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Working Paper
The Local Origins of Business Formation
What locations generate more business ideas, and where are ideas more likely to turn into businesses? Using comprehensive administrative data on business applications, we analyze the spatial disparity in the creation of business ideas and the formation of new employer startups from these ideas. Startups per capita exhibit enormous variation across granular units of geography. We decompose this variation into variation in ideas per capita and in their rate of transition to startups, and we find that both components matter. Observable local demographic, economic, financial, and business ...
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
COVID-19 and SMEs: A 2021 "Time Bomb"?
This paper assesses the prospects of a 2021 time bomb in small and medium-sized enterprises (SME) failures triggered by the generous support policies enacted during the 2020 COVID-19 crisis. Policies implemented in 2020, on their own, do not create a 2021 time bomb for SMEs. Rather, business failures and policy costs remain modest. By contrast, credit contraction poses significant risk. Such a contraction would disproportionately affect firms that could have survived COVID-19 in 2020 without any fiscal support. Even in that scenario, most business failures would not arise from excessively ...
Working Paper
Political Connections, Allocation of Stimulus Spending, and the Jobs Multiplier
Using American Recovery and Reinvestment Act (ARRA) data, we show that firms lever their political connections to win stimulus grants and public expenditure channeled through politically connected firms hinders job creation. We build a unique database that links campaign contributions and state legislative election outcomes to ARRA grant allocation. Using exogenous variation in political connections based on ex-post close elections held before ARRA, we causally show that politically connected firms are 64 percent more likely to secure a grant. Based on an instrumental variable approach, we ...
Journal Article
Local Origins of Business Formation
Using comprehensive administrative data on business applications, we find that startups per capita exhibit enormous variation across counties and tracts in the United States. We decompose this spatial variation into two components: variation in business ideas per capita and in their rate of transition to startups. Both components matter for the variation in startups per capita. Furthermore, local demographic, economic, financial, and business conditions account for a significant fraction of the variation in startups per capita and in its components. In particular, income, education, age, and ...
Working Paper
Political Connections, Allocation of Stimulus Spending, and the Jobs Multiplier
Using American Recovery and Reinvestment Act (ARRA) data, we show that firms lever their political connections to win stimulus grants and that public expenditure channeled through politically connected firms hinders job creation. We build a unique database that links information on campaign contributions, state legislative elections, firm characteristics, and ARRA grant allocation. Using exogenous variation in political connections based on ex-post close elections held before ARRA, we causally show that politically connected firms are 38 percent more likely to secure a grant. Based on an ...
Working Paper
Synergizing Ventures
Venture capital (VC) and growth are examined both empirically and theoretically. Empirically, VC-backed startups have higher early growth rates and initial patent quality than non-VC-backed ones. VC backing increases a startup's likelihood of reaching the right tails of the firm size and innovation distributions. Furthermore, outcomes are better for startups matched with more experienced venture capitalists. An endogenous growth model, where venture capitalists provide both expertise and financing for business startups, is constructed to match these facts. The presence of venture capital, the ...
Working Paper
Leverage over the Firm Life Cycle, Firm Growth, and Aggregate Fluctuations
We study the leverage of U.S. firms over their life cycles and the connection between firm leverage, firm growth, and aggregate shocks. We construct a new dataset that combines private and public firms' balance sheets with firm-level data from U.S. Census Bureau's Longitudinal Business Database for the period 2005-12. Public and private firms exhibit different leverage dynamics over their life cycles. Firm age and size are systematically related to leverage for private firms but not for public firms. We show that private firms, but not public ones, deleveraged during the Great Recession and ...
Working Paper
Political Connections, Allocation of Stimulus Spending, and the Jobs Multiplier
Using American Recovery and Reinvestment Act (ARRA) data, we show that firms lever their political connections to win stimulus grants and that public expenditure channeled through politically connected firms hinders job creation. We build a unique database that links information on campaign contributions, state legislative elections, firm characteristics, and ARRA grant allocation. Using exogenous variation in political connections based on ex-post close elections held before ARRA, we causally show that politically connected firms are 38 percent more likely to secure a grant. Based on an ...
Journal Article
Do Credit Supply Shocks Constrain Employment Growth of Small and Medium-Sized Enterprises?
Small and medium-sized enterprises (SMEs) made outsized contributions to net employment growth during the pandemic recession and recovery. However, credit conditions have tightened significantly during the past year and might hinder growth for small firms going forward. Using data on bank lending to small businesses and employment growth, we estimate that a tightening in bank credit supply of 1 percentage point is associated with an 11 percent decline in SMEs' net job creation rate. This estimate indicates that a bank credit tightening about one-third the size of the tightening observed ...