COVID-19 Pandemic and firm-level dynamics in the USA, UK, Europe, and Japan.

This paper examines the impact of the coronavirus pandemic during its first and second waves for the USA, UK, Europe, and Japan. We explore the firm-level dynamics and exhibit the impact of coronavirus events on large and small firms and firms' idiosyncratic risk. We find that the intensity of the impact of the coronavirus pandemic events is not uniform for firms. The Blank Swan events in March 2020 exhibit stronger impact the second wave till April 2021. The second wave analysis reveals the sign of recovery and receding effect of the pandemic. The idiosyncratic analysis shows the positive impact of the coronavirus and stringency measures on the idiosyncratic risk.

Economic resiliency and recovery, lessons from the financial crisis for the COVID-19 pandemic: A regional perspective from Central and Eastern Europe.

In this paper we examine resiliency, the ability to absorb and recover from economic shocks, in 199 Nuts-3 regions in Central and Eastern Europe (CEE) following the 2008 global financial crisis. We find evidence of strong positive regional spillovers, meaning that regions tend to form clusters of high-performing and low-performing areas, a process that exacerbates regional income disparities. Using the experience of the recovery from the 2008 financial crisis, we simulate the effects of the COVID-19 pandemic on the ability of these, and, by extension, other upper-middle-income countries to recover from a shock to employment caused by the incidence of COVID-19. Using our recoverability equation estimates, we find that employment in no more than 31 of the 199 regions will have fully recovered in 2 years after the onset of the recovery from the crisis. Policy implications of the findings are discussed.