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    • All HBS Web  (3,065)
      • Faculty Publications  (612)

      Machine Learning ModelsRemove Machine Learning Models →

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      • April 2010
      • Case

      A Giant Among Women

      By: Willy C. Shih, Ethan S Bernstein, Maly Hout Bernstein, Jyun-Cheng Wang and Yi-Ling Wei
      Few CEOs successfully manage the evolution of their companies from OEM outsourcer to branded manufacturer to expert consumer marketer as well as Tony Lo, CEO of Giant Manufacturing Co. Ltd., now the largest bicycle manufacturer in the world. In the mid-1980s, Giant... View Details
      Keywords: Consumer Behavior; Customer Focus and Relationships; Global Strategy; Gender; Customer Satisfaction; Product Development; Bicycle Industry; Taiwan
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      Shih, Willy C., Ethan S. Bernstein, Maly Hout Bernstein, Jyun-Cheng Wang, and Yi-Ling Wei. "A Giant Among Women." Harvard Business School Case 610-096, April 2010.
      • April 2010
      • Article

      Complex Business Models: Managing Strategic Paradoxes Simultaneously

      By: Wendy K. Smith, Andrew Binns and Michael Tushman
      As our world becomes more global, fast paced and hypercompetitive, competitive advantage may increasingly depend on success in managing paradoxical strategies - strategies associated with contradictory, yet integrated tensions. We identify several types of complex... View Details
      Keywords: Business Model; Management; Strategy
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      Smith, Wendy K., Andrew Binns, and Michael Tushman. "Complex Business Models: Managing Strategic Paradoxes Simultaneously." Special Issue on Business Models. Long Range Planning 43, no. 2 (April 2010): 448–461.
      • February 2010
      • Background Note

      Marketing Analysis Toolkit: Market Size and Market Share Analysis

      By: Thomas J. Steenburgh and Jill Avery
      Marketers frequently need to estimate the size of their markets—both for existing products so that sales forecasts can be developed and for new products so that market opportunities can be assessed. This toolkit enables students to size a market and generate a sales... View Details
      Keywords: Forecasting and Prediction; Management Analysis, Tools, and Techniques; Marketing Strategy; Markets; Demand and Consumers; Size; Strategic Planning; Sales
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      Steenburgh, Thomas J., and Jill Avery. "Marketing Analysis Toolkit: Market Size and Market Share Analysis." Harvard Business School Background Note 510-081, February 2010.
      • Article

      A Choice Prediction Competition for Market Entry Games: An Introduction

      By: Ido Erev, Eyal Ert and Alvin E. Roth
      A choice prediction competition is organized that focuses on decisions from experience in market entry games (http://sites.google.com/site/gpredcomp/ and http://www.mdpi.com/si/games/predict-behavior/). The competition is based on two experiments: An estimation... View Details
      Keywords: Experience and Expertise; Decision Choices and Conditions; Forecasting and Prediction; Learning; Market Entry and Exit; Game Theory; Behavior; Competition
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      Erev, Ido, Eyal Ert, and Alvin E. Roth. "A Choice Prediction Competition for Market Entry Games: An Introduction." Special Issue on Predicting Behavior in Games. Games 1, no. 2 (June 2010): 117–136.
      • November 2009 (Revised October 2010)
      • Case

      AME Learning Inc.

      By: Thomas R. Eisenmann and Ann Leamon
      Justin Joffe is about to graduate from HBS in Spring 2009. He must decide whether to join his father's company, Toronto-based AME Learning, as president working alongside his father who will be CEO. AME has been in business for 12 years, mostly as a small consulting... View Details
      Keywords: Business Model; Family Business; Age; Private Equity; Financing and Loans; Growth and Development Strategy; Family and Family Relationships
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      Eisenmann, Thomas R., and Ann Leamon. "AME Learning Inc." Harvard Business School Case 810-065, November 2009. (Revised October 2010.)
      • September 2009
      • Article

      A Detailed Analysis of the Reduction Mammaplasty Learning Curve: A Statistical Process Model for Approaching Surgical Performance Improvement

      By: Matthew Carty MD, Rodney Chan, Robert S. Huckman, Daniel C. Snow and Dennis Orgill

      Background: The increased focus on quality and efficiency improvement within academic surgery has met with variable success among plastic surgeons. Traditional surgical performance metrics, such as morbidity and mortality, are insufficient to improve the... View Details

      Keywords: Experience and Expertise; Health Care and Treatment; Medical Specialties; Outcome or Result; Performance Efficiency; Performance Improvement
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      Carty, Matthew, MD, Rodney Chan, Robert S. Huckman, Daniel C. Snow, and Dennis Orgill. "A Detailed Analysis of the Reduction Mammaplasty Learning Curve: A Statistical Process Model for Approaching Surgical Performance Improvement." Plastic and Reconstructive Surgery 124, no. 3 (September 2009): 706–714.
      • 2009
      • Chapter

      Collaboration Across Knowledge Boundaries within Diverse Teams: Reciprocal Expertise Affirmation as an Enabling Condition

      By: Amy C. Edmondson, Kate Roloff and Lucy H. MacPhail
      We review research on expertise diversity, psychological safety, team collaboration, and role identity to propose a model in which reciprocal affirmations of expertise identity among team members—a feature of the team environment that we conceptualize as a dimension of... View Details
      Keywords: Interpersonal Communication; Experience and Expertise; Learning; Knowledge Use and Leverage; Groups and Teams; Familiarity; Identity; Cooperation
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      Edmondson, Amy C., Kate Roloff, and Lucy H. MacPhail. "Collaboration Across Knowledge Boundaries within Diverse Teams: Reciprocal Expertise Affirmation as an Enabling Condition." In Exploring Positive Identities and Organizations: Building a Theoretical and Research Foundation, edited by Laura M. Roberts and Jane E. Dutton, 311–332. Psychology Press, 2009.
      • March – April 2009
      • Article

      Market Research and Innovation Strategy in a Duopoly

      By: Dominique Lauga and Elie Ofek
      We model a duopoly in which ex-ante identical firms must decide where to direct their innovation efforts. The firms face market uncertainty about consumers' preferences for innovation on two product attributes and technology uncertainty about the success of their R&D... View Details
      Keywords: Profit; Innovation and Management; Demand and Consumers; Duopoly and Oligopoly; Research and Development; Competitive Strategy
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      Lauga, Dominique, and Elie Ofek. "Market Research and Innovation Strategy in a Duopoly." Marketing Science 28, no. 2 (March–April 2009): 373–396.
      • 2008
      • Chapter

      Overcoming Barriers to Collaboration: Psychological Safety and Learning in Diverse Teams

      By: A. Edmondson and Kate Roloff
      We review research on psychological safety and team learning to identify core ideas and findings in these closely related literatures and to propose a model in which a negative relationship between team member diversity and team collaboration is moderated by... View Details
      Keywords: Interpersonal Communication; Groups and Teams; Social and Collaborative Networks; Performance Improvement; Learning; Diversity
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      Edmondson, A., and Kate Roloff. "Overcoming Barriers to Collaboration: Psychological Safety and Learning in Diverse Teams." In Team Effectiveness in Complex Organizations: Cross-disciplinary Perspectives and Approaches, edited by E. Sales, G. G. Goodwin, and C. S. Burke.Organizational Frontiers Series. Mahwah, NJ: Lawrence Erlbaum Associates, 2008.
      • July 2008 (Revised January 2010)
      • Case

      Affinity Labs, Inc.

      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, Inc." Harvard Business School Case 809-019, July 2008. (Revised January 2010.)
      • January 2008
      • Case

      Procter & Gamble Brazil (A): 2 1/2 Turnarounds

      By: Rosabeth Moss Kanter and Matthew Bird
      Juliana Azevedo Schahin, a local marketing director for Procter & Gamble in Sao Paulo, had worked closely with Tarek Fahahat, a regional executive based in Caracas, to solve the growth and profitability problems of P&G Brazil. They did so through the creation of... View Details
      Keywords: Innovation and Management; Growth and Development Strategy; Brands and Branding; Demand and Consumers; Product Development; Organizational Change and Adaptation; Expansion; Consumer Products Industry; Caracas
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      Kanter, Rosabeth Moss, and Matthew Bird. "Procter & Gamble Brazil (A): 2 1/2 Turnarounds." Harvard Business School Case 308-081, January 2008.
      • January 2008
      • Article

      Learning the Fine Art of Collaboration

      By: Alan MacCormack and Theodore Forbath
      Innovations are increasingly brought to the market by networks of firms, selected for their unique capabilities and operating in a coordinated manner. This collaborative model demands that firms develop different skills, yet despite this need, there is little guidance... View Details
      Keywords: Digital Platforms
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      MacCormack, Alan, and Theodore Forbath. "Learning the Fine Art of Collaboration." Forethought. Special Issue on HBS Centennial. Harvard Business Review 86, no. 1 (January 2008): 10–11.
      • November 2007
      • Article

      A Model of Consumer Learning for Service Quality and Usage

      By: Raghuram Iyengar, Asim Ansari and Sunil Gupta
      In many services, e.g., the wireless service industry, consumers choose a service plan based on their expected consumption. In such situations, consumers experience two forms of uncertainty. First, consumers may be uncertain about the quality of their service provider... View Details
      Keywords: Experience and Expertise; Customer Value and Value Chain; Learning; Price; Knowledge Use and Leverage; Marketing Strategy; Consumer Behavior; Service Delivery; Quality; Risk and Uncertainty; Service Industry
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      Iyengar, Raghuram, Asim Ansari, and Sunil Gupta. "A Model of Consumer Learning for Service Quality and Usage." Journal of Marketing Research (JMR) 44, no. 4 (November 2007): 529–544.
      • September 2007
      • Case

      Metro International S.A.

      By: Tarun Khanna, Felix Oberholzer-Gee, Vincent Marie Dessain, Ane Damgaard Jensen and Anders Sjoman
      Explores the business model of Metro International, a company publishing 70 editions of its free newspaper in 20 countries. Metro had been a pioneer in the free newspaper market, fighting incumbent publishers distributing traditional paid-for newspapers. Looks at the... View Details
      Keywords: Business Model; Business Strategy; Competitive Strategy; Digital Marketing; Advertising; Expansion; Globalized Firms and Management; Journalism and News Industry; Spain
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      Khanna, Tarun, Felix Oberholzer-Gee, Vincent Marie Dessain, Ane Damgaard Jensen, and Anders Sjoman. "Metro International S.A." Harvard Business School Case 708-429, September 2007.
      • May 2007
      • Article

      Multi-agent Learning and the Descriptive Value of Simple Models

      By: Ido Erev and Alvin E. Roth
      Keywords: Value
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      Erev, Ido, and Alvin E. Roth. "Multi-agent Learning and the Descriptive Value of Simple Models." Special Issue on Foundations of Multi-Agent Learning. Artificial Intelligence 171, no. 7 (May 2007): 423–428.
      • December 2006 (Revised February 2007)
      • Case

      Opportunity International: Measurement and Mission

      By: Herman B. Leonard, Marc J. Epstein and Melissa Tritter
      After a "first career" in business, HBS graduate Christopher Crane becomes CEO of a worldwide microfinance network. The organization's twin challenges are: 1) developing metrics to give it an accurate picture of its situation and impacts, and 2) generating rapid... View Details
      Keywords: Microfinance; Measurement and Metrics; Problems and Challenges; Growth and Development Strategy; Business and Stakeholder Relations; Business Model; Nonprofit Organizations; Philanthropy and Charitable Giving; Financial Services Industry
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      Leonard, Herman B., Marc J. Epstein, and Melissa Tritter. "Opportunity International: Measurement and Mission." Harvard Business School Case 307-067, December 2006. (Revised February 2007.)
      • July 2006
      • Article

      Dynamic Mixed Duopoly: A Model Motivated by Linux vs. Windows

      By: Ramon Casadesus-Masanell and Pankaj Ghemawat
      This paper analyzes a dynamic mixed duopoly in which a profit-maximizing competitor interacts with a competitor that prices at zero (or marginal cost), with the cumulation of output affecting their relative positions over time. The modeling effort is motivated by... View Details
      Keywords: Open Source Software; Demand-side Learning; Network Effects; Linux; Mixed Duopoly; Competitive Dynamics; Business Models; Duopoly and Oligopoly; Information Technology; Applications and Software; Business Model; Mathematical Methods; Digital Platforms; Profit; Balance and Stability; Management Analysis, Tools, and Techniques; SWOT Analysis; Competition; Price; Information Technology Industry
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      Casadesus-Masanell, Ramon, and Pankaj Ghemawat. "Dynamic Mixed Duopoly: A Model Motivated by Linux vs. Windows." Management Science 52, no. 7 (July 2006): 1072–1084.
      • 2006
      • Conference Paper

      Modeling Repeated Play of the Prisoners' Dilemma with Reinforcement Learning over an Enriched Strategy Set

      By: A. E. Roth and Ido Erev
      Keywords: Decision Choices and Conditions; Strategy; Game Theory; Learning
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      Roth, A. E., and Ido Erev. "Modeling Repeated Play of the Prisoners' Dilemma with Reinforcement Learning over an Enriched Strategy Set." 2006. (Presented at the Dahlem Workshop on Bounded Rationality: The Adaptive Toolbox.)
      • 2005
      • Article

      Group Learning: A Multi-Level Model Integrating Interpersonal Congruence, Transactive Memory and Feedback Processes

      By: Manuel London, Jeffrey T. Polzer and Heather Omoregie
      Keywords: Groups and Teams; Learning; Integration; Relationships; Agreements and Arrangements
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      London, Manuel, Jeffrey T. Polzer, and Heather Omoregie. "Group Learning: A Multi-Level Model Integrating Interpersonal Congruence, Transactive Memory and Feedback Processes." Human Resource Development Review 4, no. 2 (2005): 114–136.
      • October 2004 (Revised November 2004)
      • Case

      Mavens & Moguls: Creating a New Business Model

      By: Myra M. Hart, Victoria Winston and Kristin Lieb
      Mavens & Moguls is a "virtual" marketing-consulting firm of approximately 40 professionals. Examines the processes by which its founder, Paige Arnof-Fenn, learns the business, builds a power network of industry experts and potential customers, and uses this expertise... View Details
      Keywords: Internet and the Web; Values and Beliefs; Work-Life Balance; Organizational Structure; Organizational Culture; Operations; Networks; Business Model; Growth Management; Business Growth and Maturation; Entrepreneurship; Growth and Development Strategy; Consulting Industry
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      Hart, Myra M., Victoria Winston, and Kristin Lieb. "Mavens & Moguls: Creating a New Business Model." Harvard Business School Case 805-050, October 2004. (Revised November 2004.)
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