We test the hypothesis that low visibility shocks to text-based network industry peers can explain industry momentum. We consider industry peer firms identified through 10-K product text and focus on economic peer links that do not share common SIC codes. Shocks to less visible peers generate...

We examine how product market competition affects firm cash flows and stock returns in industry booms and busts. In competitive industries, we find that high industry-level stock-market valuation, investment and new financing are followed by sharply lower operating cash flows and abnormal stock...

We examine the importance of firm integration to outcomes of mergers and acquisitions using new ex ante product-based measures of firm integration. Our framework allows us to measure ex ante integration risk for both observed acquisitions and proposed acquisitions that might not materialize. As...

This paper examines whether shocks to less visible product market network peers explain industry level post-earnings announcement drift (IPEAD). On the real-side, we find that peer earnings shocks propagate slowly through the peer network, creating a complex and conditional autocorrelation...

We use 10-K filings to construct novel text-based measures of the extent to which U.S. firms are exposed to three offshore activities: the sale of output, purchase of input, and ownership of producing assets. Our main result is that selling output abroad is associated with higher stock returns,...