Data Science And Analytics Management - Publications - Faculty & Research - Harvard Business School

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November 2018
Article

Global Evidence on Economic Preferences

By: Armin Falk, Anke Becker, Thomas Dohmen, Benjamin Enke, David Huffman and Uwe Sunde

This article studies the global variation in economic preferences. For this purpose, we present the Global Preference Survey (GPS), an experimentally validated survey data set of time preference, risk preference, positive and negative reciprocity, altruism, and trust... View Details

Keywords: Economic Preferences; Economics; Behavior; Surveys; Analytics and Data Science; Global Range

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

14 Jan 2008
Research & Ideas

Mapping Polluters, Encouraging Protectors

and interpreting data about industrial environment performance because it brings together information about companies' environmental management, provided voluntarily by View Details

Keywords: by Martha Lagace; Manufacturing; Chemical

January 2021
Article

Using Models to Persuade

By: Joshua Schwartzstein and Adi Sunderam

We present a framework where "model persuaders" influence receivers’ beliefs by proposing models that organize past data to make predictions. Receivers are assumed to find models more compelling when they better explain the data, fixing receivers’ prior beliefs. Model... View Details

Keywords: Model Persuasion; Analytics and Data Science; Forecasting and Prediction; Mathematical Methods; Framework

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November–December 2022
Article

Your Company Needs a Space Strategy. Now.

By: Matthew Weinzierl, Prithwiraj (Raj) Choudhury, Tarun Khanna, Alan MacCormack and Brendan Rosseau

Space is becoming a potential source of value for businesses across a range of sectors, including agriculture, pharmaceuticals, consumer goods, and tourism. To understand what the opportunities are for your company, the authors advise you to consider the four ways in... View Details

Keywords: Space Strategy; Emerging Markets; Natural Resources; Analytics and Data Science; Organizational Change and Adaptation; Adaptation; Competition; Aerospace Industry

August 2010 (Revised September 2011)
Case

Driving Sustainability at Bloomberg L.P.

By: Christopher Marquis, Daniel Beunza, Fabrizio Ferraro and Bobbi Thomason

Describes the addition of environmental, social, and governance (ESG) performance indicators to the Bloomberg terminal. The initiative grew out of Bloomberg's broader sustainability initiatives and is an example of how committed employees can create positive social... View Details

Keywords: Corporate Entrepreneurship; Knowledge Dissemination; Corporate Social Responsibility and Impact; Organizational Culture; Business and Stakeholder Relations; Environmental Sustainability; Publishing Industry; New York (city, NY)

2022
Article

OpenXAI: Towards a Transparent Evaluation of Model Explanations

By: Chirag Agarwal, Satyapriya Krishna, Eshika Saxena, Martin Pawelczyk, Nari Johnson, Isha Puri, Marinka Zitnik and Himabindu Lakkaraju

While several types of post hoc explanation methods have been proposed in recent literature, there is very little work on systematically benchmarking these methods. Here, we introduce OpenXAI, a comprehensive and extensible opensource framework for evaluating and... View Details

Keywords: Measurement and Metrics; Analytics and Data Science

January 1995 (Revised November 1996)
Case

Avalon Information Services, Inc.

By: Lynn S. Paine and Wilda White

The Privacy Review Committee of Avalon Information Services must decide how to deal with concerns voiced by its retail supermarket customers about the privacy of consumer data collected through Avalon's point-of-sale data collection program. One customer is proposing... View Details

Keywords: Mission and Purpose; Safety; Demand and Consumers; Rights; Analytics and Data Science; Information Technology; Ethics; Information Industry

Experimentation Works: The Surprising Power of Business Experiments

* Top 10 Technology Books of 2020 (Forbes)
* 10 Best Business Books of 2020 (Inc. Magazine)
* Top Shelf Pick of Best Business Books 2020: Technology & Innovation (Strategy + Business)
* 9 Best Business Books for 2020... View Details

17 Mar 2008
Research & Ideas

The Lessons of Business History: A Handbook

business, and how the growing ahistorical nature of much management and economics literature has seriously compromised its legitimacy. In a well-documented process, the spread... View Details

Keywords: by Sean Silverthorne

August 2023 (Revised January 2024)
Supplement

Arla Foods: Data-Driven Decarbonization (B)

By: Michael Parzen, Michael W. Toffel, Susan Pinckney and Amram Migdal

The case describes Arla’s history, in particular its climate change mitigation efforts, and how it implemented a price incentive system to motivate individual farms to implement scope 1 greenhouse gas emissions mitigation measures and receive a higher milk price. The... View Details

June 2021
Article

From Predictions to Prescriptions: A Data-driven Response to COVID-19

By: Dimitris Bertsimas, Léonard Boussioux, Ryan Cory-Wright, Arthur Delarue, Vassilis Digalakis Jr, Alexander Jacquillat, Driss Lahlou Kitane, Galit Lukin, Michael Lingzhi Li, Luca Mingardi, Omid Nohadani, Agni Orfanoudaki, Theodore Papalexopoulos, Ivan Paskov, Jean Pauphilet, Omar Skali Lami, Bartolomeo Stellato, Hamza Tazi Bouardi, Kimberly Villalobos Carballo, Holly Wiberg and Cynthia Zeng

The COVID-19 pandemic has created unprecedented challenges worldwide. Strained healthcare providers make difficult decisions on patient triage, treatment and care management on a daily basis. Policy makers have imposed social distancing measures to slow the disease, at... View Details

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

Article

Crowdsourcing City Government: Using Tournaments to Improve Inspection Accuracy

By: Edward Glaeser, Andrew Hillis, Scott Duke Kominers and Michael Luca

The proliferation of big data makes it possible to better target city services like hygiene inspections, but city governments rarely have the in-house talent needed for developing prediction algorithms. Cities could hire consultants, but a cheaper alternative is to... View Details

Keywords: User-generated Content; Operations; Tournaments; Policy-making; Machine Learning; Online Platforms; Analytics and Data Science; Mathematical Methods; City; Infrastructure; Business Processes; Government and Politics

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January 2014
Case

The Weather Company

By: Rosabeth Moss Kanter

New CEO David Kenny transformed The Weather Company in less than two years from a primary identity as a cable television channel to a multi-platform digital company innovating in the uses of weather data. He assesses progress and considers strategic choices and... View Details

Keywords: Innovation; Strategy; Strategic Change; Change Management; Expansion; Weather; Growth and Development Strategy; Innovation and Invention; Technology Industry

15 Oct 2013
First Look

First Look: October 15

Retail Inventory: Managing the Canary in the Coal Mine! By: Gaur, Vishal, Saravanan Kesavan, and Ananth Raman Abstract—Retail inventory is a statistic that is closely watched by retailers as well as their... View Details

Keywords: Sean Silverthorne

August 2023 (Revised March 2024)
Case

Arla Foods: Data-Driven Decarbonization (A)

By: Michael Parzen, Michael W. Toffel, Susan Pinckney and Amram Migdal

The case describes Arla’s history, in particular its climate change mitigation efforts, and how it implemented a price incentive system to motivate individual farms to implement scope 1 greenhouse gas emissions mitigation measures and receive a higher milk price. The... View Details

2021
Working Paper

Studying the U.S.-Based Portfolio Companies of U.S. Impact Investors

By: M. Diane Burton, Gurveen Chadha, Shawn A. Cole, Abhishek Dev, Christina Jarymowycz, Leslie Jeng, Laura Kelley, Josh Lerner, Jaime R. Diaz Palacios, Yue (Cynthia) Xu and T. Robert Zochowski

Recent years have seen a dramatic increase in the reliance on market-based solutions to social and environmental problems around the world (Barman 2016; Horvath and Powell 2020). The growth of impact investing is a vivid example of this trend and, although there have... View Details

Keywords: Impact Investing; Impact Portfolio Companies; Investment; Social Issues; Environmental Sustainability; Investment Portfolio; Business Ventures; Analytics and Data Science; Performance; United States

10 Jun 2015
Research & Ideas

The Transparency Revolution in Corporate Reporting

understand which data is relevant. On average, our study found that only about 20 percent of data in any given industry is material from an investment standpoint. That has huge implications in terms of the... View Details

Keywords: Re: George Serafeim

March 2020 (Revised June 2022)
Case

GreenLight Fund

By: Brian Trelstad, Julia Kelley and Mel Martin

As Tara Noland, the Executive Director (ED) of GreenLight Cincinnati, reflected on her first few years on the job. Noland had delivered on what she had been hired to do in the city: work with leading philanthropists and nonprofit executives to use data and evidence to... View Details

Keywords: Philanthropy; Venture Philanthropy; Replication; Philanthropy and Charitable Giving; Venture Capital; Social Issues; Decision Making; Analytics and Data Science; Cincinnati

March 2014
Teaching Note

The Weather Company

By: Rosabeth Moss Kanter and Ai-Ling Jamila Malone

New CEO David Kenny transformed The Weather Company in less than two years from a primary identity as a cable television channel to a multi-platform digital company innovating in the uses of weather data. He assesses progress and considers strategic choices and... View Details

Keywords: Leadership; Strategic Change; Technology; Digital; Weather; Organizational Change and Adaptation; Digital Platforms; Change Management; Leading Change; Growth and Development Strategy; Media and Broadcasting Industry; Media and Broadcasting Industry; Media and Broadcasting Industry

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