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    • All HBS Web  (1,272)
      • Faculty Publications  (450)

      Interpretable Machine LearningRemove Interpretable Machine Learning →

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      • Article

      Exploration and Exploitation within and across Organizations

      By: Dovev Lavie, Uriel Stettner and Michael Tushman
      Jim March's framework of exploration and exploitation has drawn substantial interest from scholars studying phenomena such as organizational learning, knowledge management, innovation, organizational design, and strategic alliances. This framework has become an... View Details
      Keywords: Learning; Framework; Innovation and Invention; Knowledge Management; Organizational Design; Outcome or Result; Alliances; Behavior
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      Lavie, Dovev, Uriel Stettner, and Michael Tushman. "Exploration and Exploitation within and across Organizations." Academy of Management Annals 4 (2010): 109–155.
      • Article

      When Dreaming Is Believing: The (Motivated) Interpretation of Dreams

      By: Carey K. Morewedge and Michael I. Norton
      This research investigated laypeople's interpretation of their dreams. Participants from both Eastern and Western cultures believed that dreams contain hidden truths (Study 1) and considered dreams to provide more meaningful information about the world than similar... View Details
      Keywords: Anchoring; Attribution; Dreams; Motivated Reasoning; Unconscious Thought; Communication Intention and Meaning; Judgments; Values and Beliefs; Information; Behavior; Cognition and Thinking; Motivation and Incentives
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      Morewedge, Carey K., and Michael I. Norton. "When Dreaming Is Believing: The (Motivated) Interpretation of Dreams." Journal of Personality and Social Psychology 96, no. 2 (February 2009): 249–264. (Winner of Society for Personality and Social Psychology. Theoretical Innovation Prize For an article or book chapter judged to provide the most innovative theoretical contribution to social/personality psychology within a given year presented by Society for Personality and Social Psychology​.)
      • June 2005
      • Tutorial

      Prematriculation Financial Accounting Tutorial/Module

      By: David F. Hawkins, Paul M. Healy and Ratna G. Sarkar
      The Financial Accounting course is an introduction to the fundamental concepts of financial accounting in a management context. The course describes the business activities for Global Grocer, a small retail franchise specializing in gourmet foods and specialty kitchen... View Details
      Keywords: Accounting; Performance; Financial Statements
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      "Prematriculation Financial Accounting Tutorial/Module." Harvard Business School Tutorial 105-708, June 2005.
      • 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.
      • 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.)
      • 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

      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

      • Research Summary

      Making Machine Learning Models Fair

      By: Himabindu Lakkaraju
      The goal of this research direction is to ensure that the machine learning models we build and deploy do not discriminate against individuals from minority groups. View Details
      • Research Summary

      Making Machine Learning Models Interpretable

      By: Himabindu Lakkaraju
      I work on developing various tools and methodologies which can help decision makers (e.g., doctors, managers) to better understand the predictions of machine learning models. View Details
      • Research Summary

      Making Machine Learning Robust to Adversarial Attacks

      By: Himabindu Lakkaraju
      The goal of this research is to ensure that machine learning models that we build and deploy are not easily susceptible to attacks by adversarial or malicious entities. View Details
      • Research Summary

      Managing the Advantages and Tradeoffs of Collaborative Structures

      By: Ethan S. Bernstein

      To solve complex problems, organizations must both collect facts and use them to solve problems. In one study, my coauthors and I show that increased connectivity—measured as network... View Details

      Keywords: Networks; Human Behavior; Performance; Virtual Work; Hybrid Work; Office Space; Workplace Design; Communication; Social and Collaborative Networks; Behavior; Organizational Design; Organizational Structure; Leadership; Management
      • Teaching Interest

      Overview

      By: Mitchell B. Weiss
      Public entrepreneurship, entrepreneurship, leadership, business and government, cities, artificial intelligence View Details
      Keywords: Public Entrepreneurship; Leadership; Business And Government; Artificial Intelligence; Entrepreneurship; Innovation and Invention; Innovation Leadership; Collaborative Innovation and Invention; Public Sector; City; AI and Machine Learning
      • Teaching Interest

      Overview

      By: V.G. Narayanan
      I teach accounting to MBA students, executives, and Harvard Extension School students. I teach topics from both financial and managerial accounting. I also train professors in teaching by the case method. View Details
      Keywords: Financial Accounting; Management Accounting; Case Method Teaching; Corporate Governance; Customer Relationship Management; AI and Machine Learning; Health Industry; Education Industry; Banking Industry; India; North America
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