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    • All HBS Web  (2,670)
      • Faculty Publications  (524)

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      • 2018
      • Working Paper

      Ratcheting, Competition, and the Diffusion of Technological Change: The Case of Televisions Under an Energy Efficiency Program

      By: Tomomichi Amano and Hiroshi Ohashi
      In differentiated goods markets with societal implications, quality standards are commonly implemented to avoid the under-provision of innovation. Firms have clear incentives to engage in strategic behavior because policymakers use market outcomes as a benchmark in... View Details
      Keywords: Product Differentiation; Energy Efficiency Standards; Ratcheting; Diffusion Of Innovation; Technological Innovation; Competition; Quality; Governing Rules, Regulations, and Reforms; Policy
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      Amano, Tomomichi, and Hiroshi Ohashi. "Ratcheting, Competition, and the Diffusion of Technological Change: The Case of Televisions Under an Energy Efficiency Program." Harvard Business School Working Paper, No. 19-021, September 2018.
      • August 2018 (Revised September 2018)
      • Case

      Predicting Purchasing Behavior at PriceMart (A)

      By: Srikant M. Datar and Caitlin N. Bowler
      This case follows VP of Marketing, Jill Wehunt, and analyst Mark Morse as they tackle a predictive analytics project to increase sales in the Mom & Baby unit of a nationally recognized retailer, PriceMart. Wehunt observed that in the midst of the chaos that surrounded... View Details
      Keywords: Data Science; Analytics and Data Science; Analysis; Consumer Behavior; Forecasting and Prediction
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      Datar, Srikant M., and Caitlin N. Bowler. "Predicting Purchasing Behavior at PriceMart (A)." Harvard Business School Case 119-025, August 2018. (Revised September 2018.)
      • August 2018 (Revised September 2018)
      • Supplement

      Predicting Purchasing Behavior at PriceMart (B)

      By: Srikant M. Datar and Caitlin N. Bowler
      Supplements the (A) case. In this case, Wehunt and Morse are concerned about the logistic regression model overfitting to the training data, so they explore two methods for reducing the sensitivity of the model to the data by regularizing the coefficients of the... View Details
      Keywords: Data Science; Analytics and Data Science; Analysis; Customers; Household; Forecasting and Prediction
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      Datar, Srikant M., and Caitlin N. Bowler. "Predicting Purchasing Behavior at PriceMart (B)." Harvard Business School Supplement 119-026, August 2018. (Revised September 2018.)
      • August 2018 (Revised April 2019)
      • Supplement

      Chateau Winery (B): Supervised Learning

      By: Srikant M. Datar and Caitlin N. Bowler
      This case builds directly on “Chateau Winery (A).” In this case, Bill Booth, marketing manager of a regional wine distributor, shifts to supervised learning techniques to try to predict which deals he should offer to customers based on the purchasing behavior of those... View Details
      Keywords: Data Science; Clustering; Analytics and Data Science; Customers; Marketing; Analysis
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      Datar, Srikant M., and Caitlin N. Bowler. "Chateau Winery (B): Supervised Learning." Harvard Business School Supplement 119-024, August 2018. (Revised April 2019.)
      • August 2018 (Revised October 2019)
      • Case

      C3.ai—Driven to Succeed

      By: Robert Simons and George Gonzalez
      CEO Tom Siebel navigates his artificial intelligence (ai) startup through a series of pivots, market expansions, and even an elephant attack to become a leading platform ad service provider. The case describes his unusual management approach emphasizing employee... View Details
      Keywords: Strategy Execution; Performance Measurement; Critical Performance Variables; Strategic Boundaries; Internet Of Things; Artificial Intelligence; Software Development; Big Data; Machine Learning; Business Startups; Management Style; Business Strategy; Performance; Measurement and Metrics; Organizational Culture; AI and Machine Learning; Digital Transformation; Applications and Software; Digital Marketing; Analytics and Data Science; Technology Industry; United States; California
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      Simons, Robert, and George Gonzalez. "C3.ai—Driven to Succeed." Harvard Business School Case 119-004, August 2018. (Revised October 2019.)
      • 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.)
      • Article

      The Effects of Media Slant on Firm Behavior

      By: Vishal P. Baloria and Jonas Heese
      The media can impose reputational costs on firms because of its important role as an information intermediary and its ability to negatively slant coverage. We exploit a quasi-natural experiment that holds constant the information event across firms, but varies the... View Details
      Keywords: Media Slant; Reputational Capital; Strategic Corporate Decisions; Media; News; Communication Strategy; Reputation
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      Baloria, Vishal P., and Jonas Heese. "The Effects of Media Slant on Firm Behavior." Journal of Financial Economics 129, no. 1 (July 2018): 184–202.
      • June 2018
      • Teaching Note

      Kvadrat: Leading for Innovation

      By: Boris Groysberg and Sarah L. Abbott
      In 2013, Anders Byriel, CEO of the family-owned Danish textiles company, Kvadrat, considered the firm's strategic plan. In 2000, Byriel and Mette Bendix, Kvadrat's Product Director, had taken over management of the company from their fathers, who had founded Kvadrat in... View Details
      Keywords: Leadership; Business or Company Management; Growth and Development Strategy; Human Resources; Asia
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      Groysberg, Boris, and Sarah L. Abbott. "Kvadrat: Leading for Innovation." Harvard Business School Teaching Note 418-088, June 2018.
      • June 2018
      • Article

      Personal and Social Usage: The Origins of Active Customers and Ways to Keep Them Engaged

      By: Clarence Lee, Elie Ofek and Thomas Steenburgh
      We study how digital service firms can develop an active customer base, focusing on two questions. First, how does the way that customers use the service postadoption to meet their own needs (personal usage) and to interact with one another (social usage) vary across... View Details
      Keywords: Customer Engagement; Adoption Routes; Word-of-Mouth; Digital Marketing; Bayesian Estimation; Customers; Communication; Consumer Behavior; Marketing; Internet and the Web; Analytics and Data Science
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      Lee, Clarence, Elie Ofek, and Thomas Steenburgh. "Personal and Social Usage: The Origins of Active Customers and Ways to Keep Them Engaged." Management Science 64, no. 6 (June 2018): 2473–2495. (Lead Article.)
      • May 2018
      • Case

      The Multiple Myeloma Research Foundation's Answer Fund

      By: Richard G. Hamermesh and Matthew G. Preble
      Keywords: Data Analytics; Customer Focus and Relationships; Customer Relationship Management; Cost vs Benefits; Investment Return; Health Care and Treatment; Innovation Leadership; Intellectual Property; Knowledge Sharing; Knowledge Dissemination; Leadership; Leading Change; Resource Allocation; Goals and Objectives; Marketing Communications; Performance; Programs; Projects; Business and Community Relations; Business and Stakeholder Relations; Networks; Partners and Partnerships; Research and Development; Genetics; Behavior; Motivation and Incentives; Social and Collaborative Networks; Nonprofit Organizations; Strategy; Health Industry; Pharmaceutical Industry; Biotechnology Industry; United States
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      Hamermesh, Richard G., and Matthew G. Preble. "The Multiple Myeloma Research Foundation's Answer Fund." Harvard Business School Case 818-045, May 2018.
      • April 2018
      • Article

      Consumers Avoid Buying from Firms with Higher CEO-to-Worker Pay Ratios

      By: Bhavya Mohan, Tobias Schlager, Rohit Deshpandé and Michael I. Norton
      We document a novel driver of consumer behavior: pay ratio disclosure. Swiss corporation performance data gathered during a legally mandated pay ratio referendum reveals that salient high pay ratios are associated with decreased firm sales (Pilot Study). An... View Details
      Keywords: Pay Ratio; Wage Fairness; Purchase Intention; Customers; Wages; Fairness; Consumer Behavior
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      Mohan, Bhavya, Tobias Schlager, Rohit Deshpandé, and Michael I. Norton. "Consumers Avoid Buying from Firms with Higher CEO-to-Worker Pay Ratios." Special Issue on Marketplace Morality. Journal of Consumer Psychology 28, no. 2 (April 2018): 344–352.
      • Article

      Investors as Stewards of the Commons?

      By: George Serafeim
      Over the past few years, there has been a significant increase in the number of initiatives seeking to mobilize investor voice towards positive social impact. In this paper, I provide a framework outlining the role of investors as stewards of the commons. While... View Details
      Keywords: Collaboration; Industry Self-regulation; Sustainability; ESG; Capital Markets; Investor Behavior; Investment Activism; Social Issues; Environmental Sustainability; Corporate Social Responsibility and Impact; Cooperation
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      Serafeim, George. "Investors as Stewards of the Commons?" Journal of Applied Corporate Finance 30, no. 2 (Spring 2018): 8–17.
      • February 2018
      • Case

      Aetna and the Transformation of Health Care

      By: Rebecca M. Henderson, Russell Eisenstat and Matthew Preble
      Mark Bertolini, chairman and CEO of the health insurer Aetna, faces a number of questions as he seeks to transform Aetna from a classic insurance company into a business that will engage much more deeply with its members around their personal health goals. His strategy... View Details
      Keywords: Health Care and Treatment; Insurance; Transformation; Behavior; Leading Change; Strategy; Insurance Industry; Health Industry; United States; Connecticut
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      Henderson, Rebecca M., Russell Eisenstat, and Matthew Preble. "Aetna and the Transformation of Health Care." Harvard Business School Case 318-048, February 2018.
      • 2018
      • Article

      Overcoming Barriers to Time-Saving: Reminders of Future Busyness Encourage Consumers to Buy Time

      By: A. V. Whillans, Elizabeth W. Dunn and Michael I. Norton
      Spending money on time-saving purchases improves happiness. Yet, people often fail to spend their money in this way. Because most people believe that the future will be less busy than the present, they may underweight the value of these purchases. We examine the impact... View Details
      Keywords: Consumer Choice; Sharing Economy; Opportunity Cost; Time-as Money; Well-being; Time Management; Happiness; Perception; Behavior
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      Whillans, A. V., Elizabeth W. Dunn, and Michael I. Norton. "Overcoming Barriers to Time-Saving: Reminders of Future Busyness Encourage Consumers to Buy Time." Social Influence 13, no. 2 (2018): 117–124.
      • January 2018
      • Case

      Tomer Zvulun and The Atlanta Opera: At Crossroads (A)

      By: Michael L. Tushman and Kerry Herman
      In 2017, Tomer Zvulun, the CEO and artistic director of The Atlanta Opera, was considering next steps. Zvulun had adapted quickly to the new, dual role of chief executive and artistic director, although there had been a steep learning curve. As he gained traction, the... View Details
      Keywords: Innovation; Explore/Exploit; Ambidexterity; Zvulun; Opera; Strategy; Talent; Talent Management; Non-profit; Leadership Transition; Organizational Behavior; Leadership; Innovation and Invention; Talent and Talent Management; Arts; Strategic Planning; Fine Arts Industry
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      Tushman, Michael L., and Kerry Herman. "Tomer Zvulun and The Atlanta Opera: At Crossroads (A)." Harvard Business School Case 418-012, January 2018.
      • January 2018
      • Case

      Viacom: Democratization of Data Science

      By: Shane Greenstein and Christine Snively
      In two short years, Viacom’s Data Science & Advanced Analytics team built a web platform called Science Central that allowed employees from Viacom’s 20+ cable networks to access television audience insights through three data science apps. In the past, employees would... View Details
      Keywords: Data Science; Big Data; Digital Platforms; Analytics and Data Science; Expansion; Strategic Planning
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      Greenstein, Shane, and Christine Snively. "Viacom: Democratization of Data Science." Harvard Business School Case 618-016, January 2018.
      • January 2018
      • Case

      Kids & Company: Entering the U.S.

      By: Boris Groysberg, Matthew G. Preble and Katherine Connolly Baden
      In April 2017, Victoria Sopik and Jennifer Nashmi, CEO and CFO (respectively) of Kids & Company, a Canadian childcare provider that they had co-founded in the early 2000s and developed into a nearly 100-unit enterprise, are discussing how the company should proceed... View Details
      Keywords: Child Care; Childcare; Day Care; Daycare; Early Childhood Education; Strategy; Growth and Development Strategy; Growth Management; Business Strategy; Competitive Strategy; Competitive Advantage; Expansion; Leadership; Marketing; Product Marketing; Brands and Branding; Service Delivery; Service Operations; Product Design; Product Development; Cross-Cultural and Cross-Border Issues; Selection and Staffing; Customer Focus and Relationships; Entrepreneurship; Service Industry; Education Industry; United States; Canada
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      Groysberg, Boris, Matthew G. Preble, and Katherine Connolly Baden. "Kids & Company: Entering the U.S." Harvard Business School Case 418-011, January 2018.
      • January–February 2018
      • Article

      Some Customers Would Rather Leave Without Saying Goodbye

      By: Eva Ascarza, Oded Netzer and Bruce G.S. Hardie
      We investigate the increasingly common business setting in which companies face the possibility of both observed and unobserved customer attrition (i.e., “overt” and “silent” churn) in the same pool of customers. This is the case for many online-based services where... View Details
      Keywords: Churn; Retention; Attrition; Customer Base Analysis; Hidden Markov Models; Latent Variable Models; Customer Relationship Management; Consumer Behavior
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      Ascarza, Eva, Oded Netzer, and Bruce G.S. Hardie. "Some Customers Would Rather Leave Without Saying Goodbye." Marketing Science 37, no. 1 (January–February 2018): 54–77.
      • December 2017 (Revised March 2019)
      • Case

      Armarium: Luxury Fashion Brands for Rent

      By: Jill Avery, David Fubini, Natasha Dossa and Devon Stewart
      Armarium, a two-sided online platform that offered consumers the opportunity to rent the most coveted, current season high fashion clothing and accessories from the top global luxury brands, had emerged from its first sales season with two distinct customer segments:... View Details
      Keywords: Brand Management; Retailing; Sharing Economy; Luxury Brand; Ecommerce; Startup; Fashion; Brand Positioning; Customer Acquisition; Internet Marketing; Marketing; Marketing Channels; Marketing Strategy; Brands and Branding; Business Startups; Luxury; Consumer Behavior; Growth and Development Strategy; Social Media; E-commerce; Fashion Industry; Retail Industry; Apparel and Accessories Industry; United States; North America
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      Avery, Jill, David Fubini, Natasha Dossa, and Devon Stewart. "Armarium: Luxury Fashion Brands for Rent." Harvard Business School Case 518-047, December 2017. (Revised March 2019.)
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