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

When Silver is Gold: Forecasting the Potential Creativity of Initial Ideas

Published Research

Past research on idea evaluation has focused on how individuals evaluate the creativity of finalized ideas. But idea evaluation is also important early in the creative process, when individuals must forecast the potential creativity of rough initial ideas as they decide which to develop.Read More

The Employment Consequences of Robots: Firm-Level Evidence

Working Papers

As a new general-purpose technology, robots have the potential to radically transform industries and affect employment. Preliminary empirical studies using industry and geographic region-level data have shown that robots differ from prior general-purpose technologies and predict substantial negative effects on employment.Read More

For Startups, Adaptability and Mentor Network Diversity can be Pivotal: Evidence from a Randomized Experiment on a MOOC Platform

Published Research

Entrepreneurs leading digital ventures are often advised to be adaptable. However, research on how to pursue adaptable strategies and whether such strategies improve short- or long-term digital venture outcomes is sparse.Read More

Exploring Power and Innovation in Multi-party Alliances

Funded Research Proposal

This research project seeks to explore how differences within the members of a multi-party alliance (MPA) – specifically differences in power – impact innovative outcomes of the alliance using a unique dataset of over 345,000 pages of project documents covering approximately 3000 MPAs.Read More

In the Shadow of the Valley: Private Equity Firms’ Increased Prominence in High-Tech Acquisitions

Funded Research Proposal

Why and how do private equity (PE) firms engage in technology acquisitions, and how do they create and capture value in these transactions? Observational data shows initial evidence that not only are PE firms engaging in an increasing number of technology buyouts, they are also seemingly behaving in distinct ways from both corporate acquirers, as well as PE firms in industries other than high-tech.Read More

What is the Importance of Pivoting for Firm Growth?

Funded Research Proposal

Does pivoting matter? How does it affect investment in innovation and firm performance? My goal is to analyze the relevance of pivoting for the development of a small firm into a mature one and to provide a better understanding of what constitutes a small firm.Read More