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  • All HBS Web  (2,448)
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  • 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
  • August 2018 (Revised April 2019)
  • Case

Chateau Winery (A): Unsupervised Learning

By: Srikant M. Datar and Caitlin N. Bowler
This case follows Bill Booth, marketing manager of a regional wine distributor, as he applies unsupervised learning on data about his customers’ purchases to better understand their preferences. Specifically, he uses the K-means clustering technique to identify groups... View Details
Keywords: Clustering; Data Science; Analytics and Data Science; Customers; Marketing; Analysis
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Datar, Srikant M., and Caitlin N. Bowler. "Chateau Winery (A): Unsupervised Learning." Harvard Business School Case 119-023, August 2018. (Revised April 2019.)
  • 26 Jul 2022
  • Research & Ideas

Burgers with Bugs? What Happens When Restaurants Ignore Online Reviews

There’s a saying in hospitality: The customer is always right. In fact, customers might be more influential than ever, according to a study of online restaurant reviews. Yelp, the website where consumers... View Details
Keywords: by Kara Baskin; Entertainment & Recreation; Food & Beverage; Retail
  • May–June 2021
  • Article

Why Start-ups Fail

By: Thomas R. Eisenmann
If you’re launching a business, the odds are against you: Two-thirds of start-ups never show a positive return. Unnerved by that statistic, a professor of entrepreneurship at Harvard Business School set out to discover why. Based on interviews and surveys with hundreds... View Details
Keywords: Entrepreneurship; Business Startups; Problems and Challenges; Failure
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Eisenmann, Thomas R. "Why Start-ups Fail." Harvard Business Review 99, no. 3 (May–June 2021): 76–85.
  • July–August 2013
  • Article

A Joint Model of Usage and Churn in Contractual Settings

By: Eva Ascarza and Bruce G.S. Hardie
As firms become more customer-centric, concepts such as customer equity come to the fore. Any serious attempt to quantify customer equity requires modeling techniques that can provide accurate multiperiod forecasts of customer behavior. Although a number of researchers... View Details
Keywords: Churn; Retention; Contractual Settings; Access Services; Hidden Markov Models; RFM; Latent Variable Models; Customer Value and Value Chain; Consumer Behavior
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Ascarza, Eva, and Bruce G.S. Hardie. "A Joint Model of Usage and Churn in Contractual Settings." Marketing Science 32, no. 4 (July–August 2013): 570–590.
  • October 2016 (Revised April 2018)
  • Case

ASICS: Chasing a 2020 Vision

By: Elie Ofek, Nobuo Sato and Akiko Kanno
In early 2016, Motoi Oyama, president and CEO of ASICS, a major sports apparel and footwear manufacturer based in Japan, lays out his company’s growth plan for the upcoming 5 years. The new plan set ambitious goals in terms of revenue and profit increases. At the heart... View Details
Keywords: Brand Management; Sports Apparel; Competitive Positioning; Direct To Consumer Marketing; Retail Formats; Lifestyle Brands; Information Technology; Competition; Brands and Branding; Organizational Change and Adaptation; Digital Platforms; Product Positioning; Marketing Channels; Sports; Retail Industry; Apparel and Accessories Industry; Sports Industry; Entertainment and Recreation Industry
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Ofek, Elie, Nobuo Sato, and Akiko Kanno. "ASICS: Chasing a 2020 Vision." Harvard Business School Case 517-060, October 2016. (Revised April 2018.)
  • 30 May 2023
  • Research & Ideas

Can AI Predict Whether Shoppers Would Pick Crest or Colgate?

Companies have long poured time and money into surveying customers. Now, with new research showing artificial intelligence provides plenty of rich data about shopper preferences, could customer surveys become obsolete? Companies turn to... View Details
Keywords: by Kristen Senz
  • June 1994
  • Background Note

Scope and Challenge of Business-to-Business Marketing

By: V. Kasturi Rangan
Identifies six key linkages that distinguish business-to-business marketing; three with respect to the external environment (i.e., derived demand, complex buying process, and concentrated customer base) and three with respect to the internal organization (emphasis on... View Details
Keywords: Marketing; Customers; Demand and Consumers; Organizational Structure; Order Taking and Fulfillment; Technology
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Rangan, V. Kasturi. "Scope and Challenge of Business-to-Business Marketing." Harvard Business School Background Note 594-125, June 1994.
  • Dec 2001
  • Other Presentation

Innovation Lecture

By: Michael E. Porter
In his lecture, Professor Porter gave a sharp analysis of the Dutch economy. His message was that the Netherlands must watch its step because it is losing momentum as a knowledge-based economy. Not because it is performing badly, but because other countries are doing... View Details
Keywords: Economics; Netherlands
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Porter, Michael E. "Innovation Lecture." Institute for Strategy and Competitiveness, The Hague, Netherlands, December 2001.
  • 2018
  • Book

Driving Digital Strategy: A Guide to Reimagining Your Business

By: Sunil Gupta
Disruption and transformation get a lot of hype and for good reason. Digital technologies have disrupted entire industries and incumbents have often struggled in this new world. Typical approaches used by legacy players such as using technology to improve efficiency,... View Details
Keywords: Marketing; Information Technology; Transformation; Strategy; Competitive Advantage; Value Creation; Customer Focus and Relationships; Organizational Structure; Digital Strategy
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Gupta, Sunil. Driving Digital Strategy: A Guide to Reimagining Your Business. Boston: Harvard Business Review Press, 2018.
  • April 1991 (Revised April 1993)
  • Background Note

Strategic Response to Uncertainty

Managers often ignore uncertainty and plan as if the world were certain. Frequently, strategy is formulated based on an extrapolation of current trends into the future, or the best guess scenario of the manager involved. This note discusses four approaches to shaping... View Details
Keywords: Risk and Uncertainty; Risk Management
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Teisberg, Elizabeth O. "Strategic Response to Uncertainty." Harvard Business School Background Note 391-192, April 1991. (Revised April 1993.)
  • 2011
  • Case

Wrapitup

By: W. Earl Sasser
A restaurant chain based in California offers made-to-order sandwich wraps using fresh, healthy ingredients. The founders of the company take a very active role in day-to-day business and tightly control every aspect of the restaurant operation from hiring store... View Details
Keywords: Service Operations; Governance Controls; Revenue; Employee Relationship Management; Planning; Customer Satisfaction; Problems and Challenges; Profit; Change Management; Compensation and Benefits; Leadership Style; Service Industry; California
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Sasser, W. Earl. "Wrapitup." Harvard Business Publishing Case, 2011. (Brief Case.)
  • April 1995
  • Case

Toy Game, The

Companies sometimes issue rebate coupons entitling the holder to a certain amount off the price of their products. This case explores the effects of rebate coupons on the game between two companies that operate in a market where there is very little underlying customer... View Details
Keywords: Competitive Strategy
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Brandenburger, Adam M. "Toy Game, The." Harvard Business School Case 795-121, April 1995.
  • Research Summary

Background

By: Gerald Zaltman
A major theme underlying most of Gerald Zaltman's research concerns the representation of thought. This includes how managers and customers represent their thinking to others and how they represent ideas and knowledge given to them. This theme finds expression in a... View Details
  • Research Summary

Lean Startup Management Practices

By: Thomas R. Eisenmann

Many information technology startups have embraced "lean startup" management practices. Lean startups confront high levels of uncertainty about both customer problems and product solutions: the strength of demand for new... View Details

  • May 2021 (Revised February 2024)
  • Teaching Note

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

By: Ayelet Israeli and Jill Avery
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; 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
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Israeli, Ayelet, and Jill Avery. "THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)." Harvard Business School Teaching Note 521-097, May 2021. (Revised February 2024.)
  • 18 Jul 2014
  • News

“The Promise of Microfinance and Women’s Empowerment; What Does the Evidence Say?;”

  • 06 Jun 2019
  • News

Disruption Starts with Unhappy Customers, Not Technology

  • February 2021 (Revised July 2022)
  • Case

Sarah Breedlove: Changing the World

By: Robert Simons and Max Saffer
This case describes the rise of Sarah Breedlove, who later called herself Madam C.J. Walker, from the cotton fields of Louisiana to the head of a successful, nationwide beauty company providing opportunity and hair care products to Black women. The case describes how... View Details
Keywords: Brands; African-american Entrepreneurs; Entrepreneurship; Values and Beliefs; Personal Characteristics; Success; Work-Life Balance; Business Startups; Brands and Branding; Marketing; Personal Development and Career; Beauty and Cosmetics Industry; United States
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Simons, Robert, and Max Saffer. "Sarah Breedlove: Changing the World." Harvard Business School Case 121-060, February 2021. (Revised July 2022.)
  • 30 Nov 2015
  • HBS Seminar

Soroush Saghafian, Assistant Professor of Public Policy - Harvard Kennedy School, Harvard University

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