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Working Paper
COVID-19 and SME Failures
We estimate the impact of the COVID-19 crisis on business failures among small and medium-size enterprises (SMEs) in seventeen countries using a large representative firm-level database. We use a simple model of firm cost minimization and measure each firm’s liquidity shortfall during and after COVID-19. Our framework allows for a rich combination of sectoral and aggregate supply, productivity, and demand shocks. Accommodation and food services; arts, entertainment, and recreation; education; and other services are among the sectors most affected. The SME jobs at risk due to business ...
Working Paper
Business Formation: A Tale of Two Recessions
The trajectory of new business applications and transitions to employer businesses differ markedly during the Great Recession and the COVID-19 recession. Both applications and transitions to employer startups decreased slowly but persistently in the post-Lehman crisis period of the Great Recession. In contrast, during the COVID-19 recession new applications initially declined but have since sharply rebounded, resulting in a surge in applications during 2020. Projected transitions to employer businesses also rise, but this projection is dampened by a change in the composition of applications ...
Discussion Paper
AI Adoption and Employment Expectations: Evidence from a Survey of Small Business Owners
There is little consensus on the effect of AI adoption on employment. Economy-wide measures of pay and headcount have moved little even as AI adoption has spread rapidly, yet narrower measures document declining hiring for workers at the start of their careers or in AI-exposed occupations. In this post, we revisit this topic for U.S. small businesses. We use data from the 2025 Small Business Credit Survey (SBCS) to examine the twelve-month-forward employment and revenue expectations of AI users. We find that firms currently using AI are significantly more likely than non-users to expect ...