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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

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

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16 Jun 2009
First Look

First Look: June 16

paper: http://www.hbs.edu/research/pdf/09-043.pdf Walking Through Jelly: Language Proficiency, Emotions, and Disrupted Collaboration in Global Work Authors:Tsedal Beyene, Pamela J. Hinds, and Catherine Durnell Cramton Abstract In an... View Details

Keywords: Martha Lagace

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

2016
Working Paper

Historical Change and the Competitive Advantage of Firms: Explicating the 'Dynamics' in the Dynamic Capabilities Framework

By: Geoffrey Jones and R. Daniel Wadhwani

This working paper aims to deepen the scholarly dialogue between strategy and history. It does so by examining how historical models of change can contribute to theory and research on the competitive advantage of firms during periods of rapid innovation. Focusing on... View Details

Keywords: Strategy; Dynamic Capabilities; Innovation; Temporality; Context; Microfoundations; Business History; Competitive Advantage; Change; Innovation and Invention

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

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

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

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

2022
Working Paper

Buy Now, Pay Later Credit: User Characteristics and Effects on Spending Patterns

By: Marco Di Maggio, Justin Katz and Emily Williams

Firms offering "buy now, pay later" (BNPL) point-of-sale installment loans with minimal underwriting and low interest have captured a growing fraction of the market for short-term unsecured consumer credit. We provide a detailed look into the US BNPL market by... View Details

Keywords: Household Finance; Fintech; Consumer Credit; Credit; Consumer Behavior

14 Aug 2007
First Look

First Look: August 14, 2007

acquired than those in a control sample. We argue that the combination of hedge funds' short investment horizons and their large positions in target firms makes M&A the only attractive exit option. The results also suggest that hedge... View Details

Keywords: Martha Lagace

April 2017
Case

Yushan Bicycles: Learning to Ride Abroad

By: Christopher A. Bartlett and Paul S. Myers

Yushan Bicycles, one of Taiwan's leading bicycle manufacturers, is pursuing an international expansion strategy by increasing demand for its range of traditional and electric bicycles and shifting its product mix toward higher-margin models sold through specialty... View Details

Keywords: Globalized Firms and Management; Growth and Development Strategy; Competitive Strategy; Conflict Management; Learning; Bicycle Industry; Taiwan; Australia

September 2021 (Revised October 2021)
Case

Dream: Impact Through Real Estate

By: Michael Chu and John Masko

The Canadian city of Toronto had one of the largest housing affordability problems of any city in the developed world. One company trying to address this problem was Dream, one of the largest real estate groups in Canada. In 2021, Dream had just launched a new system... View Details

2025
Working Paper

Trade and Industrial Policy in Supply Chains: Directed Technological Change in Rare Earths

By: Laura Alfaro, Harald Fadinger, Jay Schymik and Gede Virananda

Trade and industrial policies, while primarily intended to support domestic industries, may unintentionally stimulate technological progress abroad. We document this mechanism in the case of rare earth elements (REEs)—critical inputs for manufacturing at the knowledge... View Details

Keywords: Industrial Policy; Global Value Chains; Directed Technological Change; Input-output Linkages; Innovation; Trade; Metals and Minerals; Technological Innovation; Supply Chain; Technology Industry

August 2000 (Revised February 2002)
Case

Arepa

By: Jay O. Light and Daniel J. Green

This case illustrates the importance of structuring negotiations with large companies and investors that are critical to a start-up's success. It depicts a firm with innovative technology that contracts with giant companies in order to survive. It also demonstrates how... View Details

Keywords: Negotiation; Organizational Structure; Entrepreneurship; Technological Innovation; Business or Company Management; Business Model; Partners and Partnerships; Business Startups

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November 1999
Case

E.I. du Pont de Nemours and Company (B)

DuPont must decide whether to launch a new non-GM (genetically modified) soybean that is tolerant to chemical sprays. In the face of rapid introductions of GM products by competitors, DuPont faces the challenge of ensuring the identity preservation of its new product... View Details

Keywords: Business Model; Customer Value and Value Chain; Genetics; Agriculture and Agribusiness Industry

August 2019
Case

Twiggle: E-Commerce with Semantic Search

By: Shane Greenstein and Danielle Golan

Four years after being founded, in 2014, by former Google executives Amir Konigsberg (CEO) and Adi Avidor (CTO), Twiggle had developed a search enhancement that plugged into an online merchant’s existing framework. The company utilized advanced structuring and... View Details

Keywords: Search Technology; Customer Acquisition; Internet and the Web; Technological Innovation; Commercialization; Growth and Development Strategy; E-commerce; Technology Industry; Israel

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