Data Science - Publications - Faculty & Research

April 2025
Article

Corporate Ownership and ESG Performance

By: Belen Villalonga, Peter Tufano and Boya Wang

Using a sample of 3083 firms from 62 countries over 18 years, we analyze how the structure and identity of firms' material owners influence their Environmental, Social, and Governance (ESG) performance. We find that firms with founding families or other individual... View Details

Keywords: ESG; CSR; Family Firms; Social Responsibility; Environment; Sustainability; Ownership; Corporate Social Responsibility and Impact; Corporate Governance; Environmental Sustainability

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17 Jan 2024
Research & Ideas

Are Companies Getting Away with 'Cheap Talk' on Climate Goals?

Companies regularly set ambitious climate goals, but these plans often end up like many people’s New Year’s resolutions: unmet aspirations that quietly fizzle out. While companies often gain positive media attention by trumpeting plans for reducing greenhouse gas... View Details

Keywords: by Tim Gray

Article

Households' Willingness to Pay for 'Green' Goods: Evidence from Patagonia's Introduction of Organic Cotton Sportswear

By: Ramon Casadesus-Masanell, Michael Crooke, Forest L. Reinhardt and Vishal Vasishth

To shed light on individuals' willingness to pay for "green" goods (i.e., goods that are supposed to have lower adverse environmental impacts either in production or in use), we study data from the introduction by Patagonia, Inc., of organic cotton sportswear in the... View Details

Keywords: Spending; Consumer Behavior; Environmental Sustainability; Consumer Products Industry

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Dean Srikant Datar | About

Business Press). He has authored more than 30 cases on topics ranging from Data Science at Target to Nippon Steel. Datar has taught MBA and executive education classes in design thinking, innovation, big... View Details

30 Apr 2024
Book

When Managers Set Unrealistic Expectations, Employees Cut Ethical Corners

management and organisational practices. By this time, social science research had already shown that people’s behaviour is shaped as much by situational and contextual factors as by individual character. The 1963 Milgram experiments by... View Details

Keywords: by Dina Gerdeman

03 Oct 2023
Research Event

Build the Life You Want: Arthur Brooks and Oprah Winfrey Share Happiness Tips

coauthor of the new book Build the Life You Want: The Art and Science of Getting Happier, for an intimate, powerful conversation that touches on: the mistake people make in thinking that money, power, and fame will bring them happiness;... View Details

Keywords: by HBS Staff

01 Nov 2021
What Do You Think?

How Long Does It Take to Improve an Organization’s Culture?

Business Journal, April 2015. John Doerr, Measure What Matters: How Google, Bono, and the Gates Foundation Rock the World with OKRs (Portfolio/Penguin, 2018). John R. Graham, Campbell R. Harey, Jillian Popadak, and Shivaram Rajgopal, “Corporate Culture: Evidence from... View Details

Keywords: by James Heskett

18 Apr 2017
First Look

First Look at New Ideas, April 18

March 27, 2017 Harvard Business Review How the Water Industry Learned to Embrace Data By: Cespedes, Frank V., and Amir Peleg Abstract—Most current talk about “big data” seems to assume the disintermediation or replacement of physical... View Details

Keywords: by Sean Silverthorne

January 1989 (Revised July 1991)
Case

Bank for International Development, Software Case

By: W. Carl Kester and Timothy A. Luehrman

A hypothetical case in which an assistant treasurer of a supranational bank is asked to determine in which currencies it has been cheaper ex post to borrow. An integral part of the case is a Lotus 1-2-3 worksheet containing monthly data on yen and dollar interest... View Details

Keywords: Decisions; Interest Rates; International Finance; Relationships; Currency; Management Analysis, Tools, and Techniques; Analytics and Data Science; Inflation and Deflation

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05 Sep 2023
Book

Thriving After Failing: How to Turn Your Setbacks Into Triumphs

teams appeared to have more, not fewer, errors. “All these years later, I can still remember viscerally how it felt,” says Edmondson, who recounts the experience in her new book about the importance of failure, Right Kind of Wrong: The View Details

Keywords: by Michael Blanding

July 2023
Article

Takahashi-Alexander Revisited: Modeling Private Equity Portfolio Outcomes Using Historical Simulations

By: Dawson Beutler, Alex Billias, Sam Holt, Josh Lerner and TzuHwan Seet

In 2001, Dean Takahashi and Seth Alexander of the Yale University Investments Office developed a deterministic model for estimating future cash flows and valuations for the Yale endowment’s private equity portfolio. Their model, which is simple and intuitive, is still... View Details

Keywords: Forecasting and Prediction; Investment Portfolio; Analytics and Data Science

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Article

The Critical Role of Second-order Normative Beliefs in Predicting Energy Conservation

By: Jon M. Jachimowicz, Oliver P. Hauser, Julia D. O'Brien, Erin Sherman and Adam D. Galinsky

Sustaining large-scale public goods requires individuals to make environmentally friendly decisions today to benefit future generations. Recent research suggests that second-order normative beliefs are more powerful predictors of behaviour than first-order personal... View Details

Keywords: Climate Change; Energy; Environmental Sustainability; Household; Behavior; Values and Beliefs; Forecasting and Prediction

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Finance - Faculty & Research

remote sensing for yield estimation and program evaluation. Keywords: Measurement and Metrics ; Mathematical Methods ; Analytics and Data Science ; Agriculture and Agribusiness Industry ; India Citation Read... View Details

2022
Working Paper

The Disagreement Problem in Explainable Machine Learning: A Practitioner's Perspective

By: Satyapriya Krishna, Tessa Han, Alex Gu, Javin Pombra, Shahin Jabbari, Steven Wu and Himabindu Lakkaraju

As various post hoc explanation methods are increasingly being leveraged to explain complex models in high-stakes settings, it becomes critical to develop a deeper understanding of if and when the explanations output by these methods disagree with each other, and how... View Details

Keywords: AI and Machine Learning; Analytics and Data Science; Mathematical Methods

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September 2023 (Revised January 2024)
Case

AB InBev: Brewing Up Forecasts during COVID-19

By: Mark Egan, C. Fritz Foley, Esel Cekin and Emilie Billaud

In July 2021, the CEO of AB InBev's European operations and his team strategized to position the company for success post-pandemic. As the world's largest beer company, boasting over 500 brands, revenue of $46 billion, and a workforce of 160,000 in 2020, AB InBev... View Details

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13 Feb 2018
First Look

New Research and Ideas, February 13, 2018

https://www.hbs.edu/faculty/Pages/item.aspx?num=53894 forthcoming Human Resource Management Review Developing Strategic Human Resource Theory and Making a Difference: An Action Science Perspective By: Beer, Michael Abstract—No abstract... View Details

Keywords: Sean Silverthorne

02 Jan 2024
What Do You Think?

Do Boomerang CEOs Get a Bad Rap?

Carolina to support their claim. The Bingham study analyzed data for 6,429 CEOs of S&P 1,500 index firms from 1992 to 2017. Among these were 438 boomerang CEOs with more than a year out of office between stints as CEO; 193 of these... View Details

Keywords: by James Heskett

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Negotiation, Organizations & Markets - Faculty & Research

Simulation and Beliefs By: Pedro Bordalo, Giovanni Burro, Katherine B. Coffman , Nicola Gennaioli and Andrei Shleifer How do people form beliefs about novel risks, with which they have little or no experience? Motivated by survey data on... View Details

March 2024
Teaching Note

Madrigal: Conducting a Customer-Base Audit

By: Eva Ascarza, Peter S. Fader, Bruce Hardie and Michael Ross

Teaching Note for HBS Case No. 524-046. This case presents a scenario where Madrigal, a U.S. retailer with a rich 20-year history and a solid loyalty program, faces a turning point with the arrival of a new CEO. This leadership change reveals a critical gap in... View Details

Keywords: Customer Relationship Management; Analytics and Data Science; Growth and Development Strategy; Customer Value and Value Chain; Retail Industry; United States

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2015
Working Paper

Online Word of Mouth and Product Review Disagreement

By: Frank Nagle and Christoph Riedl

Studies of online word of mouth have frequently posited―but never systematically conceptualized and explored―that the level of disagreement between existing product reviews can impact the volume and the valence of future reviews. In this study we develop a theoretical... View Details