Imperial College Business School
South Kensington Campus
London SW7 2AZ
Institutional Affiliation: Imperial College London
Information about this author at RePEc
NBER Working Papers and Publications
|September 2020||Firm-Level Risk Exposures and Stock Returns in the Wake of COVID-19|
with , : w27867
Firm-level stock returns differ enormously in reaction to COVID-19 news. We characterize these reactions using the Risk Factors discussions in pre-pandemic 10-K filings and two text-analytic approaches: expert-curated dictionaries and supervised machine learning (ML). Bad COVID-19 news lowers returns for firms with high exposures to travel, traditional retail, aircraft production and energy supply -- directly and via downstream demand linkages -- and raises them for firms with high exposures to healthcare policy, e-commerce, web services, drug trials and materials that feed into supply chains for semiconductors, cloud computing and telecommunications. Monetary and fiscal policy responses to the pandemic strongly impact firm-level returns as well, but differently than pandemic news. Despite...
|March 2017||CEO Behavior and Firm Performance|
with , , : w23248
We measure the behavior of 1,114 CEOs in six countries parsing granular CEO diary data through an unsupervised machine learning algorithm. The algorithm uncovers two distinct behavioral types: “leaders” and “managers”. Leaders focus on multi-function, high-level meetings, while managers focus on one-to-one meetings with core functions. Firms with leader CEOs are on average more productive, and this difference arises only after the CEO is hired. The data is consistent with horizontal differentiation of CEO behavioral types, and firm-CEO matching frictions. We estimate that 17% of sample CEOs are mismatched, and that mismatches are associated with significant productivity losses.
Published: Oriana Bandiera & Andrea Prat & Stephen Hansen & Raffaella Sadun, 2020. "CEO Behavior and Firm Performance," Journal of Political Economy, vol 128(4), pages 1325-1369.
|March 2016||Shocking Language: Understanding the Macroeconomic Effects of Central Bank Communication|
in NBER International Seminar on Macroeconomics 2015, Michael B. Devereux, Francesco Giavazzi, and Kenneth D. West, editors