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  • Research Summary

Sustaining innovation in mature organizations

A theoretical investigation of how mature organizations can prevent exploitation (refinement of existing capabilities) from driving out exploration (development of new capabilities). We propose that perturbations create opportunity for organizations to learn. To... View Details
  • September 2020
  • Case

Drinkworks: Home Bar by Keurig

By: Sunil Gupta, Jonathan Levav and Julia Kelley
In the summer of 2018, Drinkworks CEO Nathaniel Davis needed to make a number of go-to-market decisions ahead of his company’s upcoming product launch. Formed through a joint venture between Keurig Dr. Pepper and Anheuser-Busch InBev, Drinkworks had developed an... View Details
Keywords: Marketing; Marketing Strategy; Product Marketing; Product Launch; Product Positioning; Markets; Bids and Bidding; Demand and Consumers; Consumer Behavior; Market Design; Distribution; Distribution Channels; Product; Product Design; Product Development; Business Model; Customers; Customer Value and Value Chain; Decision Making; Decisions; Goods and Commodities; Innovation and Invention; Technological Innovation; Business or Company Management; Growth and Development Strategy; Research; Research and Development; Strategy; Adoption; Competitive Advantage; Segmentation; Information Technology; Information Infrastructure; Value; Value Creation; Food and Beverage Industry; Consumer Products Industry; North and Central America; United States
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Gupta, Sunil, Jonathan Levav, and Julia Kelley. "Drinkworks: Home Bar by Keurig." Harvard Business School Case 521-010, September 2020.
  • November 2007 (Revised September 2010)
  • Background Note

The Rong Family: A Chinese Business History

By: Elisabeth Koll
Provides the complex historical background to understanding the development of family businesses in China from the late 19th century to the present. Using the example of the Rong family, China's most prominent industrialist family in pre-1949 China, analyzes the... View Details
Keywords: Family Business; Business History; Organizational Change and Adaptation; Organizational Structure; Alliances; Business and Government Relations; Social and Collaborative Networks; China
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Koll, Elisabeth. "The Rong Family: A Chinese Business History." Harvard Business School Background Note 308-066, November 2007. (Revised September 2010.)
  • January 2010 (Revised November 2017)
  • Background Note

GUIDES: Insight through Indicators

By: Matthew Weinzierl, Jonathan Schlefer and Ann Cullen
GUIDES is an easily remembered framework that can help the business leader and student to confidently and quickly identify, organize, and interpret a country's key economic indicators. Alternatively, it can help them to evaluate third-party analyses and to compare such... View Details
Keywords: Economy; Macroeconomics; Framework; Country; Analysis; Performance Evaluation
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Weinzierl, Matthew, Jonathan Schlefer, and Ann Cullen. "GUIDES: Insight through Indicators." Harvard Business School Background Note 710-044, January 2010. (Revised November 2017.)
  • Article

Seeking the Roots of Entrepreneurship: Insights from Behavioral Economics

By: Thomas Astebro, Holger Herz, Ramana Nanda and Roberto A. Weber
There is a growing body of evidence that many entrepreneurs seem to enter and persist in entrepreneurship despite earning low risk-adjusted returns. This has lead to attempts to provide explanations—using both standard economic theory and behavioral economics—for why... View Details
Keywords: Entrepreneurship; Personal Characteristics; Attitudes; Behavior
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Astebro, Thomas, Holger Herz, Ramana Nanda, and Roberto A. Weber. "Seeking the Roots of Entrepreneurship: Insights from Behavioral Economics." Journal of Economic Perspectives 28, no. 3 (Summer 2014): 49–70.
  • January – February 2012
  • Article

How Managers Use Multiple Media: Discrepant Events, Power, and Timing in Redundant Communication

By: Paul Leonardi, Tsedal Neeley and Elizabeth M. Gerber
Several recent studies have found that managers engage in redundant communication; that is, they send the same message to the same recipient through two or more unique media sequentially. Given how busy most managers are, and how much information their subordinates... View Details
Keywords: Communication; Media; Information; Groups and Teams; Projects; Management Style; Power and Influence; Motivation and Incentives; Technology
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Leonardi, Paul, Tsedal Neeley, and Elizabeth M. Gerber. "How Managers Use Multiple Media: Discrepant Events, Power, and Timing in Redundant Communication." Organization Science 23, no. 1 (January–February 2012): 98–117.
  • September 2010 (Revised March 2012)
  • Case

AQR's Momentum Funds (A)

By: Daniel Baird Bergstresser, Lauren H. Cohen, Randolph B. Cohen and Christopher J. Malloy
AQR is a hedge fund based in Greenwich, Connecticut, that is considering offering a wholly new line of product to retail investors, namely the ability to invest in the price phenomenon known as momentum. There is a large body of empirical evidence supporting momentum... View Details
Keywords: Financial Strategy; Investment Funds; Investment Portfolio; Governing Rules, Regulations, and Reforms; Product Development; Financial Services Industry; Greenwich
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Bergstresser, Daniel Baird, Lauren H. Cohen, Randolph B. Cohen, and Christopher J. Malloy. "AQR's Momentum Funds (A)." Harvard Business School Case 211-025, September 2010. (Revised March 2012.)
  • June 2001 (Revised March 2002)
  • Case

Ducati

Focuses on the turnaround and strategic repositioning of Ducati, an Italian maker of high-end sport motorcycles, and describes the current concerns with the growth prospects of the company. Federico Minoli, the CEO and strategic mind behind the turnaround, knew that... View Details
Keywords: Growth and Development Strategy; Competitive Strategy; Product Positioning; Management Teams; Brands and Branding; Motorcycle Industry
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Gavetti, Giovanni M. "Ducati." Harvard Business School Case 701-132, June 2001. (Revised March 2002.)
  • 2022
  • Working Paper

Product2Vec: Leveraging Representation Learning to Model Consumer Product Choice in Large Assortments

By: Fanglin Chen, Xiao Liu, Davide Proserpio and Isamar Troncoso
We propose a method, Product2Vec, based on representation learning, that can automatically learn latent product attributes that drive consumer choices, to study product-level competition when the number of products is large. We demonstrate Product2Vec’s... View Details
Keywords: Consumer Choice; Consumer Behavior; Competition; Product Marketing
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Chen, Fanglin, Xiao Liu, Davide Proserpio, and Isamar Troncoso. "Product2Vec: Leveraging Representation Learning to Model Consumer Product Choice in Large Assortments." NYU Stern School of Business Research Paper Series, July 2022.
  • Research Summary

An Impossibility Theorem on Beliefs in Games (with H. Jerome Keisler)

A 'paradox' of self-reference in beliefs in games is identified, which yields a game-theoretic impossibility theorem akin to (a weak form of) Tarski's Theorem of mathematical logic. A rough interpretation of the theorem is that if a model of a game is available to the... View Details
  • Article

Conversational Receptiveness: Expressing Engagement with Opposing Views

By: M. Yeomans, J. Minson, H. Collins, H. Chen and F. Gino
We examine “conversational receptiveness”—the use of language to communicate one’s willingness to thoughtfully engage with opposing views. We develop an interpretable machine-learning algorithm to identify the linguistic profile of receptiveness (Studies 1A-B). We then... View Details
Keywords: Receptiveness; Natural Language Processing; Disagreement; Interpersonal Communication; Relationships; Conflict Management
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Yeomans, M., J. Minson, H. Collins, H. Chen, and F. Gino. "Conversational Receptiveness: Expressing Engagement with Opposing Views." Organizational Behavior and Human Decision Processes 160 (September 2020): 131–148.
  • March 2022 (Revised January 2025)
  • Technical Note

Statistical Inference

By: Iavor I. Bojinov, Michael Parzen and Paul Hamilton
This note provides an overview of statistical inference for an introductory data science course. First, the note discusses samples and populations. Next the note describes how to calculate confidence intervals for means and proportions. Then it walks through the logic... View Details
Keywords: Data Science; Statistics; Mathematical Modeling; Mathematical Methods; Analytics and Data Science
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Bojinov, Iavor I., Michael Parzen, and Paul Hamilton. "Statistical Inference." Harvard Business School Technical Note 622-099, March 2022. (Revised January 2025.)
  • September 1990 (Revised April 1993)
  • Case

R.J. Reynolds Tobacco Co.

By: William J. Bruns Jr.
Following the company's purchase as a part of a leveraged buyout, the new management team of R.J. Reynolds Tobacco Co. had to decide what to do about the build-up of excess inventory of its independent wholesale customers. The case introduces students to the problems... View Details
Keywords: Activity Based Costing and Management; Customer Satisfaction; Business or Company Management; Business Growth and Maturation; Consumer Products Industry
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Bruns, William J., Jr. "R.J. Reynolds Tobacco Co." Harvard Business School Case 191-038, September 1990. (Revised April 1993.)
  • Article

Invention and Agglomeration in the Bay Area: Not Just ICT

By: Chris Forman, Avi Goldfarb and Shane Greenstein
We document that the Bay Area rose from 4% of all successful US patent applications in 1976 to 16% in 2008. This is partly driven by the increase in the prevalence of information and communication technology; however, even for patents unrelated to information and... View Details
Keywords: Agglomeration; Information Technology; Patents; San Francisco
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Forman, Chris, Avi Goldfarb, and Shane Greenstein. "Invention and Agglomeration in the Bay Area: Not Just ICT." American Economic Review: Papers and Proceedings 106, no. 5 (May 2016): 146–151.
  • July 2008 (Revised May 2009)
  • Case

The Springfield Nor'easters: Maximizing Revenues in the Minor Leagues

By: Frank V. Cespedes, Christopher H. Lovelock and Laura Winig
The marketing director of a new minor-league baseball team must design, conduct, and then interpret survey research to determine optimal ticket pricing that will yield large attendance figures and contribute to the owner's goal of breaking even in the first year of... View Details
Keywords: Market Research; Quantitative Analysis; Consumer Marketing; Pricing Strategy; Price; Marketing Strategy; Mathematical Methods; Product Launch; Sports; Sports Industry; Massachusetts
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Cespedes, Frank V., Christopher H. Lovelock, and Laura Winig. "The Springfield Nor'easters: Maximizing Revenues in the Minor Leagues." Harvard Business School Brief Case 082-510, July 2008. (Revised May 2009.)
  • 2009
  • Chapter

Platform Rules: Multi-Sided Platforms As Regulators

By: Kevin J. Boudreau and Andrei Hagiu
This chapter provides a basic conceptual framework for interpreting non-price instruments used by multi-sided platforms (MSPs) by analogizing MSPs as "private regulators" who regulate access to and interactions around the platform. We present evidence on Facebook,... View Details
Keywords: Price; Governing Rules, Regulations, and Reforms; Multi-Sided Platforms; Strategy
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Boudreau, Kevin J., and Andrei Hagiu. "Platform Rules: Multi-Sided Platforms As Regulators." In Platforms, Markets and Innovation, edited by Annabelle Gawer. Cheltenham, UK: Edward Elgar Publishing, 2009.
  • Research Summary

One aspect of my research is highly quantitative, based on the construction and analysis of psychometric instruments, and another relies on the qualitative data obtained from the interview process. I look upon both psychometric and interview-derived data in terms of a... View Details
  • January 2000 (Revised October 2001)
  • Case

Security Capital Pacific Trust: A Case for Branding

A real estate operations and investment trust is considering whether it should pursue branding as a strategic investment. Through interpretation of case data and video from focus groups, students deduce the consumer (cognitive, psychological, and economic),... View Details
Keywords: Decision Making; Brands and Branding
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Fournier, Susan M., and Sarah S. Khetani. "Security Capital Pacific Trust: A Case for Branding." Harvard Business School Case 500-053, January 2000. (Revised October 2001.)
  • May 2013
  • Case

Launching Krispy Natural: Cracking the Product Management Code

By: Frank V. Cespedes and Heather Beckham
Pemberton Products is a U.S. market leader in the cookie and bakery snacks segment of the sweet snack market. Looking to expand into the salty snack market, the company acquires Krispy Inc., a maker of salty snack crackers located in the southeastern U.S. To compete... View Details
Keywords: Analytics and Data Science; Competition; Organizational Culture; Management Teams; Brands and Branding; Expansion; Marketing Strategy; Product Launch; Acquisition; Food and Beverage Industry; Ohio; United States
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Cespedes, Frank V., and Heather Beckham. "Launching Krispy Natural: Cracking the Product Management Code." Harvard Business School Brief Case 913-574, May 2013.
  • 11 Aug 2017
  • Working Paper Summaries

Rethinking Measurement of Pay Disparity and Its Relation to Firm Performance

Keywords: by Ethan Rouen
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