We implement a new approach for the identification of news shocks about future technology. In a VAR featuring a measure of aggregate technology and several forward-looking variables, we identify the news shock as the shock orthogonal to technology innovations that best explains future variation...

This paper examines the impact of state and local tax differentials on the location of industry using a panel data set of manufacturing firm startups. The number of firm births is modeled as a Poisson count process and the estimation technique explicitly accounts for unobserved location or state...

Business cycle recoveries have slowed in recent decades. This slowdown comes entirely from female employment: as women's employment rates converged towards men's over the course of the past half-century, the growth rate of female employment slowed. But does the slowdown in the growth of female...

We study the consequences of protectionism for macroeconomic fluctuations. First, using high-frequency trade policy data, we present fresh evidence on the dynamic effects of temporary trade barriers. Estimates from country-level and panel VARs show that protectionism acts as a supply shock,...

We benchmark seven global optimization algorithms by comparing their performance on challenging multidimensional test functions as well as a method of simulated moments estimation of a panel data model of earnings dynamics. Five of the algorithms are taken from the popular NLopt open-source...

Using proprietary data from AngelList Talent, we study how individuals’ job search and application behavior changed during the COVID downturn. We find that job seekers shifted their searches toward more established firms and away from early-stage startups, even within the same individual over...

Investment of U.S. firms responds asymmetrically to Tobin's Q: investment of established firms -- 'intensive' investment -- reacts negatively to Q whereas investment of new firms -- 'extensive' investment -- responds positively and elastically to Q. This asymmetry, we argue, reflects a...

Hundreds of papers have investigated how incentives and policies affect hours worked in the market. This paper examines how income taxes affect time allocation in the other two-thirds of the day. Using the Panel Study of Income Dynamics from 1975 to 2004, we analyze the response of single...

This paper considers why the determinants of the inter- and intra-industry variance in R&D intensity in U.S. manufacturing differ markedly even though response parameters are similar across industries. A similar aggregation effect is noted by Grunfeld and Griliches (1960), and this paper gives...

We investigate whether individuals' risk preferences change after experiencing a natural disaster, specifically, the 2011 Great East Japan Earthquake. Exploiting the panels of nationally representative surveys on risk preferences, we find that men who experienced greater intensity of the...