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    • All HBS Web  (3,042)
      • Faculty Publications  (624)

      Machine Learning ModelsRemove Machine Learning Models →

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      • 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).
      • 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

      Beefing IT Up for Your Investor? Engagement with Open Source Communities, Innovation, and Startup Funding: Evidence from GitHub

      By: Annamaria Conti, Christian Peukert and Maria P. Roche
      We study the engagement of nascent firms with open source communities and its implications for innovation and attracting funding. To do so, we link data on 160,065 U.S. startups from Crunchbase to their activities on the open source software development platform... View Details
      Keywords: Startups; Knowledge; Open Source Communities; GitHub; Machine Learning; Innovation; Business Startups; Venture Capital; Information Technology; Strategy
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      Conti, Annamaria, Christian Peukert, and Maria P. Roche. "Beefing IT Up for Your Investor? Engagement with Open Source Communities, Innovation, and Startup Funding: Evidence from GitHub." Organization Science (forthcoming). (Pre-published online March 7, 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
      • Forthcoming
      • Article

      Digital Lending and Financial Well-Being: Through the Lens of Mobile Phone Data

      By: AJ Chen, Omri Even-Tov, Jung Koo Kang and Regina Wittenberg-Moerman
      To mitigate information asymmetry about borrowers in developing economies, digital lenders use machine-learning algorithms and nontraditional data from borrowers’ mobile devices. Consequently, digital lenders have managed to expand access to credit for millions of... View Details
      Keywords: Informal Economy; Digital Banking; Mobile Phones; Developing Countries and Economies; Mobile and Wireless Technology; AI and Machine Learning; Analytics and Data Science; Credit; Borrowing and Debt; Well-being; Banking Industry; Kenya
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      Chen, AJ, Omri Even-Tov, Jung Koo Kang, and Regina Wittenberg-Moerman. "Digital Lending and Financial Well-Being: Through the Lens of Mobile Phone Data." Accounting Review (forthcoming). (Pre-published online April 22, 2025.)
      • Teaching Interest

      Doing Business in Africa

      By: John D. Macomber

      This course introduces frameworks and models for smart and focused investing and operations across sectors, nations, industries, and time frames in Africa.   Students will learn tools and skills to help navigate the business landscape of Africa in terms of selection... View Details

      Keywords: Africa
      • Teaching Interest

      Empirical Technology and Operations Management Course

      By: Himabindu Lakkaraju
      I taught a set of lectures on "Introduction to Machine Learning for Social Scientists" as part of this required course for first year PhD students. This module familiarizes students with all the basic concepts in machine learning, their implementations, as well as the... View Details
      • Forthcoming
      • Article

      Engaging Customers with AI in Online Chats: Evidence from a Randomized Field Experiment

      By: Shunyuan Zhang and Das Narayandas
      We examine how artificial intelligence (AI) affected the productivity of customer service agents and customer sentiment in online interactions. Collaborating with a meal delivery company, we conducted a randomized field experiment that exploited exogenous variation in... View Details
      Keywords: AI and Machine Learning; Customer Focus and Relationships; Performance Efficiency
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      Zhang, Shunyuan, and Das Narayandas. "Engaging Customers with AI in Online Chats: Evidence from a Randomized Field Experiment." Management Science (forthcoming).
      • Teaching Interest

      Harvard Business Analytics Program: Operations and Supply Chain Management

      By: Dennis Campbell
      Digital technologies and data analytics are radically changing the operating model of an organization and how it connects to its broader supply chain and ecosystem. This course emphasizes managing product availability, especially in a context of rapid product... View Details
      • Forthcoming
      • Article

      Human-Algorithm Collaboration with Private Information: Naïve Advice Weighting Behavior and Mitigation

      By: Maya Balakrishnan, Kris Ferreira and Jordan Tong
      Even if algorithms make better predictions than humans on average, humans may sometimes have private information which an algorithm does not have access to that can improve performance. How can we help humans effectively use and adjust recommendations made by... View Details
      Keywords: AI and Machine Learning; Analytics and Data Science; Forecasting and Prediction; Digital Marketing
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      Balakrishnan, Maya, Kris Ferreira, and Jordan Tong. "Human-Algorithm Collaboration with Private Information: Naïve Advice Weighting Behavior and Mitigation." Management Science (forthcoming). (Pre-published online March 24, 2025.)
      • Teaching Interest

      Interpretability and Explainability in Machine Learning

      By: Himabindu Lakkaraju

      As machine learning models are increasingly being employed to aid decision makers in high-stakes settings such as healthcare and criminal justice, it is important to ensure that the decision makers correctly understand and consequent trust the functionality of these... View Details

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