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      • Faculty Publications  (450)

      Consumer Utility ModelsRemove Consumer Utility Models →

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      • August 2013 (Revised July 2024)
      • Case

      Amazon in 2024

      By: Sunil Gupta and Margaret L. Rodriguez
      Amazon launched its website in July 1995 to sell books online and by 2020 it has grown to become a digital giant with over $280 billion in annual sales. A large part of its growth came from expanding into a variety of businesses that some see as unrelated. Has it... View Details
      Keywords: Platforms; Complements; Showrooming; Ecosystem; Growth Strategy; Competitive Advantage; Network Effects; Internet and the Web; Business Model; Competitive Strategy; Growth and Development Strategy; Digital Platforms; Retail Industry; Publishing Industry
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      Gupta, Sunil, and Margaret L. Rodriguez. "Amazon in 2024." Harvard Business School Case 514-025, August 2013. (Revised July 2024.)
      • 2013
      • Working Paper

      Where do the Most Active Customers Originate and How Can Firms Keep Them Engaged?

      By: Clarence Lee, E. Ofek and Thomas Steenburgh
      In this paper, we study how firms offering Web services can acquire and develop an active customer base. We focus on two basic questions. First, how does the method of customer acquisition affect the way customers use the service to meet their own needs and to interact... View Details
      Keywords: Customer Engagement; Adoption Routes; Hidden Markov Models; Search; Word-of-Mouth; Digital Media; Customer Relationship Management; Internet and the Web; Mathematical Methods; Consumer Behavior; Entrepreneurship; Marketing Reference Programs; Web Services Industry
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      Lee, Clarence, E. Ofek, and Thomas Steenburgh. "Where do the Most Active Customers Originate and How Can Firms Keep Them Engaged?" Working Paper, 2013. (Revise and Resubmit at Management Science.)
      • 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.
      • July–August 2013
      • Article

      Complementary Goods: Creating, Capturing, and Competing for Value

      By: Taylan Yalcin, Elie Ofek, Oded Koenigsberg and Eyal Biyalogorsky
      This paper studies the strategic interaction between firms producing strictly complementary products. With strict complements, a consumer derives positive utility only when both products are used together. We show that value-capture and value-creation problems arise... View Details
      Keywords: Complementary Goods; Product Development; Royalty Fees; Product Marketing; Competition
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      Yalcin, Taylan, Elie Ofek, Oded Koenigsberg, and Eyal Biyalogorsky. "Complementary Goods: Creating, Capturing, and Competing for Value." Marketing Science 32, no. 4 (July–August 2013): 554–569.
      • 2013
      • Dissertation

      Designing Freemium: A Model of Consumer Usage, Upgrade, and Referral Dynamics

      By: Clarence Lee, Vineet Kumar and Sunil Gupta
      Abstract. Over the past decade "freemium" (free + premium) has become the dominant business model among internet start-ups for its ability to acquire and monetize a large install-base with limited marketing resources. Freemium is a hybrid strategy where a firm offers... View Details
      Keywords: Discrete-Continuous Choice Dynamic Structural Models; Bayesian Estimation; Word-of-Mouth; Digital Services; Freemium; Entrepreneurship; Business Model; Motivation and Incentives; Marketing Strategy; Internet and the Web; Consumer Behavior; Marketing Reference Programs; Business Startups
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      Lee, Clarence, Vineet Kumar, and Sunil Gupta. "Designing Freemium: A Model of Consumer Usage, Upgrade, and Referral Dynamics." Diss., Harvard Business School, 2013. (Job Market Paper.)
      • April 2013 (Revised November 2015)
      • Case

      Advanced Leadership Pathways: Gilberto Dimenstein and Community Empowerment in Brazil

      By: Rosabeth Moss Kanter, Alexandre Naghirniac, Ai-Ling Jamila Malone and Daniella Suarez
      In 2011, Gilberto Dimenstein, a well-known Brazilian journalist, created a new model that connected disparate resources to revitalize Sao Paulo. He wanted his model to expand across Brazil and the world. Dimenstein covered many of the social issues facing Brazil as a... View Details
      Keywords: Social Change; Websites; Education; Awareness; Marketing Communication; City Innovation; Leadership; Social Enterprise; Social Entrepreneurship; Web Sites; Marketing; City; Brazil
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      Kanter, Rosabeth Moss, Alexandre Naghirniac, Ai-Ling Jamila Malone, and Daniella Suarez. "Advanced Leadership Pathways: Gilberto Dimenstein and Community Empowerment in Brazil." Harvard Business School Case 313-116, April 2013. (Revised November 2015.)
      • 2013
      • Case

      Advanced Leadership Pathways: Gilberto Dimenstein and Community Empowerment in Brazil (A)

      By: Rosabeth M. Kanter, Alexandre Naghirniac, Ai-Ling Jamila Malone and Daniella Suarez
      In 2011, Gilberto Dimenstein, a well-known Brazilian journalist, created a new model that connected disparate resources to revitalize Sao Paulo. He wanted his model to expand across Brazil and the world. Dimenstein covered many of the social issues facing Brazil as a... View Details
      Keywords: Social Entrepreneurship; Urban Scope; Social Issues; Education; Knowledge Dissemination; Learning; Leading Change; Brazil
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      Kanter, Rosabeth M., Alexandre Naghirniac, Ai-Ling Jamila Malone, and Daniella Suarez. "Advanced Leadership Pathways: Gilberto Dimenstein and Community Empowerment in Brazil (A)." Harvard Business Publishing Case 313-116, 2013. (Harvard Advanced Leadership Initiative.)
      • 2013
      • Dictionary Entry

      Technology and Innovation Management

      By: Elizabeth J. Altman, Frank Nagle and Michael L. Tushman
      The goal of this annotated bibliography on technology and innovation is to organize and present the most important literature relevant to a scholar seeking to understand and advance the field. It includes articles that are highly-cited and foundational pieces, as well... View Details
      Keywords: Technology; Technological Change; Innovation Streams; Organizational Evolution; Executive Leadership; Organizational Architecture; Information Technology; Technological Innovation; Innovation and Management; Organizational Change and Adaptation; Leadership; Organizational Design
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      Altman, Elizabeth J., Frank Nagle, and Michael L. Tushman. "Technology and Innovation Management." In Oxford Bibliographies: Management, edited by Ricky W. Griffin. New York: Oxford University Press, 2013. Electronic.
      • January 2013 (Revised April 2015)
      • Case

      Affinity Labs: Valuing Customer Growth

      By: Joseph B. Lassiter III and Elizabeth Kind
      In November 2006, Chris Michel left Military.com, which he founded in 1999, to start Affinity Labs, a global network of online communities. That month, Michel raised a Series A round of venture funding and established a partnership with Monster, which he had sold... View Details
      Keywords: Mergers and Acquisitions; Business Startups; Entrepreneurship; Demand and Consumers; Partners and Partnerships; Social and Collaborative Networks; Online Technology
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      Lassiter, Joseph B., III, and Elizabeth Kind. "Affinity Labs: Valuing Customer Growth." Harvard Business School Case 813-147, January 2013. (Revised April 2015.)
      • Article

      Stability and Competitive Equilibrium in Trading Networks

      By: John William Hatfield, Scott Duke Kominers, Alexandru Nichifor, Michael Ostrovsky and Alexander Westkamp
      We introduce a model in which agents in a network can trade via bilateral contracts. We find that when continuous transfers are allowed and utilities are quasi-linear, the full substitutability of preferences is sufficient to guarantee the existence of stable outcomes... View Details
      Keywords: Balance and Stability; Markets
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      Hatfield, John William, Scott Duke Kominers, Alexandru Nichifor, Michael Ostrovsky, and Alexander Westkamp. "Stability and Competitive Equilibrium in Trading Networks." Journal of Political Economy 121, no. 5 (October 2013): 966–1001.
      • December 2012 (Revised August 2020)
      • Case

      Rodan + Fields Dermatologists

      By: Das Narayandas, Michael Roberts and Liz Kind
      The case focuses on issues involved in managing the direct multilevel marketing sales consultants who sell R+F skin care products. The company is trying to better manage the inconsistent and highly variable recruitment behavior of the sales force i.e., the degree to... View Details
      Keywords: Marketing; Salesforce Management; Recruitment; Compensation and Benefits; Consumer Products Industry; Consumer Products Industry; California
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      Narayandas, Das, Michael Roberts, and Liz Kind. "Rodan + Fields Dermatologists." Harvard Business School Case 513-067, December 2012. (Revised August 2020.)
      • December 2012 (Revised April 2025)
      • Case

      AmTran Technology Ltd.

      By: Willy Shih, Jyun-Cheng Wang and Karen E. Robinson
      As an original design manufacturer (ODM) of television sets and leading supplier to Vizio, a market leader in the U.S. for LCD flat panel TVs, AmTran Technology Ltd. uses what founder Alpha Wu describes as a "WE" model in which western companies perform sales,... View Details
      Keywords: Modularity; Technology Transitions; Analog; Digital; Television; TV; Flat-panel; ATSC; NTSC; Video; Global Strategy; Innovation and Management; Innovation Leadership; Innovation Strategy; Technological Innovation; Growth and Development Strategy; Product Development; Product Design; Supply Chain; Business Strategy; Competitive Strategy; Technology Adoption; Digital Platforms; Electronics Industry; Taiwan; United States; Japan
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      Shih, Willy, Jyun-Cheng Wang, and Karen E. Robinson. "AmTran Technology Ltd." Harvard Business School Case 613-069, December 2012. (Revised April 2025.)
      • Article

      When Talk Is "Free": The Effect of Tariff Structure on Usage Under Two- and Three-Part Tariffs

      By: Eva Ascarza, Anja Lambrecht and Naufel Vilcassim
      In many service industries, firms introduce three-part tariffs to replace or complement existing two-part tariffs. In contrast with two-part tariffs, three-part tariffs offer allowances, or “free” units of the service. Behavioral research suggests that the attributes... View Details
      Keywords: Pricing; Nonlinear Pricing; Discrete/continuous Choice Model; Three-part Tariffs; Free Products; Price; Consumer Behavior; Analysis; Learning; Risk and Uncertainty
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      Ascarza, Eva, Anja Lambrecht, and Naufel Vilcassim. When Talk Is "Free": The Effect of Tariff Structure on Usage Under Two- and Three-Part Tariffs. Journal of Marketing Research (JMR) 49, no. 6 (December 2012): 882–900.
      • December 2012
      • Article

      Bolstering and Restoring Feelings of Competence via the IKEA Effect

      By: Daniel Mochon, Michael I. Norton and Dan Ariely
      We examine the underlying process behind the IKEA effect, which is defined as consumers' willingness to pay more for self-created products than for identical products made by others, and explore the factors that influence both consumers' willingness to engage in... View Details
      Keywords: Value; Consumer Behavior; Attitudes
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      Mochon, Daniel, Michael I. Norton, and Dan Ariely. "Bolstering and Restoring Feelings of Competence via the IKEA Effect." International Journal of Research in Marketing 29, no. 4 (December 2012): 363–369.
      • October 2012
      • Case

      Riding the Wave of Technological Change at RE/MAX, LLC.

      By: Lynda M. Applegate, Ramiro Montealegre and Jeffrey Sweeney
      David Liniger, cofounder of RE/MAX, LLC., wondered if his business was prepared to exploit the next wave of business opportunities in the real estate market. This industry had moved from one in which broker/owners controlled all of the consumers' access to information,... View Details
      Keywords: General Management; Business Strategy; Entrepreneurship; Business Model; Information Technology; Transformation; Organizational Change and Adaptation
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      Applegate, Lynda M., Ramiro Montealegre, and Jeffrey Sweeney. "Riding the Wave of Technological Change at RE/MAX, LLC." Harvard Business School Case 813-054, October 2012.
      • September 2012 (Revised May 2015)
      • Case

      Philips-Visicu

      By: Regina E. Herzlinger, Natalie Kindred and Sara M. McKinley
      Would the advent of global payment models and ACOs create sufficient demand for a telemedicine offering covering the care continuum, from hospitals to the home? This was the decision facing Royal Philips Electronics (Philips), the Netherlands-based producer of... View Details
      Keywords: Health Care; Philips; Visicu; Telemedicine; eICU; Accountable Care Organization; ACO; Bundled Payment; Hospital To Home; Patient Monitoring Devices; Home Health Care; Health Care and Treatment; Communication Technology; Quality; Safety; Performance Productivity; Performance Capacity; Performance Efficiency; Consumer Behavior; Emerging Markets; Health Industry; Telecommunications Industry; Netherlands
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      Herzlinger, Regina E., Natalie Kindred, and Sara M. McKinley. "Philips-Visicu." Harvard Business School Case 313-015, September 2012. (Revised May 2015.) (As companion reading for this case, see Regina E. Herzlinger and Charles Huang, "Note on Bundled Payment in Health Care," HBS No. 312-032 (Boston: Harvard Business Publishing, 2012).)
      • September 2012 (Revised January 2013)
      • Case

      J.C. Penney's 'Fair and Square' Pricing Strategy

      By: Elie Ofek and Jill Avery
      As a he gets ready to release 2nd quarter 2012 results, Ron Johnson, the new CEO of department store J.C. Penney, is reconsidering the dramatic changes he initiated for the business model and brand image of his company. A new pricing scheme he put in place in February,... View Details
      Keywords: Change Management; Consumer Behavior; Management Teams; Business Model; Marketing Strategy; Price; Brands and Branding; Decision Making; Retail Industry; United States
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      Ofek, Elie, and Jill Avery. "J.C. Penney's 'Fair and Square' Pricing Strategy." Harvard Business School Case 513-036, September 2012. (Revised January 2013.)
      • Article

      Employee Selection as a Control System

      By: Dennis Campbell
      Theories from the economics, management control, and organizational behavior literatures predict that when it is difficult to align incentives by contracting on output, aligning preferences via employee selection may provide a useful alternative. This study... View Details
      Keywords: Management Systems; Governance Controls; Employees; Selection and Staffing; Motivation and Incentives; Decision Making; Business Model
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      Campbell, Dennis. "Employee Selection as a Control System." Journal of Accounting Research 50, no. 4 (September 2012): 931–966.
      • August 2012 (Revised September 2013)
      • Case

      EnerNOC: DemandSMART

      By: Michael W. Toffel, Kira Fabrizio and Stephanie van Sice
      EnerNOC is an energy company with an innovative business model: it serves as an intermediary between electric utilities and electricity users. It contracts with electricity users willing to reduce demand during periods of peak energy demand, and sells this as excess... View Details
      Keywords: Production Planning; Productivity; Environmental Protection; Energy; Environment; Business Government Relations; Laws And Regulation; Business Model; Environmental Sustainability; Innovation and Invention; Opportunities; Risk and Uncertainty; Governing Rules, Regulations, and Reforms; Supply Chain Management; Production; Energy Conservation; Energy Industry
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      Toffel, Michael W., Kira Fabrizio, and Stephanie van Sice. "EnerNOC: DemandSMART." Harvard Business School Case 613-036, August 2012. (Revised September 2013.)
      • July 2012
      • Case

      Performance Management at Vitality Health Enterprises, Inc.

      By: John Bingham and Michael Beer
      Vitality Health Enterprises, a medium-sized firm that manufactures health and personal care products, has experienced six straight quarters of strong revenue growth. James Hoffman, the new Senior Vice President of Human Resources, fears that the chain of success is... View Details
      Keywords: Performance Evaluation; Motivation and Incentives; Compensation and Benefits; Talent and Talent Management; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; United States
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      Bingham, John, and Michael Beer. "Performance Management at Vitality Health Enterprises, Inc." Harvard Business School Brief Case 913-501, July 2012.
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