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2023
Article

M4: A Unified XAI Benchmark for Faithfulness Evaluation of Feature Attribution Methods across Metrics, Modalities, and Models

By: Himabindu Lakkaraju, Xuhong Li, Mengnan Du, Jiamin Chen, Yekun Chai and Haoyi Xiong

While Explainable Artificial Intelligence (XAI) techniques have been widely studied to explain predictions made by deep neural networks, the way to evaluate the faithfulness of explanation results remains challenging, due to the heterogeneity of explanations for... View Details

Keywords: AI and Machine Learning

February 2000 (Revised April 2001)
Case

Boston Medical Group

By: Richard M.J. Bohmer and Bruce L. Hall

Describes the structure of a variable compensation plan for physicians implemented by a Massachusetts medical group practice. Examines issues such as balancing group and individual risk and selection of performance metrics (productivity and patient satisfaction). View Details

Keywords: Customer Satisfaction; Health Care and Treatment; Executive Compensation; Management Practices and Processes; Risk Management; Standards; Risk and Uncertainty; Health Industry

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January 2022
Article

Why is Corporate Virtue in the Eye of The Beholder? The Case of ESG Ratings

By: Dane Christensen, George Serafeim and Anywhere Sikochi

Despite the rising use of environmental, social, and governance (ESG) ratings, there is substantial disagreement across rating agencies regarding what rating to give to individual firms. As what drives this disagreement is unclear, we examine whether a firm’s ESG... View Details

Keywords: ESG Ratings; Rating Agency Disagreement; ESG Disclosure; Corporate Social Responsibility; Sustainability; Corporate Social Responsibility and Impact; Environmental Sustainability; Corporate Disclosure

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December 2014 (Revised March 2018)
Case

John D. Rockefeller: The Richest Man in the World

By: Tom Nicholas and Vasiliki Fouka

By the late nineteenth century scale and managerial hierarchies had extended to several major industrial sectors of the U.S. economy. Although the precise mechanisms often varied, this process mainly involved horizontal integration, some form of legal or administrative... View Details

Keywords: Horizontal Integration; Wealth; Business History; Vertical Integration; Consolidation; Personal Development and Career; Energy Industry; United States

Research Summary

Sports Management

Professor Fearing's secondary research interest in sports management shares an emphasis on developing new metrics to help understand and improve performance.

Keywords: Sports Management; Sports Industry

June 2024
Article

Economics of Enhanced Methane Oxidation Relative to Carbon Dioxide Removal

By: Conor Hickey and Myles Allen

Mitigating short-term global warming is imperative, and a key strategy involves reducing atmospheric methane (CH4) due to its high radiative forcing and short lifespan. This objective can be achieved through methods such as oxidising methane at its source or... View Details

Keywords: Greenhouse Gas Mitigation; Climate Change; Environmental Regulation; Pollutants; Research; Measurement and Metrics

December 2006 (Revised February 2007)
Case

Opportunity International: Measurement and Mission

By: Herman B. Leonard, Marc J. Epstein and Melissa Tritter

After a "first career" in business, HBS graduate Christopher Crane becomes CEO of a worldwide microfinance network. The organization's twin challenges are: 1) developing metrics to give it an accurate picture of its situation and impacts, and 2) generating rapid... View Details

Keywords: Microfinance; Measurement and Metrics; Problems and Challenges; Growth and Development Strategy; Business and Stakeholder Relations; Business Model; Nonprofit Organizations; Philanthropy and Charitable Giving; Financial Services Industry

Article

Human Capital and the Future of Work: Implications for Investors and ESG Integration

By: Sakis Kotsantonis and George Serafeim

Human capital development (HCD) is a key consideration for most companies, but only recently have investors focused on understanding the risks and opportunities related to human capital with the emergence of environmental, social, and governance (ESG) investment... View Details

Keywords: Future Of Work; ESG; Employee Engagement; Employee Compensation; Human Capital; Human Resources; Employees; Compensation and Benefits; Wages

2021
Working Paper

rTSR: Properties, Determinants, and Consequences of Benchmark Choice

By: Paul Ma, Jee-Eun Shin and Charles C.Y. Wang

We develop a measurement-error framework for assessing the quality of relative-performance metrics designed to filter out the systematic component of performance and analyze relative total shareholder return (rTSR)—the predominant metric market participants use to... View Details

Keywords: Relative TSR; Relative Performance Evaluation; Systematic Risk; Board Of Directors; Compensation Consultants; Style Effects; Executive Compensation; Performance Evaluation; Corporate Governance

October 2001 (Revised April 2002)
Case

America Online, Inc.: Disclosure Strategy

By: Amy P. Hutton and David Lane

Since going public, AOL had disclosed on a quarterly basis supplemental metrics meant to give analysts and investors a way of tracking growth in its subscriber base and the value created through its marketing efforts. These metrics gave management's conversations with... View Details

Keywords: Business Model; Internet and the Web; Change Management; Internet and the Web; Corporate Disclosure; Media; Digital Marketing; Information Technology Industry; Media and Broadcasting Industry

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June 2012
Article

The Economic Value of Celebrity Endorsements

By: Anita Elberse and Jeroen Verleun

What is the payoff to enlisting celebrity endorsers? Although effects on stock returns are relatively well documented, little is known about any impact on sales—arguably a metric of more direct importance to advertising practitioners. In this study of athlete... View Details

Keywords: Stocks; Value; Advertising; Sales; Brands and Branding; Decisions; Economics; Marketing Strategy; Investment Return

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June 2021
Article

Developing a Value Framework: Utilizing Administrative Data to Assess an Enhanced Care Initiative

By: Casey J. Allen, Jarrod S. Eska, Nikhil G. Thaker, Thomas W. Feeley, Robert S. Kaplan, Ryan W. Huey, Ching-Wei D. Tzeng, Jeffrey E. Lee, Steven J. Frank, Thomas A. Aloia, Vijaya Gottumukkala and Matthew H.G. Katz

We used national administrative data to assess multiple domains of value associated with enhanced recovery pathways for patients undergoing pancreatic surgery. Value metrics included in-hospital mortality, complication rates, length of stay (LOS), 30-day readmission... View Details

Keywords: Value-based Health Care; Health Care and Treatment; Analytics and Data Science; Outcome or Result; Measurement and Metrics; Performance Improvement

January–February 2015
Article

The Truth about CSR

By: Kasturi Rangan, Lisa Chase and Sohel Karim

The article discusses corporate social responsibility (CSR) programs. In the authors' view many of these programs consist of disparate, uncoordinated initiatives that fail to maximize their impact. They recommend a more coherent strategy that divides CSR efforts into... View Details

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April 2022 (Revised May 2022)
Case

Mastercard Labs (A)

By: Linda A. Hill, Sunil Gupta, Emily Tedards and Julia Kelley

When Ajaypal (Ajay) Banga became the CEO of Mastercard in 2010, he shifted the company’s competitive focus from card networks to cash itself. Mastercard’s new vision of a “World Beyond Cash” distilled into a three-pronged framework: Grow the core business, Diversify... View Details

September 26, 2024
Article

A Better Way to Measure Social Impact

By: Robert S. Kaplan and Constance Spitzer

All impact investors report the financial returns from their funds and investments, and many provide metrics on intended social outcomes, such as numbers of individuals served, or quality jobs created. But investors do not supply metrics about their impacts on... View Details

Keywords: Impact Investing; Social Impact Investment; Inclusive Growth; Sustainability; Corporate Social Responsibility and Impact; Environmental Sustainability

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Research Summary

article on how to evaluate "success" in translational medical research

the article provides a framework for organizations sponsoring translational research on how to evaluate "success". It urges these organizations to articulate specific goals and concrete metrics on seven dimensions of translational medical research --... View Details

June 2005 (Revised November 2006)
Background Note

Valuation Methods and Discount Rate Issues: A Comprehensive Example

By: Marc L. Bertoneche and Fausto Federicic

Presents a comprehensive review of the valuation methods based on discounting cash flows or value creation metrics and shows, through simple example and a straightforward "how-to-do" framework, the perfect consistency and identity of their results under similar... View Details

Keywords: Valuation

July 2010 (Revised December 2011)
Background Note

Marketing Analysis Toolkit: Pricing and Profitability Analysis

By: Thomas J. Steenburgh and Jill Avery

Pricing is one of the most difficult decisions marketers make and the one with the most direct and immediate impact on the firm's financial position. This toolkit will introduce the fundamental terminology and calculations associated with pricing and profitability... View Details

Keywords: Forecasting and Prediction; Price; Profit; Management Analysis, Tools, and Techniques; Marketing Strategy; Demand and Consumers; Measurement and Metrics; Strategic Planning; Mathematical Methods; Retail Industry

November 1994 (Revised March 1996)
Case

Pepsi's Regeneration, 1990-1993

By: David A. Garvin and Donald N. Sull

Craig Weatherup, the president and CEO of Pepsi Cola, leads a change process that completely transforms his company. It includes a new vision, operating philosophy, strategy, and organizational structure. He also introduces process improvement techniques and builds new... View Details

Keywords: Transformation; Leading Change; Growth and Development Strategy; Management Systems; Standards; Organizational Structure; Outcome or Result; Performance Improvement; Problems and Challenges; Food and Beverage Industry

August 2003 (Revised July 2004)
Case

Marketing at The Vanguard Group

By: John A. Quelch and Carin-Isabel Knoop

Senior executives at Vanguard are evaluating their marketing strategy. In particular, they are looking at their approach to market segmentation, the organization of the marketing function, and the weight placed on marketing metrics in the corporate dashboard in light... View Details

Keywords: Marketing Strategy; Segmentation

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