Using unsupervised machine learning, I introduce interpretable and economically relevant risk factors that characterize the cross-section of returns better than the leading factor models, furthermore, I do not use any information from the past returns to select the risk factors. …Read More
Managers have no shortage of advice on how to achieve organic sales growth through innovation. Prescriptions range from emulating the best practices of innovative companies like Amazon, Starbucks, and 3M to adopting popular concepts such as design thinking, lean startup principles, innovation boot camps, and co-creation with customers. …Read More
To help firms make strategic decisions about blockchain, the Mack Institute introduces a new white paper laying out a road map and key questions for blockchain adoption.…Read More
The 2018-2019 Vehicle Innovations Challenge will track developments in technology, automaker strategies, the competitive landscape and the regulatory environment to inform forecasters about these new issues while involving them in a global crowd-sourced effort to anticipate the trajectory of an industry in upheaval.…Read More
I aim to contribute to corporate strategy and technology and innovation management literatures by refining the way we think about how firms’ externally accessible resources and capabilities influence those firms’ heterogeneous boundary choices and their resulting outcomes. …Read More
A well-known maxim in management is that “your people are your greatest asset”. Recruitment strategies in particular have been linked to firms’ innovative capacity, emphasizing the importance of maintaining competitive advantages in HR as a key goal of effective innovation management. …Read More
This research project studies two related questions: (1) what shapes the decision to commercialize scientific discoveries, and (2) how does the commercialization strategy of high-technology startups relate to performance outcomes?…Read More
We propose a novel theory of network externalities to explore the causal relationship between a firm’s position in an alliance network and its innovation outcomes. We posit that the network position a focal firm occupies can be unexpectedly and suddenly reshaped by the acquisitions of other firms. …Read More
This project considers whether and how corporate headquarters either add value to or destroy value for the subsidiaries operating under their oversight. This question is a foundational one in the field of strategic management and has been debated for several decades. However, researchers have been limited from fully answering it. …Read More
Few studies have examined the impact of divestitures on the innovation performance of firms. In particular, little attention has been paid into how the divestiture of firms’ non-core businesses could influence the innovation outcomes of their core businesses. …Read More
By allowing ventures to obtain market feedback during the product development process, experimentation confers a learning advantage. However, we know little about its costs. In particular, experimenting with an early-stage idea requires some degree of disclosure, leading to imitation risk. …Read More
In opening their markets, governments in developing countries hope to receive foreign direct investment. In addition to direct wage and employment benefits, they also hope that foreign investment can facilitate the growth of local businesses. …Read More
Improvements in information technology in recent decades has changed our lives and upended industries. One of its major impacts is to make previously inaccessible information accessible, reduce information asymmetries and improve market efficiencies.…Read More
The use of employee perks is becoming increasingly important to organizational competitiveness. Consequently, innovating along the human resource dimension has become a strategy imperative for many firms. Typically, firms introduce perks that are complementary to work. However, another set of perks that makes it easier for people to leave the workplace has gain more popularity over time. …Read More
This proposal explores how the new generation of information technologies (IT) including AI, automation and data analytics, affect how firms innovate. In particular, we focus on the effect of innovation after a firm went through an IPO. …Read More
Fundraising for early-stage startups has become increasingly easier with the rise of crowd-funding platforms. This project asks how an entrepreneur can set his or her targeted goal to attract more investor money. …Read More
The proposed study analyzes a data set of over eighty million online job listings from the years 2010 to 2016 (about 1 to 2 million each month). The data include job titles, locations (MSA), industry (NAICS), employer names — and most importantly for this analysis — detail on the specific skills required for a job. …Read More
Research examining whether corporate venture capital investments create value, either for startups or established firms, has largely adopted a binary characterization of these relationships, i.e. ‘CVC’ vs ‘no CVC.’ From the startup perspective this entails comparing on average the outcomes of startups that receive CVC investment vs ones that don’t. …Read More
Research in management science has long posited that network structures, specifically the patterns of informal interactions among people, affect information flows and knowledge recombination. Yet, how do different network topologies affect the production of new knowledge and ideas? …Read More
This will be a mixed-methods study exploring, for the first time, ways in which firms exploit technicalities in the U.S. patent system with regard to number of claims and continuations. While at first blush this may sound like a technical paper targeting a patent policy audience, it actually will tell us a lot about the revealed strategic positions of hundreds of innovative firms and institutions. …Read More
