Publications

July 2023 (Revised February 2024)
Case

Equity Restructuring at Dell Technologies: Buy Out, Buy Up, Buy In (A)

By: Stuart C. Gilson and Sarah L. Abbott

In November 2018, Dell Technologies was poised to re-enter the public markets by means of a complex recapitalization that would replace an entire class of publicly-traded “tracking stock,” with new shares that would trade publicly without the need of a formal IPO. The... View Details

Keywords: Technology; M＆A; Recapitalization; MBO; Equity Issues; Private Equity Buyouts; Public Ownership; Stock Shares; Mergers and Acquisitions; Equity; Technology Industry; United States

May–June 2023
Article

Analytics for Marketers: When to Rely on Algorithms and When to Trust Your Gut

By: Fabrizio Fantini and Das Narayandas

Advanced analytics can help companies solve a host of management problems, including those related to marketing, sales, and supply-chain operations, which can lead to a sustainable competitive advantage. But as more data becomes available and advanced analytics are... View Details

Keywords: Analytics and Data Science; Decision Making

2023
Article

Probabilistically Robust Recourse: Navigating the Trade-offs between Costs and Robustness in Algorithmic Recourse

By: Martin Pawelczyk, Teresa Datta, Johannes van-den-Heuvel, Gjergji Kasneci and Himabindu Lakkaraju

As machine learning models are increasingly being employed to make consequential decisions in real-world settings, it becomes critical to ensure that individuals who are adversely impacted (e.g., loan denied) by the predictions of these models are provided with a means... View Details

Keywords: AI and Machine Learning; Decision Choices and Conditions; Mathematical Methods

2023
Working Paper

Corporate Website-based Measures of Firms' Value Drivers

By: Wei Cai, Dennis Campbell and Patrick Ferguson

We develop and validate new text-based measures of firms’ financial and non-financial value drivers. Using the Wayback Machine to access public US firms’ archived websites from 1995-2020, we scrape text from corporate homepages. We use Kaplan and Norton’s (1992)... View Details

Keywords: Value; Corporate Strategy; Accounting; Analytics and Data Science

March 2023 (Revised June 2023)
Case

Doing Business in Kigali, Rwanda

By: Andy Zelleke, A. Zelleke, Leonard A. Schlesinger, Leonard A. Schlesinger, Pippa Tubman Armerding and Wale Lawal

This case examines the challenges and opportunities of doing business in Rwanda. It highlights Rwanda's economic transformation in the decades leading up to 2023 in the context of its history, culture, and politics. The case gives an overview of some of the main... View Details

Keywords: Business History; Business and Government Relations; Technological Innovation; Foreign Direct Investment; Economic Growth; Transportation Industry; Tourism Industry; Rwanda

2023
Article

A Randomized Trial of Behavioral Nudges Delivered through Text Messages to Increase Influenza Vaccination among Patients with an Upcoming Primary Care Visit

By: Mitesh S. Patel, Katherine L. Milkman, Linnea Gandhi, Heather N. Graci, Dena Gromet, Hung Ho, Joseph S. Kay, Timothy W. Lee, Jake Rothschild, Modupe Akinola, John Beshears, Jonathan E. Bogard, Alison Buttenheim, Christopher Chabris, Gretchen B. Chapman, James J. Choi, Hengchen Dai, Craig R. Fox, Amir Goren, Matthew D. Hilchey, Jillian Hmurovic, Leslie John, Dean Karlan, Melanie Kim, David Laibson, Cait Lamberton, Brigitte C. Madrian, Michelle N. Meyer, Maria Modanu, Jimin Nam, Todd Rogers, Renante Rondina, Silvia Saccardo, Maheen Shermohammed, Dilip Soman, Jehan Sparks, Caleb Warren, Megan Weber, Ron Berman, Chalanda N. Evans, Seung Hyeong Lee, Christopher K. Snider, Eli Tsukayama, Christophe Van den Bulte, Kevin G. Volpp and Angela L. Duckworth

Purpose: To evaluate if nudges delivered by text message prior to an upcoming primary care visit can increase influenza vaccination rates.
Design: Randomized, controlled trial.
Setting: Two health systems in the Northeastern US between September 2020 and... View Details

Keywords: Vaccination; Health Care and Treatment; Interpersonal Communication; Communication Technology; Behavior; Health Industry

January–February 2023
Article

Forecasting COVID-19 and Analyzing the Effect of Government Interventions

By: Michael Lingzhi Li, Hamza Tazi Bouardi, Omar Skali Lami, Thomas Trikalinos, Nikolaos Trichakis and Dimitris Bertsimas

We developed DELPHI, a novel epidemiological model for predicting detected cases and deaths in the prevaccination era of the COVID-19 pandemic. The model allows for underdetection of infections and effects of government interventions. We have applied DELPHI across more... View Details

Keywords: COVID-19 Pandemic; Epidemics; Analytics and Data Science; Health Pandemics; AI and Machine Learning; Forecasting and Prediction

January 2023 (Revised June 2023)
Case

Replika: Embodying AI

By: Shikhar Ghosh, Shweta Bagai and Marilyn Morgan Westner

Replika was a virtual AI companion that provided a way for people to process their emotions, build connections in a safe environment, and get through periods of loneliness. The chatbot fulfilled a user's need for a friend, romantic partner, or purely an emotional... View Details

Keywords: AI; AI and Machine Learning; Applications and Software; Human Needs; California

Winter 2023
Article

Moral Firms?

By: Rebecca Henderson

Building a new political economy requires transforming our markets, our institutions, and our policy and regulatory regimes. In this essay, I argue that it also requires transforming the purpose of the firm: from a singular focus on maximizing financial returns to the... View Details

Keywords: Transformation; Mission and Purpose; Economy

January–February 2023
Article

Rethink Your Employee Value Proposition: Offer Your People More Than Just Flexibility

By: Mark Mortensen and Amy C. Edmondson

A lot of leaders believe that the formula for attracting and keeping talent is simple: Just ask people what they want and give it to them. The problem is, that approach tends to address only the material aspects of jobs that are top of employees’ minds at the moment,... View Details

Keywords: Compensation and Benefits; Retention; Recruitment; Mission and Purpose; Organizational Culture; Satisfaction

Find at Harvard

2022
Working Paper

Institutional Emplacement and the Novel Resurgence of Independent Bookstores

By: Ryan Raffaelli and Ryann Noe

This study reveals how actors leverage physical place as an asset to facilitate organizational adaptation and industry evolution. Through a longitudinal, qualitative analysis of the U.S. independent bookselling industry from 1995 to 2019, we outline how dispersed... View Details

Keywords: Industry Growth; Small Business; Organizational Change and Adaptation; Business Processes; Retail Industry; Publishing Industry; United States

2022
Article

Before Plagiarism: Lawyers and Copynorms in Europe, 1300–1600

By: Robert Fredona and Sophus A. Reinert

This essay uses the concept of 'copynorms', social norms about copying expressive works that can be distinct from legal norms about the same, in order to understand the meaning of intellectual property among Roman law and canon law jurists from the fourteenth through... View Details

Keywords: Copyright; History; Europe

November 2022 (Revised March 2024)
Case

Replika AI: Monetizing a Chatbot

By: Julian De Freitas and Nicole Tempest Keller

In early 2018, Eugenia Kuyda, co-founder and CEO of San Francisco-based chatbot Replika AI, was deciding how to monetize the app she had built. Launched in 2017, Replika was a consumer AI “companion app” developed by a team of AI software engineers originally based in... View Details

Keywords: Mental Health; Subscriber Models; TAM; Monetization Strategy; Marketing Strategy; Product Marketing; AI and Machine Learning; Applications and Software; Product Positioning; Health Disorders; Technology Industry

November 16, 2022
Article

America Is Pursuing Happiness in All the Wrong Places

By: Arthur C. Brooks

The U.S. is undergoing a crisis of our personal and shared sense of meaning as polarization rises and institutions erode. The solution is as simple as it is difficult: Love one another. View Details

Keywords: Happiness; Civil Society or Community; Family and Family Relationships; Government and Politics; United States

Fall 2022
Article

Are the West’s Sanctions on Russia Working?

By: Rawi Abdelal and Alexandra Vacroux

Russia invaded Ukraine, first in 2014 and then again in February 2022. The United States and Europe—the West—imposed waves of sanctions on Russian individuals, firms, and the country itself. Six months into the West’s efforts to isolate Russia, it is reasonable to ask... View Details

Keywords: Russia; Sanctions; War; International Relations; Trade; Russia; Ukraine; Europe; United States

13 Oct 2022
Other Presentation

4 Business Ideas That Changed the World: Disruptive Innovation

By: Amy Bernstein, Rita McGrath, Felix Oberholzer-Gee and Derek van Bever

A roundtable conversation takes stock of Clayton Christensen’s influential theory. This first in a series of roundtable conversations assessing the origins and impact of four breakthrough ideas.

In the 1980s, Clayton Christensen cofounded a startup that... View Details

Keywords: Disruptive Innovation