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      • Faculty Publications  (1,270)

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      • October 2021
      • Case

      Yildiz Holding's Corporate Strategy: Managing Diversification for Growth

      By: Juan Alcácer and Esel Çekin
      The case opens in May 2018 with Nurtaç Ziyal Afridi, chief strategy and growth officer of Yıldız Holding, a Turkish conglomerate, reflecting on the group’s diversification journey. In ten years, the group had achieved a remarkable growth through diversification: seven... View Details
      Keywords: Strategy; Diversification; Growth Management; Mergers and Acquisitions; Global Strategy; Restructuring; Food and Beverage Industry; North America; United Kingdom; Turkey; Asia
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      Alcácer, Juan, and Esel Çekin. "Yildiz Holding's Corporate Strategy: Managing Diversification for Growth." Harvard Business School Case 722-366, October 2021.
      • October 2021 (Revised December 2021)
      • Case

      Customer-Centric Design with Artificial Intelligence: Commonwealth Bank

      By: Karim R. Lakhani, Yael Grushka-Cockayne, Jin Hyun Paik and Steven Randazzo
      As Commonwealth Bank (CommBank) CEO Matt Comyn delivered the full financial year results in August 2021 over videoconference, it took less than two minutes for him to make his first mention of the organization's Customer Engagement Engine (CEE), the AI-driven customer... View Details
      Keywords: Artificial Intelligence; Customer-centricity; Banks and Banking; Customer Focus and Relationships; Technological Innovation; Transformation; Organizational Change and Adaptation; Performance; AI and Machine Learning; Financial Services Industry; Australia
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      Lakhani, Karim R., Yael Grushka-Cockayne, Jin Hyun Paik, and Steven Randazzo. "Customer-Centric Design with Artificial Intelligence: Commonwealth Bank." Harvard Business School Case 622-065, October 2021. (Revised December 2021.)
      • October 2021 (Revised September 2022)
      • Case

      GoPro: Becoming a Subscription Hero

      By: Elie Ofek, Marco Bertini and Nicole Tempest Keller
      In 2021, Nick Woodman, founder and CEO of GoPro, was reviewing the company’s subscription offering, considering whether to extend it beyond benefits that were directly related to the company’s iconic camera. Founded in 2002, GoPro had gained renown for its innovative... View Details
      Keywords: Subscription Model; Pricing; Lifestyle Brands; Value Proposition; Business Model; Growth and Development Strategy; Marketing Strategy; Consumer Products Industry; California
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      Ofek, Elie, Marco Bertini, and Nicole Tempest Keller. "GoPro: Becoming a Subscription Hero." Harvard Business School Case 522-022, October 2021. (Revised September 2022.)
      • October 2021 (Revised March 2022)
      • Supplement

      PittaRosso: Artificial Intelligence-Driven Pricing and Promotion

      By: Ayelet Israeli and Fabrizio Fantini
      PittaRosso, a traditional Italian shoe retailer, is implementing an AI system to provide pricing and promotion recommendations. The system allows them to implement changes that would affect both the top of funnel and bottom of funnel activities for the company: once... View Details
      Keywords: Artificial Intelligence; Pricing; Pricing Algorithm; Pricing Decisions; Pricing Strategy; Pricing Structure; Promotion; Promotions; Online Marketing; Data-driven Decision-making; Data-driven Management; Retail; Retail Analytics; Price; Advertising Campaigns; Analytics and Data Science; Analysis; Digital Marketing; Budgets and Budgeting; Marketing Strategy; Marketing; Transformation; Decision Making; Retail Industry; Italy
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      Israeli, Ayelet, and Fabrizio Fantini. "PittaRosso: Artificial Intelligence-Driven Pricing and Promotion." Harvard Business School Spreadsheet Supplement 522-710, October 2021. (Revised March 2022.)
      • October 2021 (Revised June 2022)
      • Case

      PittaRosso: Artificial Intelligence-Driven Pricing and Promotion

      By: Ayelet Israeli
      PittaRosso, a traditional Italian shoe retailer, is implementing an AI system to provide pricing and promotion recommendations. The system allows them to implement changes that would affect both the top of funnel and bottom of funnel activities for the company: once... View Details
      Keywords: Artificial Intelligence; Pricing; Pricing Algorithm; Pricing Decisions; Pricing Strategy; Pricing Structure; Promotion; Promotions; Online Marketing; Data-driven Decision-making; Data-driven Management; Retail; Retail Analytics; AI; Price; Advertising Campaigns; Analytics and Data Science; Analysis; Digital Marketing; Budgets and Budgeting; Marketing Strategy; Marketing; Transformation; Decision Making; AI and Machine Learning; Retail Industry; Italy
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      Israeli, Ayelet. "PittaRosso: Artificial Intelligence-Driven Pricing and Promotion." Harvard Business School Case 522-046, October 2021. (Revised June 2022.)
      • October 2021
      • Article

      Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach

      By: Nicolas Padilla and Eva Ascarza
      The success of Customer Relationship Management (CRM) programs ultimately depends on the firm's ability to understand consumers' preferences and precisely capture how these preferences may differ across customers. Only by understanding customer heterogeneity, firms can... View Details
      Keywords: Customer Management; Targeting; Deep Exponential Families; Probabilistic Machine Learning; Cold Start Problem; Customer Relationship Management; Programs; Consumer Behavior; Analysis
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      Padilla, Nicolas, and Eva Ascarza. "Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach." Journal of Marketing Research (JMR) 58, no. 5 (October 2021): 981–1006.
      • 2021
      • Book

      Lead and Disrupt: How to Solve the Innovator's Dilemma

      By: Charles A. O'Reilly III and Michael Tushman
      Why do successful firms find it so difficult to adapt in the face of change—to innovate? In the past ten years, the importance of this question has increased as more industries and firms confront disruptive change. The pandemic has accelerated this crisis, collapsing... View Details
      Keywords: Organization Change And Adaptation; Organizational Change and Adaptation; Disruptive Innovation; Innovation and Management; Leading Change
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      O'Reilly, Charles A., III, and Michael Tushman. Lead and Disrupt: How to Solve the Innovator's Dilemma. Second ed. Stanford, CA: Stanford Business Books, 2021.
      • August 2021 (Revised October 2024)
      • Case

      Allbirds: Decarbonizing Fashion (A)

      By: Michael W. Toffel, Kenneth P. Pucker and Eren Kuzucu
      The Allbirds: Decarbonizing Fashion (A) case introduces Allbirds as a footwear startup not only focused on simple design, comfort, and sustainable natural materials but on decarbonizing the wider fashion industry. Background material highlights the growing... View Details
      Keywords: Decarbonization; Climate Impact; Environmental Strategy; Innovation; Product Design; Supply Chain Management; Innovation Strategy; Innovation and Management; Product Development; Climate Change; Environmental Management; Environmental Sustainability; Apparel and Accessories Industry; Fashion Industry; United States; California
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      Toffel, Michael W., Kenneth P. Pucker, and Eren Kuzucu. "Allbirds: Decarbonizing Fashion (A)." Harvard Business School Case 622-024, August 2021. (Revised October 2024.)
      • 2025
      • Working Paper

      How Do Households Suppress the Price of Tail Risk?

      By: Laurent Calvet, Claire Célérier, Gordon Liao and Boris Vallée
      This paper investigates the effects of the issuance of retail products with non-linear payoffs on option prices. For a given underlying asset, when the outstanding volume of products embedding a short-put position increases, implied volatility at the corresponding... View Details
      Keywords: Security Design; Dividend; Options; Structured Products; Market Segmentation; Financial Instruments; Design; Volatility; Markets; Segmentation
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      Calvet, Laurent, Claire Célérier, Gordon Liao, and Boris Vallée. "How Do Households Suppress the Price of Tail Risk?" Working Paper, 2025.
      • July 2021 (Revised September 2024)
      • Case

      Supreme: Remaining Cool While Pursuing Growth

      By: Jill Avery, Sandrine Crener, Marie-Cecile Cervellon and Ranjit Thind
      Following VF Corporation’s acquisition of cult streetwear brand Supreme, consumers and industry pundits were nervous that becoming part of a large, public corporation would put an end to Supreme’s slow and careful growth trajectory as pressure for quarterly results... View Details
      Keywords: Marketing; Brands and Branding; Luxury; Marketing Strategy; Consumer Behavior; Growth Management; Retail Industry; Retail Industry; United States; North America
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      Avery, Jill, Sandrine Crener, Marie-Cecile Cervellon, and Ranjit Thind. "Supreme: Remaining Cool While Pursuing Growth." Harvard Business School Case 522-006, July 2021. (Revised September 2024.)
      • July 2021 (Revised March 2022)
      • Teaching Note

      Flashion: Art vs. Science in Fashion Retailing

      By: Kris Ferreira
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      Ferreira, Kris. "Flashion: Art vs. Science in Fashion Retailing." Harvard Business School Teaching Note 622-006, July 2021. (Revised March 2022.)
      • July 2021 (Revised January 2024)
      • Case

      Fynd

      By: Ranjay Gulati, Kairavi Dey and Rachna Tahilyani
      Fynd is a fast-growing venture that in 7 years since its founding has become India's largest omnichannel retail company with real-time access to over 9,000 stores' offline inventory. It started as a B2B business supporting retailers who didn’t have an online business,... View Details
      Keywords: Entrepreneurship; Business Startups; Business Model; Acquisition; Decision Making; Cost vs Benefits; Growth and Development Strategy; Web Services Industry; Technology Industry; Communications Industry; India; Mumbai
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      Gulati, Ranjay, Kairavi Dey, and Rachna Tahilyani. "Fynd." Harvard Business School Case 822-006, July 2021. (Revised January 2024.)
      • July 2021 (Revised October 2021)
      • Case

      Allianz Customer Centricity: Is Simplicity the Way Forward?

      By: Eva Ascarza and Emilie Billaud
      This case explores the tradeoffs between product personalization and simplicity as companies grow. The case presents an opportunity to understand whether and how each of these approaches enables and/or limits companies’ abilities to provide customer satisfaction while... View Details
      Keywords: Simplicity; Customer Focus and Relationships; Customization and Personalization; Customer Satisfaction; Performance Efficiency; Strategy; Insurance Industry; Europe; Germany
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      Ascarza, Eva, and Emilie Billaud. "Allianz Customer Centricity: Is Simplicity the Way Forward?" Harvard Business School Case 522-008, July 2021. (Revised October 2021.)
      • June 2021
      • Teaching Note

      Amazon: Cult or Culture?

      By: Boris Groysberg, Kerry Herman and Amy Klopfenstein
      Teaching Note for HBS Case No. 421-008. Amazon was one of the first entrants in e-commerce. Under the leadership of founder Jeff Bezos, Amazon had expanded beyond books to manufacturing and selling a wide range of products and services globally. Bezos had built a... View Details
      Keywords: Leadership; Organizational Culture; Growth Management; Information Technology; Human Resources; Talent and Talent Management; Retail Industry; Retail Industry
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      Groysberg, Boris, Kerry Herman, and Amy Klopfenstein. "Amazon: Cult or Culture?" Harvard Business School Teaching Note 421-081, June 2021.
      • June 2021
      • Supplement

      Flashion: Art vs. Science in Fashion Retailing

      By: Kris Ferreira
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      Ferreira, Kris. "Flashion: Art vs. Science in Fashion Retailing." Harvard Business School Spreadsheet Supplement 621-712, June 2021.
      • May 2021 (Revised August 2021)
      • Case

      Melissa Wood Health: How to Win in the Creator Economy

      By: Eva Ascarza
      In October 2020, Melissa Wood-Tepperberg, founder of the digital subscription wellness platform Melissa Wood Health (MWH) and creator of ‘The MWH Method,’ was evaluating the strategic directions of her company. What had started as a way to share workouts and wellness... View Details
      Keywords: Lifestyle Brand; Brands and Branding; Strategy; Partners and Partnerships; Negotiation
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      Ascarza, Eva. "Melissa Wood Health: How to Win in the Creator Economy." Harvard Business School Case 521-086, May 2021. (Revised August 2021.)
      • 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; Retail Industry; Retail Industry; Retail Industry; Retail 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.)
      • May 2021 (Revised August 2021)
      • Supplement

      Zara: An Integrated Store and Online Model (A) and (B)

      By: Antonio Moreno and Anibha Singh
      Keywords: Stores; Integration; Operations; Business Model; Strategic Planning; E-commerce; Retail Industry; Retail Industry; Europe
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      Moreno, Antonio, and Anibha Singh. "Zara: An Integrated Store and Online Model (A) and (B)." Harvard Business School PowerPoint Supplement 621-118, May 2021. (Revised August 2021.)
      • May 2021 (Revised February 2025)
      • Teaching Note

      Zara: An Integrated Store and Online Model (A) and (B)

      By: Antonio Moreno and Anibha Singh
      Teaching Note for HBS Case Nos. 620-073 and 620-074. View Details
      Keywords: Stores; Integration; Operations; Business Model; Strategy; E-commerce; Retail Industry; Retail Industry; Europe
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      Moreno, Antonio, and Anibha Singh. "Zara: An Integrated Store and Online Model (A) and (B)." Harvard Business School Teaching Note 621-117, May 2021. (Revised February 2025.)
      • May 2021
      • Article

      The Firm Next Door: Using Satellite Images to Study Local Information Advantage

      By: Jung Koo Kang, Lorien Stice-Lawrence and Forester Wong
      We use novel satellite data that track the number of cars in the parking lots of 92,668 stores for 71 publicly listed U.S. retailers to study the local information advantage of institutional investors. We establish car counts as a timely measure of store-level... View Details
      Keywords: Satellite Images; Store-level Performance; Institutional Investors; Local Advantage; Overweighting; Processing Costs; Alternative Data; Big Data; Emerging Technologies; Information; Quality; Institutional Investing; Decision Making; Behavioral Finance; Analytics and Data Science
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      Kang, Jung Koo, Lorien Stice-Lawrence, and Forester Wong. "The Firm Next Door: Using Satellite Images to Study Local Information Advantage." Journal of Accounting Research 59, no. 2 (May 2021): 713–750.
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