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Working Paper
Firm Leverage, Labor Market Size, and Employee Pay
We provide new estimates of the wage costs of firms' debt. Our empirical approach exploits within-firm geographical variation in workers' expected unemployment costs due to variation in local labor market size and uses a large representative sample of public firms. We find that, following an increase in firm leverage, workers with higher unemployment costs experience higher wage growth relative to workers at the same firm with lower unemployment costs. Overall, our estimates suggest that a 10 percentage point increase in leverage increases wage compensation for the median worker by 1.9% and ...
Working Paper
Marketplace Lending and Consumer Credit Outcomes : Evidence from Prosper
In 2005, Prosper launched the first peer-to-peer lending website in the US, allowing for consumers to apply for and receive loans entirely online. To understand the effect of this new credit source, we match application-level data from Prosper to credit bureau data. Post application, borrowers' credit scores increase and their credit card utilization rates fall relative to non-borrowers in the short run. In the longer run, total debt levels for borrowers are higher that of non-borrowers. Differences in mortgage debt are particularly large and increasing over time. Despite increased debt ...
Discussion Paper
Recent Trends in Small Business Lending and the Community Reinvestment Act
In this note, we analyze data on small business loan originations collected under the Community Reinvestment Act (CRA) to document heterogeneity in the recovery in small business lending since the financial crisis.
Discussion Paper
Economic Restrictions during the COVID-19 Pandemic and Measures of Small Business Health
Over the course of the COVID-19 pandemic, state and local governments have instituted a wide array of restrictions on activity, easing or tightening these restrictions as concerns about transmission evolved. The particular choices that governments made could have large impacts on both public health and on economic prosperity. In this note, we provide evidence on the correlation between the level of these restrictions and a key component of the vitality of local economies, namely small businesses. We find that, in states with tighter restrictions, a greater proportion of small businesses ...
Working Paper
Venture Capital and the Performance of Incumbents
I study the effect of investment in young, private firms by venture capitalists (VC) on public firms in the same industry. I construct an instrument for VC investment that relies on individual VC's investment histories, holdings of equity stakes in IPO firms, and aggregate market returns immediately following those IPOs. I find that increased VC investment has a large effect on incumbent profitability. The effect arises due to higher costs and not depressed sales. The effect is short lived as firms respond by reallocating resources away from treated markets and by reducing their use of labor.