Sun & Ying Zhang & Tao Li, 2020. "COVID–19’s Impact on Stock Prices Across Different Sectors—An Event Study Based on the Chinese Stock Market," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 56(10), pages 2198-2212, August.
    27. Robert E. Hall, 2005. "Employment Efficiency and Sticky Wages: Evidence from Flows in the Labor Market," The Review of Economics and Statistics, MIT Press, vol. 87(3), pages 397-407, August.
    28. Qing He & Junyi Liu & Sizhu Wang & Jishuang Yu, 2020. "The impact of COVID-19 on stock markets," Economic and Political Studies, Taylor & Francis Journals, vol. 8(3), pages 275-288, July.
    29. Aum, Sangmin & Lee, Sang Yoon (Tim) & Shin, Yongseok, 2021. "COVID-19 doesn’t need lockdowns to destroy jobs: The effect of local outbreaks in Korea," Labour Economics, Elsevier, vol. 70(C).
    30. David Roodman, 2009. "A Note on the Theme of Too Many Instruments," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 71(1), pages 135-158, February.
    31. Narayan, Paresh Kumar & Phan, Dinh Hoang Bach & Liu, Guangqiang, 2021. "COVID-19 lockdowns, stimulus packages, travel bans, and stock returns," Finance Research Letters, Elsevier, vol. 38(C).
    32. Keita Oikawa & Yasuyuki Todo & Masahito Ambashi & Fukunari Kimura & Shujiro Urata, 2021. "The Impact of COVID-19 on Business Activities and Supply Chains in the ASEAN Member States and India," Working Papers DP-2021-17, Economic Research Institute for ASEAN and East Asia (ERIA).
    33. Bond, Stephen & Van Reenen, John, 2007. "Microeconometric Models of Investment and Employment," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 65, Elsevier.
    34. Banker, Rajiv D. & Byzalov, Dmitri & Chen, Lei (Tony), 2013. "Employment protection legislation, adjustment costs and cross-country differences in cost behavior," Journal of Accounting and Economics, Elsevier, vol. 55(1), pages 111-127.
    35. Epstein, Larry G & Denny, Michael G S, 1983. "The Multivariate Flexible Accelerator Model: Its Empirical Restrictions and an Application to U.S. Manufacturing," Econometrica, Econometric Society, vol. 51(3), pages 647-674, May.
    36. Möller, Joachim, 2010. "The German labor market response in the world recession : de-mystifying a miracle," Zeitschrift für ArbeitsmarktForschung - Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 42(4), pages 325-336.
    37. Sebastian Kripfganz, 2019. "Generalized method of moments estimation of linear dynamic panel-data models," London Stata Conference 2019 17, Stata Users Group.
    38. Hu, Shiwei & Zhang, Yuyao, 2021. "COVID-19 pandemic and firm performance: Cross-country evidence," International Review of Economics & Finance, Elsevier, vol. 74(C), pages 365-372.
    39. Jean-Noël Barrot & Basile Grassi & Julien Sauvagnat, 2021. "Sectoral Effects of Social Distancing," AEA Papers and Proceedings, American Economic Association, vol. 111, pages 277-281, May.
    40. Su, Liangjun & Zhang, Yonghui & Wei, Jie, 2016. "A practical test for strict exogeneity in linear panel data models with fixed effects," Economics Letters, Elsevier, vol. 147(C), pages 27-31.
    41. Scott R. Baker & Nicholas Bloom & Steven J. Davis & Kyle J. Kost & Marco C. Sammon & Tasaneeya Viratyosin, 2020. "The Unprecedented Stock Market Impact of COVID-19," NBER Working Papers 26945, National Bureau of Economic Research, Inc.
    42. 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.
    43. Huayu Shen & Mengyao Fu & Hongyu Pan & Zhongfu Yu & Yongquan Chen, 2020. "The Impact of the COVID-19 Pandemic on Firm Performance," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 56(10), pages 2213-2230, August.
    44. Sulistiyo K. Ardiyono & Arianto A. Patunru, 2022. "Firms' responses to foreign demand shock: The case of Indonesia and the GFC," Departmental Working Papers 2022-05, The Australian National University, Arndt-Corden Department of Economics.
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    JEL classification:

    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • L2 - Industrial Organization - - Firm Objectives, Organization, and Behavior
    • L6 - Industrial Organization - - Industry Studies: Manufacturing
    • L8 - Industrial Organization - - Industry Studies: Services

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