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This paper utilizes firm survey data to understand which formal private sector jobs are most at risk from COVID-19 or similar future crises, based on empirical evidence from two middle income economies. In particular, it estimates the importance for formal private-sector job losses of various COVID-19 pandemic-related labor market shocks and mitigating factors, such as the closure of non-essential industries, workers’ ability to perform...
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Hatayama,Maho; Li,Yiruo; Osborne,Theresa Kay.

Understanding and Predicting Job Losses Due to COVID-19 : Empirical Evidence from Middle Income Countries (English). Jobs Working Paper,issue no. 65 Washington, D.C. : World Bank Group. http://documents.worldbank.org/curated/en/475721642606247960/Understanding-and-Predicting-Job-Losses-Due-to-COVID-19-Empirical-Evidence-from-Middle-Income-Countries

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