Publications

2022
Article

Which Explanation Should I Choose? A Function Approximation Perspective to Characterizing Post hoc Explanations

By: Tessa Han, Suraj Srinivas and Himabindu Lakkaraju

A critical problem in the field of post hoc explainability is the lack of a common foundational goal among methods. For example, some methods are motivated by function approximation, some by game theoretic notions, and some by obtaining clean visualizations. This... View Details

Keywords: Mathematical Methods; Decision Choices and Conditions; Analytics and Data Science

2022
Article

Fairness via Explanation Quality: Evaluating Disparities in the Quality of Post hoc Explanations

By: Jessica Dai, Sohini Upadhyay, Ulrich Aivodji, Stephen Bach and Himabindu Lakkaraju

As post hoc explanation methods are increasingly being leveraged to explain complex models in high-stakes settings, it becomes critical to ensure that the quality of the resulting explanations is consistently high across all subgroups of a population. For instance, it... View Details

Keywords: Prejudice and Bias; Mathematical Methods; Research; Analytics and Data Science

19 Jun 2018
Research Event

Has Environmental Sustainability Lost its Relevance?

limitations of research and data on which to make such choices. We have no measure of the cost of the extinction of a species, for example. The continued lack of transparency in corporate reporting, and the lack of hard research on the... View Details

Keywords: by Geoffrey G. Jones; Energy

28 Jun 2010
HBS Case

Cincinnati Children’s Hospital Medical Center

considered itself to be among the best hospitals in the country, even though it had scant evidence to benchmark its performance against others. But data co-collected by the Cystic Fibrosis Foundation instead showed that the outcome for... View Details

Keywords: by Julia Hanna; Health

April 1996 (Revised June 1996)
Background Note

Cleveland Turnaround (C), The: Facts and Figures

By: James E. Austin and Jaan Elias

Traces the Cleveland community's efforts to move the city from economic, social, and political crisis in the late 1970s into revitalization and progress in the 1980s and 1990s. Special attention is given to the role of business leaders and the public-private... View Details

Keywords: Leading Change; Analytics and Data Science; Economic Growth; Business and Community Relations; Cleveland

18 Apr 2019
Research & Ideas

Open Innovation Contestants Build AI-Based Cancer Tool

Science at Harvard (LISH) has a long history of working together with Harvard Catalyst at Harvard Medical School to identify interesting innovation and process problems in translational biomedical areas. We have conducted many research... View Details

Keywords: by Martha Lagace; Health; Medical Devices & Supplies

July 2023
Article

So, Who Likes You? Evidence from a Randomized Field Experiment

By: Ravi Bapna, Edward McFowland III, Probal Mojumder, Jui Ramaprasad and Akhmed Umyarov

With one-third of marriages in the United States beginning online, online dating platforms have become important curators of the modern social fabric. Prior work on online dating has elicited two critical frictions in the heterosexual dating market. Women, governed by... View Details

Keywords: Online Dating; Internet and the Web; Analytics and Data Science; Gender; Emotions; Social and Collaborative Networks

May 2024
Article

Housing Policies and Energy Efficiency Spillovers in Low and Moderate Income Communities

By: Omar Isaac Asensio, Olga Churkina, Becky D. Rafter and Kira E O'Hare

Housing policies address the human dimensions of increasing urban density, but their energy and sustainability implications are hard to measure due to challenges with siloed civic data. This is especially critical when evaluating policies targeting low- and... View Details

Keywords: Energy Efficiency; Public Policy; Climate Change; Energy Conservation; Housing; Analytics and Data Science; Policy; Income; Environmental Sustainability; Real Estate Industry; United States

28 Aug 2018
First Look

New Research and Ideas, August 28, 2018

https://www.hbs.edu/faculty/Pages/item.aspx?num=54899 forthcoming Management Science How Do Sales Efforts Pay Off? Dynamic Panel Data Analysis in the Nerlove-Arrow Framework By: Chung, Doug J., Byungyeon Kim,... View Details

Keywords: Dina Gerdeman

August 2008
Article

Economic Links and Predictable Returns

By: Lauren Cohen and Andrea Frazzini

This paper finds evidence of return predictability across economically linked firms. We test the hypothesis that in the presence of investors subject to attention constraints, stock prices do not promptly incorporate news about economically related firms, generating... View Details

Keywords: Economics; Price; Assets; Analytics and Data Science; Customers; Stocks; Equity; Strategy; Investment Return; Forecasting and Prediction

January 1998 (Revised February 1998)
Case

Timberjack Parts: Packaged Software Selection Project

By: F. Warren McFarlan, Mark Keil and Darryl S. Romanow

This case provides a realistic, current, and detailed view of software procurement in an international business environment where the competition in enterprise-wide software solutions is growing. Focuses on the selection of packaged software to serve multiple sites... View Details

Keywords: Applications and Software; Information Technology; Analytics and Data Science; Multinational Firms and Management; Operations; Management Practices and Processes; Computer Industry; Information Technology Industry

Educators

07 Mar 2013
Research & Ideas

Video: Harvard Business School at the Kumbh Mela

dealt with the myriad medical issues that occurred over several months among the millions of people in attendance. There will also be a complex data study of cell phone traffic —telecommunications—during the festival. The Graduate School... View Details

Keywords: by Jim Aisner; Construction; Real Estate

16 Jul 2024
Research & Ideas

Weighing Digital Tradeoffs in Private Equity

intent on trimming expenses. So is the investment worth it? Baik and Srinivasan explore this tension in their working paper, “Private Equity and Digital Transformation,” cowritten with Wilbur Chen of the Hong Kong University of Science... View Details

Keywords: by Michael Blanding; Financial Services

November 2001 (Revised August 2005)
Case

BigEast Bank (A): Credit Card Approval

By: Frances X. Frei and Dennis Campbell

BigEast is considering adopting a relationship-centric view in its credit card approval process. This would shift the bank's current practice of analyzing applications based on the merits of a single product to one where the customer's existing relationship is... View Details

Keywords: Customers; Forecasting and Prediction; Banks and Banking; Analytics and Data Science; Managerial Roles; Relationships; Adoption; Banking Industry

Educators

19 May 2016
Research Event

Crowdsourcing, Patent Trolls, and Other Research Insights Highlighted at Harvard Business School Symposium

submitted. Seeking answers from the crowd may be more important than ever. Even as the use of data science is expanding, we face a shortage of 1.8 million data scientists.... View Details

Keywords: by Dina Gerdeman & Carmen Nobel

August 2012
Article

Surviving the Global Financial Crisis: Foreign Ownership and Establishment Performance

By: Laura Alfaro and Maggie Chen

We examine the differential response of establishments to the recent global financial crisis with particular emphasis on the role of foreign ownership. Using a worldwide establishment panel dataset, we investigate how multinational subsidiaries around the world... View Details

Keywords: Globalization; Financial Crisis; Multinational Firms and Management; Analytics and Data Science; Business Subsidiaries; Production; Finance; Performance; Ownership

May 1992 (Revised January 2000)
Case

Asea Brown Boveri: The ABACUS System

By: Robert L. Simons

Describes the computer-based information system (ABACUS) used to monitor and control business operations in a complex, global company. Describes the technical attributes of the database system, financial reporting requirements, target setting and profit calculations on... View Details

Keywords: Financial Reporting; Profit; Business Growth and Maturation; Analytics and Data Science; Design; Accounting Audits; Growth and Development; Globalized Firms and Management; Complexity; Technology Industry

Educators