From 2010 to 2021, 639 US VC-funded firms achieved unicorn status. We investigate why there are so many unicorns and why controlling shareholders give investors privileges to obtain unicorn status. We show that unicorns rely more than other VC-funded firms on organizational capital as well as...

Despite its large and increasing size in the U.S. and Europe, there is relatively little research on the private debt (PD) market, particularly compared to the bank and syndicated loan markets. Accordingly, in this paper, we survey U.S. and European investors with private debt assets under...

We use variation in state corporate income tax rates to re-examine the relation between taxes and corporate leverage. Contrary to prior research, we find that corporate leverage rises after tax cuts for small private firms. An estimated dynamic equilibrium model shows that tax cuts make capital...

China's industrial policies ("Five-Year Plans") displace U.S. production/employment and heighten plant closures in the same industries as those targeted by the policies in China. The impact was not anticipated by the stock market, but U.S. companies in the "treated industries" suffer a valuation...

We study the role of export credit agencies--the predominant tool of industrial policy--on firm behavior by using the effective shutdown of the Export-Import Bank of the United States (EXIM) from 2015-2019 as a natural experiment. We show that firms that previously relied on EXIM support saw a...

We document that monetary policy has a substantial impact on innovation activities. After a tightening shock of 100 basis points, research and development (R&D) spending declines by about 1 to 3 percent and venture capital (VC) investment declines by about 25 percent in the following 1 to 3...

The provision of venture debt financing to growth-oriented startups which are backed by venture capital (VC) equity has been a bit of a puzzle given the lack of positive cash flows or traditional collateral of such startups. This short paper lays out the hurdles for debt to overcome to be a...

We analyze determinants of access to venture capital for Black founders of high-growth startups. We combine image- and name-processing algorithms with clerical review to identify race for over 100,000 startup founders "at risk" for venture funding. Black founders raise roughly one-third as much...

As a bridge between Chinese mainland and international financial markets, the Stock Connect program allows investors on both sides to gain mutual access. By analyzing how cross-border flows respond to macro-related shocks, we show that compared with possibly homemade foreign investors, genuine...

This paper uses transaction-level data across millions of accounts to identify cryptocurrency investors and evaluate how fluctuations in individual crypto wealth affect household consumption, equity investment, and local real estate markets. We estimate an MPC out of unrealized crypto gains that...