Publications

18 Nov 2016
Conference Presentation

Rawlsian Fairness for Machine Learning

By: Matthew Joseph, Michael J. Kearns, Jamie Morgenstern, Seth Neel and Aaron Leon Roth

Motivated by concerns that automated decision-making procedures can unintentionally lead to discriminatory behavior, we study a technical definition of fairness modeled after John Rawls' notion of "fair equality of opportunity". In the context of a simple model of... View Details

Keywords: Machine Learning; Algorithms; Fairness; Decision Making; Mathematical Methods

October 2020
Article

What Goes Down When Advice Goes Up: Younger Advisers Underestimate Their Impact

By: Ting Zhang and Michael S. North

Common wisdom suggests that older is wiser. Consequently, people rarely give advice to older individuals—even when they are relatively more expert—leading to missed learning opportunities. Across six studies (N=3,445), we explore the psychology of advisers when they... View Details

Keywords: Advice; Expertise; Knowledge Sharing; Experience and Expertise; Age; Perception

February 2015 (Revised September 2016)
Teaching Note

Making stickK Stick: The Business of Behavioral Economics

By: Leslie K. John and Michael Norton

Email mking@hbs.edu for a courtesy copy.

This Teaching Note explains the theory of the case and teaching plan for the case: Making sticK Stick: The Business of Behavioral Economics (514019). The case focuses on a... View Details

Keywords: Behavioral Economics; Behavior Change; B2B Vs. B2C; Human Resource Management; Marketing Of Innovations; Health ＆ Wellness; Weight Loss; Charitable Giving; Marketing; Consumer Behavior; Entrepreneurship; Internet and the Web; Health; Business Model; Sales; Human Resources; Health Industry; United States

Purchase

October 2012
Article

The Preference for Potential

By: Zakary L. Tormala, Jayson Jia and Michael I. Norton

When people seek to impress others, they often do so by highlighting individual achievements. Despite the intuitive appeal of this strategy, we demonstrate that people often prefer potential rather than achievement when evaluating others. Indeed, compared with... View Details

Keywords: Preferences; Persuasion; Uncertainty; Risk and Uncertainty; Performance Expectations; Attitudes

06 Mar 2007
First Look

First Look: March 6, 2007

as to why people accept cheating by others. Our results indicate that the effect is due at least in part to the failure to notice that unethical behavior is occurring when the change is gradual rather than abrupt. Download the paper:... View Details

Keywords: Martha Lagace

September 2010
Case

Aaron's: Household Goods for the U.S. Base of the Pyramid

By: Michael Chu and Charles Augustus Smithgall IV

With $2.5 billion system-wide revenues, Aaron's, a major rent-to-own supplier to the U.S. base of the pyramid, continues to grow in the recession, but CEO R.C. Loudermilk, Jr. wonders how long the company can sustain the fast growth rate of its past. Founded in 1955,... View Details

Keywords: Fairness; For-Profit Firms; Renting or Rental; Financial Crisis; Demand and Consumers; Social Enterprise; Income; Goods and Commodities; Competitive Strategy; Growth and Development Strategy; Consumer Products Industry; United States

Educators

Purchase

Article

Dying Is Unexpectedly Positive

By: Amelia Goranson, Ryan S. Ritter, Adam Waytz, Michael I. Norton and Kurt Gray

In people’s imagination, dying seems dreadful; however, these perceptions may not reflect reality. In two studies, we compared the affective experience of people facing imminent death with that of people imagining imminent death. Study 1 revealed that blog posts of... View Details

Keywords: Death; Language; LIWC; Positivity; Affective Forecasting; Open Materials; Perspective; Attitudes

05 Apr 2011
First Look

First Look: April 5

case:http://cb.hbsp.harvard.edu/cb/product/709469-PDF-ENG Gilt Groupe Michael J. Roberts, William A. Sahlman, and Tamara ObradovHarvard Business School Case 811-049 The case explores decisions faced by Gilt... View Details

Keywords: Sean Silverthorne

June 2012
Article

Racial Colorblindness: Emergence, Practice, and Implications

By: Evan P. Apfelbaum, Michael I. Norton and Samuel R. Sommers

We examine the pervasive endorsement of racial colorblindness-the belief that racial group membership should not be taken into account or even noticed-as a strategy for managing diversity and intergroup relations. Despite research demonstrating that race is perceived... View Details

Keywords: Management; Strategy; Law; Practice; Race; Research; Social Issues; Diversity

June 2002
Background Note

Complexity Theory and Negotiation

By: Michael A. Wheeler and Gillian Morris

This case highlights an application of current thoughts in complexity science to negotiation theory. It emphasizes a provocative approach that questions much of traditional negotiation research thus far. The case explains the roots of complexity science and some broad... View Details

Keywords: Complexity; Negotiation Tactics; Outcome or Result; Interpersonal Communication

Educators

Purchase

12 Feb 2013
First Look

First Look: Feb. 12

http://or.journal.informs.org.ezp-prod1.hul.harvard.edu/content/60/5/1199.full.pdf+html Convergence of Position Auctions under Myopic Best-Response Dynamics Authors:Cary, Matthew, Aparna Das, Benjamin Edelman, Ioannis Giotis, Kurtis Heimerl, Anna Karlin, Scott... View Details

Keywords: Sean Silverthorne

January 2021
Article

Machine Learning for Pattern Discovery in Management Research

By: Prithwiraj Choudhury, Ryan Allen and Michael G. Endres

Supervised machine learning (ML) methods are a powerful toolkit for discovering robust patterns in quantitative data. The patterns identified by ML could be used for exploratory inductive or abductive research, or for post-hoc analysis of regression results to detect... View Details

Keywords: Machine Learning; Supervised Machine Learning; Induction; Abduction; Exploratory Data Analysis; Pattern Discovery; Decision Trees; Random Forests; Neural Networks; ROC Curve; Confusion Matrix; Partial Dependence Plots; AI and Machine Learning

Article

Getting the Most Out of Giving: Concretely Framing a Prosocial Goal Maximizes Happiness

By: Melanie Rudd, Jennifer Aaker and Michael I. Norton

Across six field and laboratory experiments, participants assigned a more concretely-framed prosocial goal (e.g., making someone smile or increasing recycling) felt happier and reported creating greater personal happiness after performing a goal-directed act of... View Details

Keywords: Prosocial Behavior; Goal Framing; Affective Forecasting; Goals and Objectives; Happiness; Philanthropy and Charitable Giving

11 Sep 2018
First Look

New Research and Ideas, September 11, 2018

explains changing bond risks but only when risk premia change endogenously as predicted by the model. Download working paper: https://www.hbs.edu/faculty/Pages/item.aspx?num=45672 Full Substitutability By: Hatfield, John William, Scott... View Details

Keywords: Dina Gerdeman

March 2009
Article

Customer Experience Creation: Determinants, Dynamics and Management Strategies

By: Leonard A. Schlesinger, Peter C. Verhoef, Katherine N. Lemon, A. Parasuraman, Anne Roggeveen and Michael Tsiros

Retailers, such as Starbucks and Victoria's Secret, aim to provide customers a great experience across channels. In this paper we provide an overview of the existing literature on customer experience and expand on it to examine the creation of a customer experience... View Details

Keywords: Customer Focus and Relationships; Business Strategy; Growth and Development Strategy; Retail Industry

Article

Achieving Value in Highly Complex Acute Care: Lessons from the Delivery of Extra Corporeal Life Support

By: Michael Nurok, Jonathan Warsh, Erik Dong, Jeffrey Lopez, Mayumi Kharabi and Robert S. Kaplan

We applied a value (outcomes and cost) analysis to extracorporeal life support (ECLS), a relatively rare but very expensive ICU therapy with highly variable outcomes. To address the outcome component of the value approach, we created guidelines for ECLS delivery; to... View Details

Keywords: Health Care and Treatment; Cost Management; Value; Analysis

Article

Beyond Magic Bullets: True Innovation in Health Care

By: Vaibhav A. Narayan, Marco Mohwinckel, Gary Pisano, Michael Yang and Husseini Manji

The molecular medicine revolution—based on advances in fields such as genomics and network modeling in the decade since the human genome sequence was completed—has changed the way we think about, study, and approach the development of novel therapies. However, these... View Details

Keywords: Integration; Business Model; Organizational Structure; Health Care and Treatment; Innovation and Invention; Pharmaceutical Industry