In this paper we investigate the ways in which new forms of organization enabled by digital technologies such as crowdsourcing and digital marketplaces are allowing firms to circumvent and defy traditional knowledge constraints. This is part of the broader question of when and why these forms of...

Thanks to the increasing availability of granular, yet high-dimensional, firm level data, machine learning (ML) algorithms have been successfully applied to address multiple research questions related to firm dynamics. Especially supervised learning (SL), the branch of ML dealing with the...

We study the determinants of value creation in the cross section of U.S. commercial banks. We develop novel measures of individual bank's productivities at collecting deposits and making loans. We relate these measures to bank market values and find that variation in deposit productivity...

How does access to public equity markets affect real outcomes? We examine the human capital of IPO-filing firms and how going public affects their labor force. While IPO-filing firms have high average wages and limited industrial diversification, a success-ful IPO increases departures of...

This paper investigates how, government ownership can better enhance entrepreneurs' incentives to invest than private ownership. Bureaucracy creates opportunities for governments to extort entrepreneurs, as entrepreneurs make transfer payments to these governments in order to steer through...

We analyze a social learning model where the agents' utility depends not only on an unknown common component but also on an unknown idiosyncratic component. Each agent splits a learning budget between the two components. We characterize the optimal learning decisions and find necessary and...