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Publications

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  • All HBS Web  (125)
    • Faculty Publications  (14)

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    • All HBS Web  (125)
      • Faculty Publications  (14)

      Data Manipulation Remove Data Manipulation →

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      • Article

      Counterfactual Explanations Can Be Manipulated

      By: Dylan Slack, Sophie Hilgard, Himabindu Lakkaraju and Sameer Singh
      Counterfactual explanations are useful for both generating recourse and auditing fairness between groups. We seek to understand whether adversaries can manipulate counterfactual explanations in an algorithmic recourse setting: if counterfactual explanations indicate...  View Details
      Keywords: Machine Learning Models; Counterfactual Explanations
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      Slack, Dylan, Sophie Hilgard, Himabindu Lakkaraju, and Sameer Singh. "Counterfactual Explanations Can Be Manipulated." Advances in Neural Information Processing Systems (NeurIPS) 34 (2021).
      • Article

      The Emergence of Mafia-like Business Systems in China

      By: Meg Rithmire and Hao Chen
      A large body of literature on state–business relations in China has examined the political role of capitalists and collusion between the state and the private sector. This paper contributes to that literature and understanding of the internal differentiation among...  View Details
      Keywords: China's Political Economy; State-business Relations; Business Groups; Financial System; Business and Government Relations; Finance; Economic Systems; China
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      Rithmire, Meg, and Hao Chen. "The Emergence of Mafia-like Business Systems in China." China Quarterly 248 (December 2021): 1037–1058.
      • 2021
      • Article

      To Thine Own Self Be True? Incentive Problems in Personalized Law

      By: Jordan M. Barry, John William Hatfield and Scott Duke Kominers
      Recent years have seen an explosion of scholarship on “personalized law.” Commentators foresee a world in which regulators armed with big data and machine learning techniques determine the optimal legal rule for every regulated party, then instantaneously disseminate...  View Details
      Keywords: Personalized Law; Regulation; Regulatory Avoidance; Regulatory Arbitrage; Law And Economics; Law And Technology; Law And Artificial Intelligence; Futurism; Moral Hazard; Elicitation; Signaling; Privacy; Law; Governing Rules, Regulations, and Reforms; Information Technology; AI and Machine Learning
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      Barry, Jordan M., John William Hatfield, and Scott Duke Kominers. "To Thine Own Self Be True? Incentive Problems in Personalized Law." Art. 2. William & Mary Law Review 62, no. 3 (2021).
      • 2021
      • Working Paper

      The Emergence of Mafia-like Business Systems in China

      By: Meg Rithmire and Hao Chen
      A large literature on state-business relations in China has examined the political role of capitalists and collusion between the state and the private sector. This paper contributes to that literature, and our understanding of the internal differentiation among China’s...  View Details
      Keywords: China's Political Economy; State-business Relations; Business Groups; Financial Systems; Economy; Government and Politics; Business and Government Relations; Finance; System; China
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      Rithmire, Meg, and Hao Chen. "The Emergence of Mafia-like Business Systems in China." Harvard Business School Working Paper, No. 21-098, March 2021.
      • March 2021
      • Article

      Bayesian Signatures of Confidence and Central Tendency in Perceptual Judgment

      By: Yang Xiang, Thomas Graeber, Benjamin Enke and Samuel Gershman
      This paper theoretically and empirically investigates the role of Bayesian noisy cognition in perceptual judgment, focusing on the central tendency effect: the well-known empirical regularity that perceptual judgments are biased towards the center of the...  View Details
      Keywords: Visual Perception; Bayesian Modeling; Perception; Judgments
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      Xiang, Yang, Thomas Graeber, Benjamin Enke, and Samuel Gershman. "Bayesian Signatures of Confidence and Central Tendency in Perceptual Judgment." Attention, Perception, & Psychophysics (March 2021): 1–11.
      • Article

      Prosocial Spending and Buying Time: Money as a Tool for Increasing Subjective Well-Being

      By: Elizabeth Dunn, A.V. Whillans, Michael I. Norton and Lara B. Aknin
      Researchers have long been interested in the relationship between income and happiness, but a newer wave of work suggests that how people use their money also matters. We discuss the three primary areas in which psychologists have explored the relationship...  View Details
      Keywords: Wellbeing; Money; Spending; Decision Making; Happiness; Well-being
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      Dunn, Elizabeth, A.V. Whillans, Michael I. Norton, and Lara B. Aknin. "Prosocial Spending and Buying Time: Money as a Tool for Increasing Subjective Well-Being." Advances in Experimental Social Psychology 61 (2020).
      • Article

      Learning from Potentially Biased Statistics: Household Inflation Perceptions and Expectations in Argentina

      By: Alberto Cavallo, Guillermo Cruces and Ricardo Perez-Truglia
      When forming expectations, households may be influenced by perceived bias in the information they receive. In this paper, we study how individuals learn from potentially biased statistics using data from both a natural experiment and a survey experiment during a...  View Details
      Keywords: Inflation Expectations; Bayesian Estimation; Inflation and Deflation; Information; Household; Behavior; Argentina
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      Cavallo, Alberto, Guillermo Cruces, and Ricardo Perez-Truglia. "Learning from Potentially Biased Statistics: Household Inflation Perceptions and Expectations in Argentina." Brookings Papers on Economic Activity (Spring 2016): 59–108.
      • Spring 2016
      • Article

      Performance Responses to Competition Across Skill-Levels in Rank Order Tournaments: Field Evidence and Implications for Tournament Design

      By: Kevin J. Boudreau, Karim R. Lakhani and Michael E. Menietti
      Tournaments are widely used in the economy to organize production and innovation. We study individual contestant-level data from 2,796 contestants in 774 software algorithm design contests with random assignment. Precisely conforming to theory predictions, the...  View Details
      Keywords: Competition; Innovation Strategy
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      Boudreau, Kevin J., Karim R. Lakhani, and Michael E. Menietti. "Performance Responses to Competition Across Skill-Levels in Rank Order Tournaments: Field Evidence and Implications for Tournament Design." RAND Journal of Economics 47, no. 1 (Spring 2016): 140–165.
      • September–October 2015
      • Article

      Facts and Figuring: An Experimental Investigation of Network Structure and Performance in Information and Solution Spaces

      By: Jesse Shore, Ethan Bernstein and David Lazer
      Using data from a novel laboratory experiment on complex problem solving in which we varied the structure of 16-person networks, we investigate how an organization's network structure shapes performance of problem-solving tasks. Problem solving, we argue, involves both...  View Details
      Keywords: Networks; Experiments; Clustering; Problem Solving; Exploration And Exploitation; Knowledge; Search; Collaboration; Collaboration Structures; Transparency; Communication; Communication Technology; Information; Knowledge Use and Leverage; Organizational Design; Organizational Structure; Performance Effectiveness; Theory; Information Industry; Information Technology Industry; Public Administration Industry; Technology Industry; Service Industry
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      Shore, Jesse, Ethan Bernstein, and David Lazer. "Facts and Figuring: An Experimental Investigation of Network Structure and Performance in Information and Solution Spaces." Organization Science 26, no. 5 (September–October 2015): 1432–1446. (Won 2014 INGRoup Outstanding Paper Award.)
      • Article

      How Beliefs about Self-creation Inflate Value in the Human Brain

      By: Raphael Koster, Tali Sharot, Rachel Yuan, Benedetto De Martino, Michael I. Norton and Raymond J. Dolan
      Humans have a tendency to overvalue their own ideas and creations. Understanding how these errors in judgement emerge is important for explaining suboptimal decisions, as when individuals and groups choose self-created alternatives over superior or equal ones. We show...  View Details
      Keywords: fMRI; Amygdala; Hippocampus; Medial Temporal Lobe; Caudate Nucleus; Values and Beliefs
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      Koster, Raphael, Tali Sharot, Rachel Yuan, Benedetto De Martino, Michael I. Norton, and Raymond J. Dolan. "How Beliefs about Self-creation Inflate Value in the Human Brain." Art. 473. Frontiers in Human Neuroscience 9 (September 2015): 1–10.
      • 2009
      • Simulation

      Finance Simulation: M&A in Wine Country: No. 3289.

      By: Timothy A. Luehrman and W. Carl Kester
      In this simulation, students play the role of CEO at one of three publicly-traded wine producers: Starshine, Bel Vino, or International Beverage. Each player evaluates merger and/or acquisition opportunities among the three companies and then determines reservation...  View Details
      Keywords: Mergers and Acquisitions; Negotiation; Valuation; Value Creation; Food and Beverage Industry; Agriculture and Agribusiness Industry
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      Luehrman, Timothy A., and W. Carl Kester. "Finance Simulation: M&A in Wine Country: No. 3289." Simulation and Teaching Note. Watertown, MA: Harvard Business Publishing, 2009. Electronic.
      • December 2007
      • Article

      The Malleability of Environmentalism

      By: Kimberly A. Wade-Benzoni, Min Li, Leigh L. Thompson and Max Bazerman
      In this paper, we predict and find that self-perceptions of environmentalism are changed by subtle manipulations of context and, in turn, affect environmental behavior. In Study 1, we found that people exhibit greater positive assessments of their environmental...  View Details
      Keywords: Research; Environmental Sustainability; Behavior; Cognition and Thinking; Identity; Perception; Personal Characteristics
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      Wade-Benzoni, Kimberly A., Min Li, Leigh L. Thompson, and Max Bazerman. "The Malleability of Environmentalism." Analyses of Social Issues and Public Policy 7, no. 1 (December 2007).
      • April 2002
      • Case

      In vivo to in vitro to in silico: Coping with Tidal Waves of Data at Biogen

      By: Juan Enriquez-Cabot, Gary P. Pisano and Gaye Bok
      Biogen is a successful biotech company facing a critical juncture. CEO John Mullen ponders how technological changes introduced into the research function will shape larger corporate decisions. This world in which biotechnology companies operated had changed...  View Details
      Keywords: Change; Decisions; Product Development; Research and Development; Expansion; Technology; Biotechnology Industry
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      Enriquez-Cabot, Juan, Gary P. Pisano, and Gaye Bok. "In vivo to in vitro to in silico: Coping with Tidal Waves of Data at Biogen." Harvard Business School Case 602-122, April 2002.
      • 2001
      • Working Paper

      The Malleability of Environmentalism

      By: Kimberly A. Wade-Benzoni, Min Li, Leigh L. Thompson and M. Bazerman
      In this paper, we predict and find that self-perceptions of environmentalism are changed by subtle manipulations of context and, in turn, affect environmental behavior. In Study 1, we found that people exhibit greater positive assessments of their environmental...  View Details
      Keywords: Perspective; Behavior; Identity; Environmental Sustainability
      Citation
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      Wade-Benzoni, Kimberly A., Min Li, Leigh L. Thompson, and M. Bazerman. "The Malleability of Environmentalism." Harvard Business School Working Paper, No. 01-066, April 2001. (Revised August 2007.)
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