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

Purchase

Web

Staff Directory | Baker Library

Assessment Librarian Curriculum & Learning Services Jeremy holds a Masters in Library and Information Science from UCLA. He also leads the HBS staff affinity group, Community of Data Analysts (CoDA). Areas... View Details

08 Oct 2014
Research & Ideas

Who Is the Chief Sustainability Officer?

officials used its science capabilities to develop components for solar panels and are now working on materials for cars that make them safer and more efficient. "Dow is using its science background to... View Details

Keywords: by Dina Gerdeman; Manufacturing

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

1999
Article

Commercial Use of UPC Scanner Data: Industry and Academic Perspectives

By: Randolph E. Bucklin and Sunil Gupta

Keywords: Analytics and Data Science; Information Technology; Perspective; Education; Supply and Industry

Web

Managing Customers for Growth - Course Catalog

workshops, students will strengthen their ability to translate customer data into strategic decisions and communicate effectively with data science teams. Course Content and... View Details

01 Dec 2018
News

Case Study: Your Data, Your Health

during a Blavatnik Fellowship in Life Science Entrepreneurship at HBS. The startup employs a system for collecting reproductive cell samples from a tampon, which the customer sends to the lab for genomic analysis. The lab then provides... View Details

Keywords: Jen McFarland Flint

2014
Working Paper

Search-Based Peer Firms: Aggregating Investor Perceptions Through Internet Co-Searches

By: Charles M.C. Lee, Paul Ma and Charles C.Y. Wang

Applying a "co-search" algorithm to Internet traffic at the SEC's EDGAR web-site, we develop a novel method for identifying economically-related peer firms and for measuring their relative importance. Our results show that firms appearing in chronologically adjacent... View Details

Keywords: Peer Firm; EDGAR Search Traffic; Revealed Preference; Co-search; Industry Classification; Analytics and Data Science; Internet and the Web; Mathematical Methods; Corporate Finance

SSRN

06 Dec 2021
News

Digitalization: The Key to the Future of HBS

teach more digital content to our students. That means more courses on statistics, data analytics, machine learning, and fairness and ethics in AI. Data science is the new... View Details

Keywords: April White

Fast Answer

Pharmaceuticals: drug retail prices

Where can I find drug prices? You may begin with: Cortellis - Drug price data. Access is available to HBS AND HU students, staff and faculty onsite at Baker Library (users must be logged in by Baker staff). Statista - Quick statistics on the topic Bloomberg... View Details

04 Sep 2019
News

Advancing Diagnostics that Can Save Lives

data and machine learning to improve health care. Kelley, who recently received a Blavatnik Fellowship in Life Science Entrepreneurship at HBS, aims to bring fast and accurate diagnoses to cancer patients... View Details

Keywords: Susan Young

25 Aug 2022
News

Labs Enable Large-scale Research

Marvin Bower Associate Professor Marco Di Maggio, Ogunlesi Family Associate Professor of Business Administration Scott Duke Kominers, Professor of Business Administration SEAS: David Parkes, George F. Colony Professor of Computer Science... View Details

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

August 1983
Background Note

Balance of Payments: Accounting and Presentation

By: David B. Yoffie

Provides an overview of balance of payments accounting and analytical presentation of balance of payments data. Includes sample transactions to illustrate the application of the basic accounting principles and definitions of the standard balances. View Details

Keywords: Accounting; Analytics and Data Science; Management; Standards; Mathematical Methods

Educators

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March–April 2022
Article

Uncovering the Mitigating Psychological Response to Monitoring Technologies: Police Body Cameras Not Only Constrain but Also Depolarize

By: Shefali V. Patil and Ethan Bernstein

Despite organizational psychologists’ long-standing caution against monitoring (citing its reduction in employee autonomy and thus effectiveness), many organizations continue to use it, often with no detriment to performance and with strong support, not protest, from... View Details

Keywords: Monitoring; Transparency; Polarization; Body Worn Cameras; Quasi Field Experiment; Analytics and Data Science; Employees; Perception; Law Enforcement