Using Machine Learning to Predict High-Impact General Technologies

Working Papers

Can machine learning techniques be used to predict high-impact, general technologies? We find that an ensemble of deep learning models that analyze both the text of patents as well as their bibliometric information can ex-ante identify such patents, accurately identifying 80 of the top 100 high generality patents in the hold-out sample. Read More

External Verifiability of Accounting Information and Intangible Asset Transactions

Working Papers

Firms commonly use disaggregated accounting information to facilitate efficient contracting over intangible assets. However, reliance on accounting measures creates information asymmetries and thus a role for contract audits.Read More

Capabilities, Technologies, and Firm Exit During Industry Shakeout: Evidence from the Global Solar Photovoltaic Industry

Published Research

Explanations of entrants’ survival in an emerging industry are premised on pre‐entry capabilities or technology entry choices prior to the emergence of the dominant design. We consider how these drivers interact to strengthen or nullify firms’ pre‐entry advantage, and facilitate adaptation as the industry evolves. Read More

Challenges in the Gene Therapy Commercial Ecosystem

Published Research

The emergence of biotech has resulted in a rich ecosystem of different types of actors contributing to the technological advance. Despite the enormous promise of biotech-based therapeutics, there is substantial uncertainty regarding when scientific discoveries will emerge, whether these discoveries will achieve clinical success, and how commercialized treatments will create value. Read More

The Importance of Social Entrepreneurship in National Systems of Innovation — An Introduction

Published Research

This special issue links “National Systems of Innovation” with “Social Entrepreneurship” to showcase how social entrepreneurship enables the diffusion of new technologies to make a social impact and engender “creative destruction” through the value generating activities of economic actors ranging from individuals, micro-enterprises to large organizations. Read More

Creating the Innovation Ecosystem for Renewable Energy via Social Entrepreneurship: Insights from India

Published Research

This paper examines how social entrepreneurship, at both the firm and institutional levels, fosters innovation and economic development. It draws on concepts from national innovation systems (NIS), complexity, ecosystems, and social entrepreneurship research to develop a framework for forming innovation ecosystems via social entrepreneurship. Read More

Confrontation or Collaboration: The Role of Social Movements in Firm-Level Innovation

Funded Research Proposal

The past decade has witnessed an explosion in research at the intersection of markets and social movements, with an increasing acknowledgment of social movements as key drivers of change in organizations and markets. Social movements create new products and markets, change practices in existing organizations, and can have profound impacts on the commercialization of innovation. Read More

Bilateral Rating Systems in Online Marketplaces: Design and Impact

Funded Research Proposal

In recent years, digital innovations have fundamentally changed how many services and resources are put together and deployed. These include marketplaces like Uber and Airbnb that help match decentralized supply with demand. Read More

Is Tom Cruise Threatened? An Empirical Study of the Impact of Product Variety on Demand Concentration

Published Research

We empirically examine the impact of expanded product variety on demand concentration using large data sets from the movie rental industry as our test bed. We find that product variety is likely to increase demand concentration.Read More

The Role of Surge Pricing on a Service Platform with Self-Scheduling Capacity

Published Research

Recent platforms, like Uber and Lyft, offer service to consumers via “self-scheduling” providers who decide for themselves how often to work. These platforms may charge consumers prices and pay providers wages that both adjust based on prevailing demand conditions. Read More

Building a More Intelligent Enterprise

Published Research

Businesses must develop a sustainable competitive edge in order to succeed in the long run. One way to achieve this is by leveraging technology-enabled insights with a sophisticated understanding of decision making, judgment, and reasoning to make smarter decisions in the face of uncertainty.Read More

Social Is the New Financial: How Startup Social Media Activity Influences Funding Outcomes

Working Papers

In this project, we explore the impact of startup firms’ social media activities on their entrepreneurial financing performance. Social media can mitigate information problems in entrepreneurial financing in two ways.Read More

Teams for Innovation and Entrepreneurship

Funded Research Proposal

Grand Innovation Prizes are contests where a prize is given for the first team to achieve a radical technical goal–such as reaching space with a commercial passenger rocket. The phenomenon of GIPs have become an important topic for study in recent years.Read More

How Are Established Companies Sourcing External Knowledge? Evidence From The Global Bio-Pharmaceutical Industry

Working Papers

Emerging markets firms in high-technology industries have long been thought of as laggards. We argue that this paradigm needs to be reassessed. Using biotechnology as an example for a radical technology we argue that emerging market, compared to developed markets, are well positioned to pursue such technologies.Read More

Innovation Is the New Competition: Product Portfolio Choices with Product Life Cycles

Working Papers

The product life cycle, or time path of sales, of many high-tech goods and services is bell-shaped. I show that product life cycles endogenously arise in markets with rapid technological innovations, are heterogeneous across products, and are affected by the level of market competition.Read More

How Partnerships Drive Health Care Innovation in Africa

Headshot of a person with shoulder-length, dark brown hair, smiling slightly, against a dark background.

By learning to effectively manage a diverse organizational ecosystem, the NGO North Star Alliance is driving health care innovation in sub-Saharan Africa. Mack Institute researcher Aline Gatignon interviews its former executive director about getting organizational culture right.Read More