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Publications

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    • All HBS Web  (3,066)
      • Faculty Publications  (611)

      Machine Learning ModelsRemove Machine Learning Models →

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      • September 2004 (Revised December 2004)
      • Case

      Metso Paper: Globalization of Finnish Metal Workshops

      By: Lynda M. Applegate, Marikka Heikkila and Kalle Lyytinen
      Metso Paper, the world's largest producer of paper machines, aims to transform itself into a knowledge- and information-based service and solution provider for the paper industry by aggressively exploiting information technologies. In the fall of 2002, Jorma Hujala, a... View Details
      Keywords: Production; Customer Value and Value Chain; Information Technology; Corporate Strategy; Knowledge Management; Machinery and Machining; Expansion; Service Delivery; Manufacturing Industry; Pulp and Paper Industry; Finland
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      Applegate, Lynda M., Marikka Heikkila, and Kalle Lyytinen. "Metso Paper: Globalization of Finnish Metal Workshops." Harvard Business School Case 805-057, September 2004. (Revised December 2004.)
      • Article

      Why Hospitals Don't Learn from Failures: Organizational and Psychological Dynamics That Inhibit System Change

      By: A. Tucker and A. Edmondson
      The importance of hospitals learning from their failures hardly needs to be stated. Not only are matters of life and death at stake on a daily basis, but also an increasing number of U.S. hospitals are operating in the red. This article reports on in-depth qualitative... View Details
      Keywords: Health Care and Treatment; Health Industry
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      Tucker, A., and A. Edmondson. "Why Hospitals Don't Learn from Failures: Organizational and Psychological Dynamics That Inhibit System Change." California Management Review 45, no. 2 (Winter 2003). (Winner of Accenture Award For the article published in the California Management Review that has made the most important contribution to improving the practice of management​.)
      • September 2003 (Revised June 2005)
      • Case

      Learning from LeapFrog: Creating Educational and Business Value

      By: Lynda M. Applegate, Christopher Dede and Susan Saltrick
      Explores the success factors leading to one's company's rise to the number three ranking in the aggressively competitive toy industry. LeapFrog has made the strategic decision to exploit its educational model in two industry sectors: consumer toys and educational... View Details
      Keywords: Transformation; Decisions; Education; Entrepreneurship; Innovation and Invention; Growth Management; Media; Business and Stakeholder Relations; Research; Value Creation
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      Applegate, Lynda M., Christopher Dede, and Susan Saltrick. "Learning from LeapFrog: Creating Educational and Business Value." Harvard Business School Case 804-062, September 2003. (Revised June 2005.)
      • 2003
      • Working Paper

      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: Business Model; Competition; Open Source Distribution; Balance and Stability; Applications and Software; Network Effects; Duopoly and Oligopoly
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      Casadesus-Masanell, Ramon, and Pankaj Ghemawat. "Dynamic Mixed Duopoly: A Model Motivated by Linux vs. Windows." Harvard Business School Working Paper, No. 04-012, August 2003.
      • October 2002 (Revised December 2003)
      • Case

      eShip-4U

      By: Roy D. Shapiro and Timothy M. Laseter
      eShip is a small Israeli start-up with a potentially exciting new concept for the residential package-delivery value chain--the Automatic Delivery Machine (ADM). Much like today's ubiquitous ATMs, ADMs would allow consumers to have parcels delivered to a nearby ADM... View Details
      Keywords: Business Startups; Business Model; Service Operations; Logistics; Corporate Strategy; Information Technology; Competitive Strategy; Value Creation; Saving; Innovation and Invention; Transportation Industry; Service Industry; Shipping Industry; Israel; United States
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      Shapiro, Roy D., and Timothy M. Laseter. "eShip-4U." Harvard Business School Case 603-076, October 2002. (Revised December 2003.)
      • August 2001 (Revised August 2012)
      • Case

      BestDoctors, Inc.

      By: Regina E. Herzlinger and Seth Bokser
      Upon learning the news of a critical illness, patients and their families are shocked, saddened, fearful, and angry all at once. And just as soon as they catch their collective breath, they all ask the same question—a question that has the potential to infuse hope into... View Details
      Keywords: Business Model; Entrepreneurship; Health Care and Treatment; Medical Specialties; Knowledge Sharing; Demand and Consumers; Health Industry
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      Herzlinger, Regina E., and Seth Bokser. "BestDoctors, Inc." Harvard Business School Case 302-018, August 2001. (Revised August 2012.)
      • November 1999 (Revised March 2003)
      • Case

      Webvan: Groceries on the Internet

      By: John A. Deighton and Kayla Bakshi
      What are the prospects for grocery shopping on the Web? This case invites a comparison of seven business models, with particular emphasis on Webvan. Why does the investment community value Webvan at $7.8 billion after less than six months of operating experience, and... View Details
      Keywords: Business Model; Experience and Expertise; Investment; Information; Marketing; Distribution Channels; Service Delivery; Cognition and Thinking; Internet and the Web; Retail Industry; Service Industry
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      Deighton, John A., and Kayla Bakshi. "Webvan: Groceries on the Internet." Harvard Business School Case 500-052, November 1999. (Revised March 2003.)
      • May 1999
      • Article

      The Effect of Adding a Constant to All Payoffs: Experimental Investigation, and a Reinforcement Learning Model with Self-Adjusting Speed of Learning

      By: Ido Erev, Yoella Bereby-Meyer and Alvin E. Roth
      Keywords: Learning; Information
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      Erev, Ido, Yoella Bereby-Meyer, and Alvin E. Roth. "The Effect of Adding a Constant to All Payoffs: Experimental Investigation, and a Reinforcement Learning Model with Self-Adjusting Speed of Learning." Journal of Economic Behavior & Organization 39, no. 1 (May 1999): 111–128.
      • January 1995
      • Article

      Learning in Extensive-Form Games: Experimental Data and Simple Dynamic Models in the Intermediate Term

      By: A. E. Roth and I. Erev
      Keywords: Learning; Data and Data Sets
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      Roth, A. E., and I. Erev. "Learning in Extensive-Form Games: Experimental Data and Simple Dynamic Models in the Intermediate Term." Special Issue on Nobel Symposium. Games and Economic Behavior 8 (January 1995): 164–212.
      • March 1994 (Revised December 1998)
      • Background Note

      Managing Your Career

      By: Linda A. Hill
      Designed to serve as background reading for the "Managing Your Career" module of the second-year MBA elective Power and Influence. Describes the way in which managers learn and develop through on-the-job experience. Outlines a model for launching a "success syndrome"... View Details
      Keywords: Personal Development and Career
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      Hill, Linda A. "Managing Your Career." Harvard Business School Background Note 494-082, March 1994. (Revised December 1998.)
      • April 1993 (Revised June 1994)
      • Supplement

      MathSoft, Inc. (B)

      By: V. Kasturi Rangan
      Describes the president's decision regarding MathSoft's marketing channels and communications methods, and the company's sales results during the next five quarters. The (A) case market response model is also updated. View Details
      Keywords: Communication Technology; Forecasting and Prediction; Curriculum and Courses; Learning; Knowledge Sharing; Growth and Development Strategy; Marketing Channels; Education Industry
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      Rangan, V. Kasturi. "MathSoft, Inc. (B)." Harvard Business School Supplement 593-095, April 1993. (Revised June 1994.)
      • 1990
      • Chapter

      Measurement, Coordination and Learning in a Multi-plant Network

      By: W. B. Chew, K. B. Clark and T. Bresnahan
      Keywords: Factories, Labs, and Plants; Organizational Structure; Networks; Business Model; Measurement and Metrics; Cooperation
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      Chew, W. B., K. B. Clark, and T. Bresnahan. "Measurement, Coordination and Learning in a Multi-plant Network." In Measures for Manufacturing Excellence, edited by Robert S. Kaplan. Boston: Harvard Business School Press, 1990.
      • December 1984
      • Case

      Expense Tracking System at Tiger Creek

      By: Shoshana Zuboff
      Mill manager Carl Adelman learns that a group of senior managers is soon to visit the Tiger Creek mill to learn more about the success of the newly implemented Expense Tracking System. The System had been installed on two paper machines to give workers real time cost... View Details
      Keywords: Management Teams; Success; Cost Management; Technology; Pulp and Paper Industry
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      Zuboff, Shoshana. "Expense Tracking System at Tiger Creek." Harvard Business School Case 485-057, December 1984.
      • 1975
      • Working Paper

      Information, Efficiency and Equilibrium

      By: Jerry R. Green
      When economic agents receive information over time concerning future events it is likely that prices for commodities whose value is influenced by these events will fluctuate in response to changes in the state of knowledge. If such events occur periodically,... View Details
      Keywords: Economics; Supply and Industry; Price
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      Green, Jerry R. "Information, Efficiency and Equilibrium." Harvard Institute of Economic Research Discussion Paper, No. 284, December 1975.
      • Research Summary

      Adoption of Machine Learning Models in Real World Decision Making

      By: Himabindu Lakkaraju
      The goal of this research is to assess the impact of deploying machine learning models in real world decision making in domains such as health care. View Details
      • Article

      AI Companions Reduce Loneliness

      By: Julian De Freitas, Zeliha Oğuz-Uğuralp, Ahmet K. Uğuralp and Stefano Puntoni
      Chatbots are now able to engage in sophisticated conversations with consumers in the domain of relationships, providing a potential coping solution to widescale societal loneliness. Behavioral research provides little insight into whether these applications are... View Details
      Keywords: AI and Machine Learning; Well-being; Emotions; Applications and Software
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      De Freitas, Julian, Zeliha Oğuz-Uğuralp, Ahmet K. Uğuralp, and Stefano Puntoni. "AI Companions Reduce Loneliness." Journal of Consumer Research (in press). (Pre-published online June 25, 2025.)
      • Forthcoming
      • Article

      An AI Method to Score Celebrity Visual Potential from Human Faces

      By: Flora Feng, Shunyuan Zhang, Xiao Liu, Kannan Srinivasan and Cait Lamberton
      It has long been a mantra of marketing practice that, particularly in low-involvement situations, spokespeople should be physically attractive. This paper suggests there is a higher probability of gaining fame and influence (i.e., celebrity potential) than is captured... View Details
      Keywords: Personal Characteristics; AI and Machine Learning; Forecasting and Prediction; Marketing
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      Feng, Flora, Shunyuan Zhang, Xiao Liu, Kannan Srinivasan, and Cait Lamberton. "An AI Method to Score Celebrity Visual Potential from Human Faces." Journal of Marketing Research (JMR) (forthcoming). (Pre-published online February 12, 2025.)
      • Forthcoming
      • Article

      Comparing the Value of Perceived Human Versus AI-Generated Empathy

      By: Matan Rubin, Joanna Z. Li, Federico Zimmerman, Desmond C. Ong, Amit Goldenberg and Anat Perry
      Artificial intelligence (AI) and specifically large language models demonstrate remarkable social–emotional abilities, which may improve human–AI interactions and AI’s emotional support capabilities. However, it remains unclear whether empathy, encompassing... View Details
      Keywords: AI and Machine Learning; Emotions; Perception; Interpersonal Communication
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      Rubin, Matan, Joanna Z. Li, Federico Zimmerman, Desmond C. Ong, Amit Goldenberg, and Anat Perry. "Comparing the Value of Perceived Human Versus AI-Generated Empathy." Nature Human Behaviour (forthcoming). (Pre-published online June 30, 2025.)
      • Teaching Interest

      Data Science and AI for Leaders

      By: Dennis Campbell
      Modern business increasingly relies... View Details
      Keywords: Artificial Intelligence; Data Science
      • Teaching Interest

      Data Science and Artificial Intelligence for Leaders

      By: Chiara Farronato
      With artificial intelligence (AI)... View Details
      Keywords: Data Science; Data Science And Analytics Management; Data Analytics; Data Analysis; Artificial Intelligence; Generative Ai; Generative Models
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