Publications

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

November 2009
Article

Responding to Public and Private Politics: Corporate Disclosure of Climate Change Strategies

By: Erin Marie Reid and Michael W. Toffel

The challenges associated with climate change will require governments, citizens, and firms to work collaboratively to reduce greenhouse gas emissions, a task that requires information on companies' emissions levels, risks, and reduction opportunities. This paper... View Details

Keywords: Climate Change; Problems and Challenges; Pollutants; Risk and Uncertainty; Business and Shareholder Relations; Management Practices and Processes; Social Issues; Corporate Disclosure; Values and Beliefs; Governing Rules, Regulations, and Reforms; Government and Politics

2011
Article

Group Size and Incentives to Contribute: A Natural Experiment at Chinese Wikipedia

By: Michael Zhang and Feng Zhu

In this paper, we examine the causal relationship between group size and incentives to contribute in the setting of Chinese Wikipedia, the Chinese language version of an online encyclopedia that relies entirely on voluntary contributions. The group at Chinese Wikipedia... View Details

Keywords: Rights; Motivation and Incentives; Internet and the Web; Valuation; Groups and Teams; Knowledge Sharing; Behavior; Satisfaction; Size; Government and Politics; Economics; Information Technology Industry; Hong Kong; Taiwan; Singapore

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

September 2015
Article

Codes in Context: How States, Markets, and Civil Society Shape Adherence to Global Labor Standards

By: Michael W. Toffel, Jodi L. Short and Melissa Ouellet

Transnational business regulation is increasingly implemented through private voluntary programs—like certification regimes and codes of conduct—that diffuse global standards. But little is known about the conditions under which companies adhere to these standards. We... View Details

Keywords: Transnational Regulation; Labor Standards; Consumer Politics; Codes Of Conduct; Compliance; Governance Compliance; Operations; Globalization; Labor

18 May 2010
First Look

First Look: May 18

market. We present statistics on the activity in these market mechanisms and present survey evidence that both mechanisms have facilitated matches. The paper concludes by discussing the emergence of platforms for transmitting job market... View Details

Keywords: Martha Lagace

2010
Working Paper

A New Model of Leadership (PDF File of Keynote Slides)

By: Michael C. Jensen and Allan L. Scherr

In this paper we provide a new definition of leadership that gives organizations and individuals access to new power, performance and accomplishment. In our model leadership consists of four critical elements The creation of a vision for the future that represents a... View Details

Keywords: Forecasting and Prediction; Knowledge Dissemination; Leadership; Goals and Objectives; System

September 2010
Article

How Firms Respond to Being Rated

By: Aaron K. Chatterji and Michael W. Toffel

While many rating systems seek to help buyers overcome information asymmetries when making purchasing decisions, we investigate how these ratings also influence the companies being rated. We hypothesize that ratings are particularly likely to spur responses from firms... View Details

Keywords: System; Information; Decisions; Cost; Opportunities; Performance; Business and Stakeholder Relations; Economics; Theory; System Shocks; Rank and Position

13 Dec 2016
First Look

December 13, 2016

forthcoming Journal of Investment Consulting Cloaked Trading By: Cohen, Lauren, Dong Lou, and Christopher J. Malloy Abstract—Using a novel, proprietary database of micro-level trading activities by asset managers, we show strong evidence... View Details

Keywords: Carmen Nobel

15 Mar 2016
First Look

March 15, 2016

Aaron K., and Michael W. Toffel Abstract—Several CEOs are receiving significant media attention for taking public positions on controversial social and environmental issues largely unrelated to their core business, ranging from gay... View Details

September–October 2024
Article

Where Data-Driven Decision-Making Can Go Wrong

By: Michael Luca and Amy C. Edmondson

When considering internal data or the results of a study, often business leaders either take the evidence presented as gospel or dismiss it altogether. Both approaches are misguided. What leaders need to do instead is conduct rigorous discussions that assess any... View Details

Keywords: Information; Analytics and Data Science; Analysis; Decision Making

Register to Read

April 2005 (Revised September 2005)
Case

Pegasus Capital: The Musimundo Decision

By: Michael Chu and Barbara Zepp Larson

The five managing directors of Pegasus Capital were meeting in June 2003 to make a go/no-go decision regarding the investment of Musimundo, one of the largest entertainment retailers in Argentina. Just four days before the planned closing of the sale, Pegasus' 50%... View Details

Keywords: Acquisition; Debates; Decision Choices and Conditions; Economic Slowdown and Stagnation; Financial Crisis; Music Entertainment; Investment; Business or Company Management; Risk and Uncertainty; Opportunities; Entertainment and Recreation Industry; Argentina

Educators

Article

A 680,000-Person Megastudy of Nudges to Encourage Vaccination in Pharmacies

By: Katherine L. Milkman, Linnea Gandhi, Mitesh S. Patel, Heather N. Graci, Dena M. Gromet, Hung Ho, Joseph S. Kay, Timothy W. Lee, Jake Rothschild, Jonathan E. Bogard, Ilana Brody, Christopher F. Chabris, Edward Chang, Gretchen B. Chapman, Jennifer E. Dannals, Noah J. Goldstein, Amir Goren, Hal Hershfield, Alex Hirsch, Jillian Hmurovic, Samantha Horn, Dean Karlan, Ariella S. Kristal, Cait Lamberton, Michael N. Meyer, Allison H. Oakes, Maurice E. Schweitzer, Maheen Shermohammed, Jaochim H. Talloen, Caleb Warren, Ashley V. Whillans, Kuldeep N. Yadav, Julian J. Zlatev, Ron Berman, Chalanda N. Evans, Rahul Ladhania, Jens Ludwig, Nina Mazar, Sendhil Mullainathan, Christopher K. Snider, Jann Spiess, Eli Tsukayama, Lyle Ungar, Christophe Van den Bulte, Kevin G. Volpp and Angela L. Duckworth

Encouraging vaccination is a pressing policy problem. To assess whether text-based reminders can encourage pharmacy vaccination and what kinds of messages work best, we conducted a megastudy. We randomly assigned 689,693 Walmart pharmacy patients to receive one of 22... View Details

Keywords: Vaccination; Vaccines; Nudges; Communication Strategy; Communication Technology; Consumer Behavior; Health Care and Treatment

2019
Working Paper

Improving Working Conditions in Global Supply Chains: The Role of Institutional Environments and Monitoring Program Design

By: Jodi L. Short, Michael W. Toffel and Andrea R. Hugill

Activism seeking to improve labor conditions in global supply chains has led transnational corporations to adopt codes of conduct and monitor suppliers for compliance, but it is unclear whether these formal organizational structures raise labor standards. Drawing on... View Details

SSRN

February 2016 (Revised December 2016)
Case

IMAX: Scaling Personalized Learning in India

By: John Jong-Hyun Kim, Michael Chu and Rachna Tahilyani

IMAX is a provider of comprehensive testing and personalized content across mid-range and low-cost private K-10 schools in India. It aims to improve learning outcomes by providing schools with an integrated product suite including textbooks, workbooks, assessments,... View Details

Keywords: Curriculum and Courses; Learning; Acquisition; Business Strategy; Growth and Development Strategy; Education Industry; India