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  • All HBS Web  (1,188)
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Show Results For

  • All HBS Web  (1,188)
    • News  (163)
    • Research  (843)
    • Events  (17)
    • Multimedia  (13)
  • Faculty Publications  (565)
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  • Article

Robust and Stable Black Box Explanations

By: Himabindu Lakkaraju, Nino Arsov and Osbert Bastani
As machine learning black boxes are increasingly being deployed in real-world applications, there has been a growing interest in developing post hoc explanations that summarize the behaviors of these black boxes. However, existing algorithms for generating such... View Details
Keywords: Machine Learning; Black Box Models; Framework
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Lakkaraju, Himabindu, Nino Arsov, and Osbert Bastani. "Robust and Stable Black Box Explanations." Proceedings of the International Conference on Machine Learning (ICML) 37th (2020): 5628–5638. (Published in PMLR, Vol. 119.)
  • 2016
  • Chapter

Envy and Interpersonal Corruption: Social Comparison Processes and Unethical Behavior in Organizations

By: Julia J. Lee and Francesca Gino
Book Abstract: Competition for resources, recognition, and favorable outcomes are all facts of life in professional settings. When one falls short in comparison to colleagues or subordinates, feelings of envy may arise. Fueled by inferiority, hostility, and resentment,... View Details
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Lee, Julia J., and Francesca Gino. "Envy and Interpersonal Corruption: Social Comparison Processes and Unethical Behavior in Organizations." In Envy at Work and in Organizations, edited by Richard H. Smith, Ugo Merlone, and Michelle K. Duffy, 347–372. New York: Oxford University Press, 2016.
  • Research Summary

The Transparency of Ethical Behavior

(with Max Bazerman, Karim Kassam, and Neeru Paharia)
This research analyzes how unethical behavior is viewed when performed... View Details
  • 2023
  • Article

On Minimizing the Impact of Dataset Shifts on Actionable Explanations

By: Anna P. Meyer, Dan Ley, Suraj Srinivas and Himabindu Lakkaraju
The Right to Explanation is an important regulatory principle that allows individuals to request actionable explanations for algorithmic decisions. However, several technical challenges arise when providing such actionable explanations in practice. For instance, models... View Details
Keywords: Mathematical Methods; Analytics and Data Science
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Meyer, Anna P., Dan Ley, Suraj Srinivas, and Himabindu Lakkaraju. "On Minimizing the Impact of Dataset Shifts on Actionable Explanations." Proceedings of the Conference on Uncertainty in Artificial Intelligence (UAI) 39th (2023): 1434–1444.
  • 2019
  • Working Paper

Using Technology to Augment Professionals, Instead of Replacing Them, for Innovative Problem Solving

By: Hila Lifshitz - Assaf, Felicia Ng, Aniket Kittur and Robert Kraut
While in some technological and scientific areas innovation is flourishing, in others it is stalling, leaving important problems unsolved for decades. One explanation is professionals’ limitations as problem solvers, as accumulating depth of knowledge enhances one’s... View Details
Keywords: Innovation; Expertise; Future Of Work; Crowdsourcing; Artificial Intelligence; Problem Solving; Professionalism; Experience and Expertise; Collaborative Innovation and Invention; Problems and Challenges; Research and Development
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Lifshitz - Assaf, Hila, Felicia Ng, Aniket Kittur, and Robert Kraut. "Using Technology to Augment Professionals, Instead of Replacing Them, for Innovative Problem Solving." Working Paper, March 2019.
  • May 2018
  • Article

The Downside of Downtime: The Prevalence and Work Pacing Consequences of Idle Time at Work

By: Andrew Brodsky and Teresa M. Amabile
Although both media commentary and academic research have focused much attention on the dilemma of employees being too busy, this paper presents evidence of the opposite phenomenon, in which employees do not have enough work to fill their time and are left with hours... View Details
Keywords: Employees; Working Conditions; Performance Consistency; Performance Productivity
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Brodsky, Andrew, and Teresa M. Amabile. "The Downside of Downtime: The Prevalence and Work Pacing Consequences of Idle Time at Work." Journal of Applied Psychology 103, no. 5 (May 2018): 496–512.
  • 17 Dec 2013
  • First Look

First Look: December 17

as an imperial power. Publisher's link: http://press.princeton.edu/titles/9952.html August 2013 American Economic Review Household Bargaining and Excess Fertility: An Experimental Study in Zambia By: Ashraf, Nava, Erica Field, and Jean... View Details
Keywords: Carmen Nobel
  • 09 Jan 2024
  • In Practice

Harnessing AI: What Businesses Need to Know in ChatGPT’s Second Year

the assistance of ChatGPT) Throughout 2023, we dedicated considerable effort to assessing whether the recent strides in generative AI were mere fads or indicative of a transformative future. This period was marked by extensive View Details
Keywords: by Rachel Layne; Information Technology
  • 11 Mar 2008
  • Working Paper Summaries

Finding Missing Markets (and a disturbing epilogue): Evidence from an Export Crop Adoption and Marketing Intervention in Kenya

Keywords: by Nava Ashraf, Xavier Giné & Dean Karlan; Food & Beverage
  • 2016
  • Working Paper

The U.S. Chamber of Commerce and the Modern Administrative State, 1912–1925: Trade Associations, Codes of Fair Competition, and State Building

By: Laura Phillips Sawyer
From its founding in 1912 through the interwar years, the Chamber's history shows a persistent preoccupation with progressive economics and policy-making. Rather than flouting the new ideas of institutional economics, which favored federal regulators overseeing data... View Details
Keywords: Organizations; Trade; Business and Government Relations; Competition; United States
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Phillips Sawyer, Laura. "The U.S. Chamber of Commerce and the Modern Administrative State, 1912–1925: Trade Associations, Codes of Fair Competition, and State Building." Harvard Business School Working Paper, No. 16-085, February 2016.
  • 2014
  • Article

Models of Caring, or Acting as if One Cared, About the Welfare of Others

By: Julio J. Rotemberg
This paper surveys the theoretical literature in which people are modeled as taking other people's payoffs into account either because this affects their utility directly or because they wish to impress others with their social-mindedness. Key experimental results that... View Details
Keywords: Motivation and Incentives; Behavior; Philanthropy and Charitable Giving
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Rotemberg, Julio J. "Models of Caring, or Acting as if One Cared, About the Welfare of Others." Annual Review of Economics 6 (2014): 129–154.
  • February 2013
  • Article

Learning from Roger Fisher

By: James K. Sebenius
Roger Fisher's career and writings not only offer lessons about negotiation but also about how an academic, especially in a professional school such as law or business, can make an important, positive difference in the world. By his relentless engagement in vexing... View Details
Keywords: Roger Fisher; Dispute Resolution; Bargaining; Negotiation
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Sebenius, James K. "Learning from Roger Fisher." Harvard Law Review 126, no. 4 (February 2013): 893–898.
  • July 2009
  • Article

Bad Riddance or Good Rubbish? Ownership and Not Loss Aversion Causes the Endowment Effect

By: C. K. Morewedge, L. L. Shu, D. T. Gilbert and T. D. Wilson
People typically demand more to relinquish the goods they own than they would be willing to pay to acquire those goods if they didn't already own them (the endowment effect). The standard economic explanation of this phenomenon is that people expect the pain of... View Details
Keywords: Value; Judgments; Consumer Behavior; Attitudes
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Morewedge, C. K., L. L. Shu, D. T. Gilbert, and T. D. Wilson. "Bad Riddance or Good Rubbish? Ownership and Not Loss Aversion Causes the Endowment Effect." Journal of Experimental Social Psychology 45, no. 4 (July 2009): 947–951.
  • December 2024
  • Article

Public Attitudes on Performance for Algorithmic and Human Decision-Makers

By: Kirk Bansak and Elisabeth Paulson
This study explores public preferences for algorithmic and human decision-makers (DMs) in high-stakes contexts, how these preferences are shaped by performance metrics, and whether public evaluations of performance differ depending on the type of DM. Leveraging a... View Details
Keywords: Public Opinion; Prejudice and Bias; Decision Making
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Bansak, Kirk, and Elisabeth Paulson. "Public Attitudes on Performance for Algorithmic and Human Decision-Makers." PNAS Nexus 3, no. 12 (December 2024).
  • 2023
  • Working Paper

The Complexity of Economic Decisions

By: Xavier Gabaix and Thomas Graeber
We propose a theory of the complexity of economic decisions. Leveraging a macroeconomic framework of production functions, we conceptualize the mind as a cognitive economy, where a task’s complexity is determined by its composition of cognitive operations. Complexity... View Details
Keywords: Decisions; Complexity; Perception; Consumer Behavior; Production
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Gabaix, Xavier, and Thomas Graeber. "The Complexity of Economic Decisions." Harvard Business School Working Paper, No. 24-049, February 2024.
  • January 2024
  • Article

Investing with the Government: A Field Experiment in China

By: Emanuele Colonnelli, Bo Li and Ernest Liu
We study the demand for government participation in China’s venture capital and private equity market. We conduct a large-scale, non-deceptive field experiment in collaboration with the leading industry service provider, through which we survey both capital investors... View Details
Keywords: Venture Capital; Private Equity; Business and Government Relations; Entrepreneurship; China
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Colonnelli, Emanuele, Bo Li, and Ernest Liu. "Investing with the Government: A Field Experiment in China." Journal of Political Economy 132, no. 1 (January 2024): 248–294.
  • 2023
  • Article

On the Impact of Actionable Explanations on Social Segregation

By: Ruijiang Gao and Himabindu Lakkaraju
As predictive models seep into several real-world applications, it has become critical to ensure that individuals who are negatively impacted by the outcomes of these models are provided with a means for recourse. To this end, there has been a growing body of research... View Details
Keywords: Forecasting and Prediction; AI and Machine Learning; Outcome or Result
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Gao, Ruijiang, and Himabindu Lakkaraju. "On the Impact of Actionable Explanations on Social Segregation." Proceedings of the International Conference on Machine Learning (ICML) 40th (2023): 10727–10743.
  • February 2022
  • Article

OMG! My Boss Just Friended Me: How Evaluations of Colleagues' Disclosure, Gender, and Rank Shape Personal/Professional Boundary Blurring Online

By: Nancy Rothbard, Lakshmi Ramarajan, Ariane Ollier-Malaterre and Serenity Lee
We propose and test a relational boundary-blurring framework, examining how employees’ evaluations of colleagues’ characteristics drive their decisions to connect with colleagues as friends online. We use a multi-method approach across four studies to investigate how... View Details
Keywords: Self-disclosure; Relationships; Employees; Internet and the Web; Boundaries
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Rothbard, Nancy, Lakshmi Ramarajan, Ariane Ollier-Malaterre, and Serenity Lee. "OMG! My Boss Just Friended Me: How Evaluations of Colleagues' Disclosure, Gender, and Rank Shape Personal/Professional Boundary Blurring Online." Academy of Management Journal 65, no. 1 (February 2022): 35–65.
  • Article

Heuristics Guide the Implementation of Social Preferences in One-Shot Prisoner's Dilemma Experiments

By: Jillian J. Jordan, Valerio Capraro and David G. Rand
Cooperation in one-shot anonymous interactions is a widely documented aspect of human behavior. Here we shed light on the motivations behind this behavior by experimentally exploring cooperation in a one-shot continuous-strategy Prisoner’s Dilemma (i.e. one-shot... View Details
Keywords: Human Behavior; Social Evolution; Behavior; Cooperation; Decision Making; Game Theory
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Jordan, Jillian J., Valerio Capraro, and David G. Rand. "Heuristics Guide the Implementation of Social Preferences in One-Shot Prisoner's Dilemma Experiments." Art. 6790. Scientific Reports 4 (2014).
  • Article

The Similarity Heuristic

By: Daniel Read and Yael Grushka-Cockayne
Decision makers often make snap judgments using fast‐and‐frugal decision rules called cognitive heuristics. Research into cognitive heuristics has been divided into two camps. One camp has emphasized the limitations and biases produced by the heuristics; another has... View Details
Keywords: Heuristics And Biases; Fast-and-frugal Heuristics; Similarity; Representative Design
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Read, Daniel, and Yael Grushka-Cockayne. "The Similarity Heuristic." Journal of Behavioral Decision Making 24, no. 1 (January 2011): 23–46.
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