Risk Factors That Matter: Textual Analysis of Risk Disclosures for the Cross-Section of Returns

Working Papers

I exploit unsupervised machine learning and natural language processing techniques to elicit the risk factors that firms themselves identify in their annual reports. I quantify the firms’ exposure to each identified risk, design an econometric test to classify them as either systematic or idiosyncratic, and construct factor mimicking portfolios that proxy for each undiversifiable source of risk.Read More

Internationalizing Firm Innovations: The Influence of Multimarket Overlap in Knowledge Activities

Published Research

This paper explores how multimarket overlap in knowledge activities influences firm decisions to internationalize their homecountry generated innovations.Read More

Risk Sharing Agreements for New Medical Treatments

Working Papers

The clinical-trial data used to make approval decisions for medical therapies are collected from a relatively small patient sub-populations. Given small sample sizes, trial data may suggest that treatments are medically or economically nonviable, even though they ultimately may be, or vice versa. Read More

Revisiting the Locus of Experience: A Study on Corporate Development Executives, Organizational Learning and M&A Performance

Working Papers

Understanding how firms learn to make better strategic decisions and achieve superior performance is a question of significant concern to managers and scholars, especially in the context of mergers and acquisitions (M&A).Read More

Determinants of Organizational Vigilance: Leadership, Foresight, and Adaptation in Three Sectors

Published Research

Why are vigilant organizations better at developing foresight than their rivals and acting faster on the insights and alerts? Four attributes were hypothesized to explain the difference between vigilant and vulnerable organizations.Read More

Entrepreneur’s Knowledge, Firm Survival, and the Normalized Burn Rate

Working Papers

We study the association of spending per employee with startup firm survival. Our theory model posits that entrepreneur’s knowledge defines the complex decision process of combining human and non-human inputs to increase firm value. Read More

Data Analytics Supports Decentralized Innovation

Published Research

Data-analytics technology can accelerate the innovation process by enabling existing knowledge to be identified, accessed, combined, and deployed to address new problem domains.Read More