Publications

SSRN

2024
Working Paper

Catalysts for Climate Solutions: Corporate Responses to Venture Capital Financing of Climate-tech Startups

By: Shirley Lu, George Serafeim and Simon Xu

We study whether incumbent firms increase their product focus on climate solutions in response to venture capital (VC) financing of climate-tech startups. Using large language models to measure a firm's focus on climate solutions, we find that incumbents in similar... View Details

Keywords: Climate Finance; Climate Change; Technological Innovation; Entrepreneurship; Venture Capital; Private Equity; Environmental Sustainability; Business Startups

SSRN

January 2017
Article

Contract Design and Stability in Many-to-Many Matching

By: John William Hatfield and Scott Duke Kominers

We develop a model of many-to-many matching with contracts that subsumes as special cases many-to-many matching markets and buyer/seller markets with heterogeneous and indivisible goods. In our setting, substitutable preferences are sufficient to guarantee the... View Details

Keywords: Many-to-Many Matching; Stability; Substitutes; Contract Design; Contracts; Marketplace Matching; Balance and Stability

Find at Harvard

May 2007 (Revised April 2009)
Case

Netflix

By: Willy C. Shih, Stephen P. Kaufman and David Spinola

Reed Hastings founded Netflix with a vision to provide a home movie service that would do a better job satisfying customers than the traditional retail rental model. But as it encouraged challenges it underwent several major strategy shifts, ultimately developing a... View Details

Keywords: Business Model; Film Entertainment; Disruptive Innovation; Growth and Development Strategy; Distribution Channels; Service Delivery; Renting or Rental; Competitive Strategy; Motion Pictures and Video Industry

Teaching Interest

Data Science and AI for Leaders

By: Dennis Campbell

Modern business increasingly relies... View Details

Keywords: Artificial Intelligence; Data Science

January 2025
Technical Note

AI vs Human: Analyzing Acceptable Error Rates Using the Confusion Matrix

By: Tsedal Neeley and Tim Englehart

This technical note introduces the confusion matrix as a foundational tool in artificial intelligence (AI) and large language models (LLMs) for assessing the performance of classification models, focusing on their reliability for decision-making. A confusion matrix... View Details

Keywords: Reliability; Confusion Matrix; AI and Machine Learning; Decision Making; Measurement and Metrics; Performance

October 2017 (Revised October 2022)
Case

Jumia Nigeria: from Retail to Marketplace (A)

By: Ramon Casadesus-Masanell and Namrata Arora

Founded in 2012, Jumia Nigeria, a startup effort by Germany-based Rocket Internet, aimed to become an African Amazon. The company entered the nascent market and immediately enjoyed an uptick in consumer spending fueled by the strength of Nigeria’s oil-based economy. By... View Details

Keywords: Retail; Marketplace; Inventory; Ecommerce; Funding; Business Ecosystem; Business Ecosystems; Competition; Business Model; Globalization; Emerging Markets; Expansion; Logistics; Competitive Strategy; E-commerce; Retail Industry; India; Nigeria; Africa

13 Apr 2016
Research Event

What Does 'Diversity' Really Mean?

Administration at HBS, and HBS Associate Professor Amy Cuddy. Billed as “Talking the Walk: Possibilities for Change Through Dialogue, Expression, and Narrative,” the symposium focused on communication, as speakers reflected on how the View Details

Keywords: by Dina Gerdeman

June 2009 (Revised February 2010)
Case

Cirque du Soleil -- The High-Wire Act of Building Sustainable Partnerships

By: Ramon Casadesus-Masanell and Maxime Aucoin

The case describes the history and business model of Cirque du Soleil (CdS). The case allows for a rich discussion and analysis of Cirque du Soleil's business model with an emphasis on how it interacts with that of MGM Mirage. Le Cirque and MGM's business models... View Details

Keywords: Business Model; Investment; Profit; Globalized Markets and Industries; Growth and Development Strategy; Market Entry and Exit; Partners and Partnerships; Trust; Entertainment and Recreation Industry

Research Summary

Relative Thinking and Consumer Choice

By: Joshua R. Schwartzstein

Fixed differences appear smaller when compared to large differences. Professor Schwartzstein has proposed a model of relative thinking, in which a person weighs a given change by less when he compares it to a larger range. Relative thinking implies that a person is... View Details

November 2009 (Revised May 2010)
Case

Red Tomato: Keeping It Local

By: Jose B. Alvarez, Mary Louise Shelman and Laura Winig

This case describes the operating model and history of Red Tomato, a non-profit organization dedicated to branding and logistical support for locally grown produce farmers in the northeast U.S. The case highlights the challenges involved in making locally grown produce... View Details

Keywords: Agribusiness; Trends; Food; Local Range; Consumer Behavior; Logistics; Supply Chain; Nonprofit Organizations; Agriculture and Agribusiness Industry; Northeastern United States

August 2014
Case

Netflix in 2011

By: Willy Shih and Stephen Kaufman

Reed Hastings founded Netflix to provide a home movie service that would do a better job satisfying customers than the traditional retail rental model. But as it encountered challenges it underwent several major strategy shifts, ultimately developing a business model... View Details

January 2002 (Revised March 2011)
Case

Finland and Nokia: Creating the World's Most Competitive Economy

By: Michael E. Porter and Orjan Solvell

Finland, with a special language and culture, has developed as a country in between the west (the Nordic region and Europe) and the east (especially its neighbor Russia). In the 1980s, a process started of moving out of an investment-driven economy into an... View Details

Keywords: Development Economics; Economic Growth; Growth and Development Strategy; Industry Clusters; Business and Government Relations; Competitive Strategy; Telecommunications Industry; Finland

November 1999 (Revised July 2001)
Case

New Profit Inc.: Governing the Nonprofit Enterprise

By: Robert S. Kaplan

New Profit, Inc. (NPI) is an innovative venture philanthropy fund. Founded by social entrepreneur Venessa Kirsch, NPI intends to raise large donations from individuals who wish to invest in nonprofit enterprises that could have a significant social impact and the... View Details

Keywords: Balanced Scorecard; Nonprofit Organizations; Venture Capital; Social Entrepreneurship; Corporate Governance; Performance Evaluation; Financial Statements; Philanthropy and Charitable Giving; Service Industry

May 2016 (Revised June 2017)
Case

India's Amul: Keeping Up with the Times

By: Rohit Deshpandé, Tarun Khanna, Namrata Arora and Tanya Bijlani

Amul is an Indian dairy cooperative founded in 1947—eight months before India's independence from British rule—and owned by over three million farmers in the state of Gujarat. It is India's largest food product marketing organization, selling 46 products, including... View Details

Keywords: Globalization; Expansion; Dairy; India; Cooperatives; Milk; Leadership; Agriculture; Agribusiness; Competition; Marketing; Organizational Change and Adaptation; Agriculture and Agribusiness Industry; India

September 26, 2018
Article

Ownership and Power Structure: Together at Last

By: Laura Alfaro, Nicholas Bloom, Paola Conconi, Harald Fadinger, Patrick Legros, Andrew Newman, Raffaella Sadun and John Van Reenen

Economists have largely ignored the deep interdependency between integration and delegation. This column describes a new theory of integration and delegation choices aimed at shedding light on how these distinct elements of organizational design interact. Contrary to... View Details

Keywords: Power; Organisational Design; Economics; Ownership; Organizational Design