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      • Faculty Publications  (563)

      Customer Value and Value ChainRemove Customer Value and Value Chain →

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      • February 2019 (Revised December 2019)
      • Case

      ThirdLove

      By: Jeffrey F. Rayport and Matthew G. Preble
      Keywords: Cohort Behavior; Customer Acquisition Cost (CAC); Lifetime Value (LTV)
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      Rayport, Jeffrey F., and Matthew G. Preble. "ThirdLove." Harvard Business School Case 819-061, February 2019. (Revised December 2019.)
      • 2020
      • Working Paper

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

      By: 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; Customer Value and Value Chain; Consumer Behavior; Analytics and Data Science; Mathematical Methods; Retail Industry
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      Padilla, Nicolas, and Eva Ascarza. "Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach." Harvard Business School Working Paper, No. 19-091, February 2019. (Revised May 2020. Accepted at the Journal of Marketing Research.)
      • January 2019 (Revised December 2019)
      • Case

      CrossBoundary Energy

      By: John Macomber
      Almost 500 million people are without electricity in sub-Saharan Africa. Governments and public utilities are challenged to bring generation and distribution to most of them. Considerable promise exists in “off-grid” or “mini-grid” technologies, notably using renewable... View Details
      Keywords: Energy Investing; Economic Development; Renewable Energy; Business Growth and Maturation; Developing Countries and Economies; Project Finance; Emerging Markets; Industry Structures; Infrastructure; Segmentation; Private Equity; Decision Choices and Conditions; Energy Industry; Utilities Industry; Africa; Tanzania; Ghana
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      Macomber, John. "CrossBoundary Energy." Harvard Business School Case 219-089, January 2019. (Revised December 2019.)
      • January 2019
      • Teaching Note

      Pricing PatientPing

      By: Frank V. Cespedes
      Teaching Note for HBS No. 818-017. PatientPing sells a software platform that allows health care providers to receive real-time notifications (“pings”) when one of their patients is admitted to or discharged from a health-care facility. The platform facilitates... View Details
      Keywords: Pricing; Health Tech; Health Technology; Sales Process; Sales Strategy; Price; Sales; Marketing Strategy; Health Care and Treatment; Health Industry; Technology Industry; United States; Massachusetts
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      Cespedes, Frank V. "Pricing PatientPing." Harvard Business School Teaching Note 819-098, January 2019.
      • January 2019 (Revised February 2024)
      • Teaching Note

      Hubble Contact Lenses: Data Driven Direct-to-Consumer Marketing

      By: Ayelet Israeli
      Teaching Note for HBS No. 519-011. As its Series A extension round approaches, the founders of Hubble, a subscription-based, social-media fueled, direct-to-consumer (DTC) brand of contact lenses, are reflecting on the marketing strategies that have taken them to a... View Details
      Keywords: DTC; Direct To Consumer Marketing; Health Care; Mobile; Attribution; Experimentation; Experiments; Churn/retention; Customer Lifetime Value; Internet Marketing; Big Data; Analytics; A/B Testing; CRM; Advertising; Marketing; Marketing Channels; Marketing Strategy; Media; Brands and Branding; Marketing Communications; Digital Marketing; Acquisition; Growth and Development Strategy; Customer Focus and Relationships; Consumer Behavior; Social Media; E-commerce
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      Israeli, Ayelet. "Hubble Contact Lenses: Data Driven Direct-to-Consumer Marketing." Harvard Business School Teaching Note 519-056, January 2019. (Revised February 2024.)
      • December 2018 (Revised February 2020)
      • Case

      Fishbowl: Scaling Up

      By: Leslie K. John
      Fishbowl is a social media app that allows professionals to connect with other relevant professionals both within their company and across industry. Unlike many other social media apps, on which users typically present idealized portraits of themselves, on Fishbowl,... View Details
      Keywords: Communication Technologies; Customer Value; Value Chain; Interpersonal Communication; Talent and Talent Management; Customer Value and Value Chain; Entrepreneurship; Business Model; Growth and Development Strategy; Marketing Strategy; Advertising; Product Marketing; Digital Platforms; Consumer Behavior; Network Effects; Emotions; Motivation and Incentives; Trust; Applications and Software; Technology Adoption; Social Media; Media and Broadcasting Industry; Media and Broadcasting Industry; Media and Broadcasting Industry; Media and Broadcasting Industry; Media and Broadcasting Industry; United States
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      John, Leslie K. "Fishbowl: Scaling Up." Harvard Business School Case 919-013, December 2018. (Revised February 2020.) (Email mking@hbs.edu for a courtesy copy.)
      • December 2018
      • Case

      Choosy

      By: Jeffrey J. Bussgang and Julia Kelley
      Founded in 2017, Choosy is a data-driven fashion startup that uses algorithms to identify styles trending on social media. After manufacturing similar items using a China-based supply chain, Choosy sells them to consumers through its website and social media pages.... View Details
      Keywords: Artificial Intelligence; Algorithms; Machine Learning; Neural Networks; Instagram; Influencer; Fast Fashion; Design; Customer Satisfaction; Customer Focus and Relationships; Decision Making; Cost vs Benefits; Innovation and Invention; Brands and Branding; Product Positioning; Demand and Consumers; Supply Chain; Production; Logistics; Business Model; Expansion; Internet and the Web; Mobile and Wireless Technology; Digital Platforms; Social Media; Technology Industry; Fashion Industry; North and Central America; United States; New York (state, US); New York (city, NY)
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      Bussgang, Jeffrey J., and Julia Kelley. "Choosy." Harvard Business School Case 819-054, December 2018.
      • December 2018 (Revised October 2020)
      • Case

      Shiseido: Reinvesting in Brand

      By: Jill Avery and Nobuo Sato
      Shiseido was in the midst of a six year corporate turnaround, trying to reverse the effects of decades of under-investment in R&D and marketing which had led to a cycle of declining customer support and brand value. Would the CEO’s VISION 2020 plan, centered on four... View Details
      Keywords: Brand Management; Brand Value; Turnaround; Brand Portfolio; Brand Communication; Global Brands; Digital Marketing; Return On Investment; Marketing ROI; Internet Marketing; Marketing; Marketing Strategy; Brands and Branding; Value; Growth and Development Strategy; Investment Return; Consumer Behavior; Beauty and Cosmetics Industry; Beauty and Cosmetics Industry; Japan; Asia
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      Avery, Jill, and Nobuo Sato. "Shiseido: Reinvesting in Brand." Harvard Business School Case 519-026, December 2018. (Revised October 2020.)
      • November 2018 (Revised April 2019)
      • Case

      Zespri Grows

      By: David E. Bell and Natalie Kindred
      Controlling about a third of global kiwifruit exports by volume and nearly half by value in 2018, Zespri was a grower-owned “corporatized cooperative” with the exclusive right to export New Zealand-grown kiwifruit (except to Australia). Zespri did not grow fruit but... View Details
      Keywords: Agribusiness; Kiwi; Kiwifruit; Agriculture; Global Supply Chain; Branding; Produce; Coordinated Industry Structure; Industry Coordination; Countercyclical Supply; New Product Development; Product Strategy; Differentiation; Food; Quality; Trade; Brands and Branding; Marketing; Strategy; Global Strategy; Change Management; Organizational Change and Adaptation; Globalization; Globalized Firms and Management; Competitive Strategy; Resource Allocation; Product Development; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; New Zealand
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      Bell, David E., and Natalie Kindred. "Zespri Grows." Harvard Business School Case 519-047, November 2018. (Revised April 2019.)
      • November 2018
      • Case

      The Bundesliga in the U.S.

      By: Stephen A. Greyser, Sascha L. Schmidt and Florian Holzmayer
      The Bundesliga, Germany’s premier football (soccer) league, is assessing its global broadcast and marketing strategy, with special focus on the very lucrative but highly competitive U.S. market. Its CEO Christian Seifert believed that a strong international position... View Details
      Keywords: Media; Sports; Global Strategy; Marketing Strategy; Competitive Strategy; Media and Broadcasting Industry; Media and Broadcasting Industry; United States
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      Greyser, Stephen A., Sascha L. Schmidt, and Florian Holzmayer. "The Bundesliga in the U.S." Harvard Business School Case 919-406, November 2018.
      • Article

      You Can't Always Get What You Want: The Real Exchange Rate and Manufacturing Performance in a World of Global Value Chains

      By: Laura Alfaro, Alejandro Cuñat, Harald Fadinger and Yanping Liu
      Real exchange rate devaluations are typically seen as a viable development strategy, but the effectiveness of the approach may vary over time and across countries. This column explores this issue by focusing on the microeconomics of firm-level responses to exchange... View Details
      Keywords: Manufacturing Performance; Real Exchange Rate; Global Value Chains; Economics; Production; Performance
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      Alfaro, Laura, Alejandro Cuñat, Harald Fadinger, and Yanping Liu. "You Can't Always Get What You Want: The Real Exchange Rate and Manufacturing Performance in a World of Global Value Chains." Vox, CEPR Policy Portal (October 2, 2018).
      • October 2018
      • Article

      Competing with Complementors: An Empirical Look at Amazon.com

      By: Feng Zhu and Qihong Liu
      Platform owners sometimes enter complementors' product spaces to compete against them directly. Prior studies have offered two possible explanations for such entries: platform owners may target the most successful complementors so as to appropriate value from their... View Details
      Keywords: Amazon; Complementors; Co-opetition; Entry; Platform-based Markets; Competition; Digital Platforms; Competitive Strategy
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      Zhu, Feng, and Qihong Liu. "Competing with Complementors: An Empirical Look at Amazon.com." Strategic Management Journal 39, no. 10 (October 2018): 2618–2642.
      • October 2018
      • Article

      The Operational Value of Social Media Information

      By: Ruomeng Cui, Santiago Gallino, Antonio Moreno and Dennis J. Zhang
      While the value of using social media information has been established in multiple business contexts, the field of operations and supply chain management have not yet explored the possibilities it offers in improving firms' operational decisions. This study attempts to... View Details
      Keywords: Machine Learning; Information; Sales; Forecasting and Prediction; Social Media
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      Cui, Ruomeng, Santiago Gallino, Antonio Moreno, and Dennis J. Zhang. "The Operational Value of Social Media Information." Special Issue on Big Data in Supply Chain Management. Production and Operations Management 27, no. 10 (October 2018): 1749–1774.
      • Fall 2018
      • Article

      The Value of Fit Information in Online Retail: Evidence from a Randomized Field Experiment

      By: Santiago Gallino and Antonio Moreno
      Online channels generate frictions when selling products with nondigital attributes, such as apparel. Customers may be reluctant to purchase products they have not been able to try on, and those customers who do purchase may return products when they do not fit as... View Details
      Keywords: Supply Chain Information; Fit Uncertainty; Online Retail; Randomized Field Experiment; Virtual Fitting Room; Digital Retail; Customization and Personalization; Internet and the Web; Value; Performance Improvement; Apparel and Accessories Industry; Apparel and Accessories Industry
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      Gallino, Santiago, and Antonio Moreno. "The Value of Fit Information in Online Retail: Evidence from a Randomized Field Experiment." Manufacturing & Service Operations Management 20, no. 4 (Fall 2018): 767–787.
      • Article

      Uninformed Consent

      By: Leslie K. John
      Companies want access to more and more of your personal data—from where you are to what’s in your DNA. Can they unlock its value while respecting consumers’ privacy? View Details
      Keywords: Personal Data; Privacy; Customers; Analytics and Data Science; Ethics; Governing Rules, Regulations, and Reforms
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      John, Leslie K. "Uninformed Consent." Special Issue on The Big Idea: Tracked. Harvard Business Review (website) (September–October 2018).
      • 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.
      • August 2018 (Revised February 2023)
      • Case

      Hubble Contact Lenses: Data Driven Direct-to-Consumer Marketing

      By: Jill Avery and Ayelet Israeli
      As its Series A extension round approaches, the founders of Hubble, a subscription-based, social-media fueled, direct-to-consumer (DTC) brand of contact lenses, are reflecting on the marketing strategies that have taken them to a valuation of $200 million and debating... View Details
      Keywords: DTC; Direct To Consumer Marketing; Health Care; Mobile; Attribution; Experimentation; Experiments; Churn/retention; Customer Lifetime Value; Internet Marketing; Big Data; Analytics; A/B Testing; CRM; Advertising; Marketing; Marketing Channels; Marketing Strategy; Media; Brands and Branding; Marketing Communications; Digital Marketing; Consumer Behavior; Acquisition; Growth and Development Strategy; Customer Focus and Relationships; Social Media; E-commerce; Analytics and Data Science; Health Industry; Consumer Products Industry; United States; North America; Europe
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      Avery, Jill, and Ayelet Israeli. "Hubble Contact Lenses: Data Driven Direct-to-Consumer Marketing." Harvard Business School Case 519-011, August 2018. (Revised February 2023.)
      • July 2018 (Revised March 2019)
      • Teaching Note

      Hilti (A): Fleet Management?

      By: Ramon Casadesus-Masanell and Jan Rivkin
      This Teaching Note accompanies the case HBS No. 718-419, “Hilti (A): Fleet Management.” It provides guidelines for class discussion, as well as a board plan and transcripts of the associated videos, Hilti Fleet Management Video Supplements.
      The associated case... View Details
      Keywords: Business Model Innovation; Total Customer Value; Innovation; Inventions; Business Models; Value Chains; Transformations; Focusing On Customers; Business Model; Restructuring; Transformation; Customer Value and Value Chain; Decision Making; Customer Focus and Relationships; Customer Relationship Management; Construction; Innovation and Invention; Leasing; Strategy; Liechtenstein; Switzerland; Europe
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      Casadesus-Masanell, Ramon, and Jan Rivkin. "Hilti (A): Fleet Management?" Harvard Business School Teaching Note 719-404, July 2018. (Revised March 2019.)
      • June 2018
      • Teaching Note

      The Transformation of Microsoft

      By: C. Fritz Foley and F. Katelynn Boland
      Teaching Note for HBS No. 218-048. In early 2015, Amy Hood, CFO of Microsoft, and the rest of the senior leadership team faced a set of fundamental choices. The firm had opportunities to serve customers in ways that would be associated with higher growth but lower... View Details
      Keywords: Growth; Corporate Finance; Valuation; Growth Management; Communication Strategy; Transformation; Information Technology Industry; Computer Industry; United States
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      Foley, C. Fritz, and F. Katelynn Boland. "The Transformation of Microsoft." Harvard Business School Teaching Note 218-140, June 2018.
      • June 2018 (Revised January 2019)
      • Case

      Membership Rewards® from American Express

      By: Shelle Santana, Frances X. Frei and Lauren G. Pickle
      Credit and charge card issuer American Express (Amex) had developed a strong reputation among consumers due in part to its Membership Rewards (MR) loyalty program, first established in 1991. Through MR, all Amex cardholders could accumulate and redeem “points” based on... View Details
      Keywords: Financial Services; Customer Loyalty; Credit Cards; Marketing Strategy; Product Marketing; Brands and Branding; Customer Value and Value Chain; Value Creation; Financial Services Industry; Banking Industry; North America; United States
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      Santana, Shelle, Frances X. Frei, and Lauren G. Pickle. "Membership Rewards® from American Express." Harvard Business School Case 518-079, June 2018. (Revised January 2019.)
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