Publications

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October 2019 (Revised June 2020)
Case

Pantheon Ventures in 2019

By: Victoria Ivashina and Tonia Labruyere

The case discusses the strategy of Pantheon, a UK-based fund of funds investing in private equity. Client demands and preferences had changed in the aftermath of the 2008 global financial crisis and Pantheon had to adapt its business model to accommodate requests for... View Details

Keywords: Financial Management; Private Equity; Corporate Strategy; Financial Services Industry; United Kingdom

Das Narayandas is the Edsel Bryant Ford Professor of Business Administration at the Harvard Business School. His academic credentials include a Bachelor of Technology degree in Engineering from the Indian Institute of Technology, Bombay (IITB), a Post-Graduate... View Details

Keywords: advertising; beauty products; biotechnology; computer; electrical equipment; electronics; entertainment; federal government; high technology; industrial goods; information technology industry; internet; management consulting; manufacturing; marketing industry; professional services; retailing; telecommunications; transportation

January 2014
Technical Note

Learning From Extreme Consumers

By: Jill Avery and Michael Norton

Traditional market research methods focus on understanding the average experiences of average consumers. This focus leads to gaps in our knowledge of consumer behavior and often fails to uncover insights that can drive revolutionary, rather than evolutionary... View Details

Keywords: Market Research; Ethnography; Design Thinking; Innovation; New Product Development; Research; Marketing; Consumer Behavior; Innovation and Invention

Research Summary

Markets and Market Design

The topic on which I currently spend the most of my research energy is the study of strategic interaction and reputation systems on eBay and similar markets from an applied, market design perspective. The rise of the Internet allowed a whole new generation of markets... View Details

22 Apr 2015
Working Paper Summaries

Is No News (Perceived as) Bad News? An Experimental Investigation of Information Disclosure

Keywords: by Ginger Jin, Michael Luca & Daniel Martin

Article

Forgoing Earned Incentives to Signal Pure Motives

By: Erika L. Kirgios, Edward H. Chang, Emma E. Levine, Katherine L. Milkman and Judd B. Kessler

Policy makers, employers, and insurers often provide financial incentives to encourage citizens, employees, and customers to take actions that are good for them or for society (e.g., energy conservation, healthy living, safe driving). Although financial incentives are... View Details

Keywords: Incentives; Motivation Laundering; Self-signaling; Motivation and Incentives; Behavior; Perception

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January 2010 (Revised March 2013)
Case

HubSpot: Lower Churn through Greater CHI

By: F. Asis Martinez Jerez, Thomas Steenburgh, Jill Avery and Lisa Brem

HubSpot, a web marketing startup is under pressure from VCs to rapidly acquire new customers and to maintain a low level of customer churn. In the case, students explore the drivers of customer churn and uncover opportunities to increase customer retention across the... View Details

Keywords: Business Startups; Customer Relationship Management; Customer Satisfaction; Customer Value and Value Chain; Forecasting and Prediction; Consumer Behavior; Happiness; Consulting Industry

August 2020
Article

Machine Learning and Human Capital Complementarities: Experimental Evidence on Bias Mitigation

By: Prithwiraj Choudhury, Evan Starr and Rajshree Agarwal

The use of machine learning (ML) for productivity in the knowledge economy requires considerations of important biases that may arise from ML predictions. We define a new source of bias related to incompleteness in real time inputs, which may result from strategic... View Details

Keywords: Machine Learning; Bias; Human Capital; Management; Strategy

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11 Sep 2021
News

Direct-To-Consumer Retailers Try to Bring Pizzazz to Dull Goods

January 1987 (Revised June 1989)
Case

Coca-Cola vs. Pepsi-Cola (A)

Focuses on the competitive interaction between Coca-Cola and Pepsi-Cola specifically and the effect their dominance has on the other industry participants. Coke and Pepsi's competitive strategies are examined in an in-depth analysis; each firm's behavior is used to... View Details

Keywords: Competitive Strategy; Duopoly and Oligopoly; Food and Beverage Industry; United States

13 May 2024
Research & Ideas

Picture This: Why Online Image Searches Drive Purchases

randomly provided text-and-image search refinement suggestions to only half of roughly 500,000 users, chosen randomly. A customer in the test group searching for the general term “headphones” would receive refinement suggestions, such as... View Details

Keywords: by Rachel Layne; Information Technology; Technology; Consumer Products; Retail

25 Oct 2020
Research & Ideas

The Dark Side of Fintech Borrowing

debt.) That’s a far more extensive sample of consumer credit behavior than previous studies, which tend to focus on data from a single fintech lender like LendingClub and provide no bank comparison. The authors then tracked performance of... View Details

Keywords: by Rachel Layne; Financial Services; Banking

Benson P. Shapiro

Benson P. Shapiro is a well-known authority on marketing strategy and sales management with particular interests in pricing, product line planning, and marketing organization. He is also the Malcolm P. McNair Professor of Marketing Emeritus at the Harvard Business... View Details

Gerald Zaltman

*Joined Harvard Faculty: 1991
Prior Faculty Appointments: Northwestern University, 1968-75;
University of Pittsburgh, 1975-91

*Doctoral Degree in Sociology Received from: The John Hopkins University;
MBA Degree Received from: The University of... View Details

Keywords: advertising; apparel; automotive; beverage; biotechnology; consumer products; entertainment; financial services; food; health care; marketing industry; pharmaceuticals; retailing; sports; telecommunications

January 2021 (Revised March 2021)
Case

THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)

By: Jill Avery, Ayelet Israeli and Emma von Maur

THE YES, a multi-brand shopping app launched in May 2020 offered a new type of buying experience for women’s fashion, driven by a sophisticated algorithm that used data science and machine learning to create and deliver a personalized store for every shopper, based on... View Details

Keywords: Data; Data Analytics; Artificial Intelligence; AI; AI Algorithms; AI Creativity; Fashion; Retail; Retail Analytics; E-Commerce Strategy; Platform; Platforms; Big Data; Preference Elicitation; Preference Prediction; Predictive Analytics; App Development; ＂Marketing Analytics＂; Advertising; Mobile App; Mobile Marketing; Apparel; Online Advertising; Referral Rewards; Referrals; Female Ceo; Female Entrepreneur; Female Protagonist; Analytics and Data Science; Analysis; Creativity; Marketing Strategy; Brands and Branding; Consumer Behavior; Demand and Consumers; Forecasting and Prediction; Marketing Channels; Digital Marketing; Internet and the Web; Mobile and Wireless Technology; AI and Machine Learning; E-commerce; Digital Platforms; Fashion Industry; Retail Industry; Apparel and Accessories Industry; Consumer Products Industry; United States

August 2017
Case

RoboTech: Storming into the U.S. Market

By: Christopher A. Bartlett, Rachel Gordon and John J. Lafkas

This case describes the challenges facing the CEO of a small, Singapore-based industrial robotics company that decides to diversify away from its core industrial robot business by leveraging its expertise into the medical-devices industry. It launches an innovative... View Details

Keywords: Market Entry and Exit; Diversification; Product Launch; Competitive Strategy; Globalized Firms and Management; Medical Devices and Supplies Industry; Technology Industry; Singapore; United States

April 12, 2023
Article

Using AI to Adjust Your Marketing and Sales in a Volatile World

By: Das Narayandas and Arijit Sengupta

Why are some firms better and faster than others at adapting their use of customer data to respond to changing or uncertain marketing conditions? A common thread across faster-acting firms is the use of AI models to predict outcomes at various stages of the customer... View Details

Keywords: Forecasting and Prediction; AI and Machine Learning; Consumer Behavior; Technology Adoption; Competitive Advantage

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February 2000 (Revised December 2000)
Case

Staples.com

By: Thomas R. Eisenmann, Joanna M. Jacobson and Gillian Morris

Staples.com, the online unit of the U.S. office supplies retailing chain Staples, faces a range of strategic and organizational issues as it accelerates its growth. Should it pursue only existing Staples customers or consumers who do not shop in Staples stores? How... View Details

Keywords: Supply Chain; Business Units; Business Model; Growth and Development; Internet and the Web; Entrepreneurship; Business Strategy; Service Industry; United States