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January 2025
Technical Note

AI vs Human: Analyzing Acceptable Error Rates Using the Confusion Matrix

By: Tsedal Neeley and Tim Englehart

This technical note introduces the confusion matrix as a foundational tool in artificial intelligence (AI) and large language models (LLMs) for assessing the performance of classification models, focusing on their reliability for decision-making. A confusion matrix... View Details

Keywords: AI; Reliability; Confusion Matrix

January 2025
Article

Reducing Prejudice with Counter-stereotypical AI

By: Erik Hermann, Julian De Freitas and Stefano Puntoni

Based on a review of relevant literature, we propose that the proliferation of AI with human-like and social features presents an unprecedented opportunity to address the underlying cognitive and affective drivers of prejudice. An approach informed by the psychology of... View Details

Keywords: Prejudice and Bias; AI and Machine Learning; Interpersonal Communication; Social and Collaborative Networks

September 2024 (Revised March 2025)
Case

Epic: The Future of Health Information Technology

By: Regina E. Herzlinger and Brian L. Walker

How should the founder and leadership team of a health IT company with more than 45 years of market leadership prepare for the future, while navigating founder transitions and industry changes? Founded by Judy Faulkner in the late 1970s, Epic pioneered electronic... View Details

Keywords: Technological Innovation; Entrepreneurship; Health Care and Treatment; Private Ownership; Customer Focus and Relationships; Health Industry; Electronics Industry

September 2024
Case

Cathay Cargo: Turnaround Short Haul, or Double Crew Long Haul?

By: Willy Shih and Billy Chan

Tom Owen, Director Cargo at Cathay Pacific Airways, had a problem. During the Covid-19 pandemic, the grounding of passenger flights meant the sudden loss of 50% of the airline's cargo carrying capacity. But the bigger challenge was that the Hong Kong government imposed... View Details

Keywords: Operations; Resource Allocation; Cash Flow; Governing Rules, Regulations, and Reforms; Health Pandemics; Organizational Change and Adaptation; Decision Choices and Conditions; Air Transportation Industry; Hong Kong

July 2024
Case

“In That Crucible, You Find Innovation”: Public Safety Transformation in Albuquerque

By: Hise O. Gibson and Antonio Manuel Oftelie

“In That Crucible, You Find Innovation”: Public Safety Transformation in Albuquerque" centers on Mayor Tim Keller’s leadership during the social justice protests in 2020 and his efforts to reinvent Albuquerque’s public safety model. Faced with both a federal consent... View Details

Keywords: Change Management; Government Administration; Leading Change; Safety; Social Issues; Governing Rules, Regulations, and Reforms; Ethics; Public Administration Industry; New Mexico

June 2024
Supplement

Zeswitz Music (A)

By: Richard S. Ruback and Royce Yudkoff

Pre-Abstract: Instructors should consider the timing of making videos available to students, as they may reveal key case details.
Abstract: In July of 2013, Randy Shayler (HBS, 2012) acquired Zeswitz Music, a musical instrument rental company based in Reading,... View Details

Keywords: Customer Focus and Relationships; Business Strategy; Acquisition; Revenue; Marketing; Music Industry; Retail Industry; Pennsylvania

June 2024
Supplement

Zeswitz Music (B)

By: Richard S. Ruback and Royce Yudkoff

Pre-Abstract: Instructors should consider the timing of making videos available to students, as they may reveal key case details.
Abstract: In July of 2013, Randy Shayler (HBS, 2012) acquired Zeswitz Music, a musical instrument rental company based in Reading,... View Details

Keywords: Acquisition; Customer Focus and Relationships; Business Strategy; Revenue; Marketing; Music Industry; Retail Industry

May 2024 (Revised January 2025)
Technical Note

Health Care Payment in the United States

By: Robert S. Huckman, Jeff Charca and Craig Garthwaite

This document provides an overview of how various actors (e.g., physicians, hospitals, and other health care providers) are paid in the United States health care system. It is particularly focused on features of the payment system that contribute to strategic decisions... View Details

Keywords: Compensation and Benefits; Organizational Change and Adaptation; Health Industry

April 2024 (Revised July 2024)
Case

Unleashing Human Magic at Best Buy

By: Leonard A. Schlesinger, Sunil Gupta and Amram Migdal

The case examines the transformation of Best Buy under CEO Hubert Joly's leadership from 2012. Facing significant business challenges, including competition from online and physical retailers, Joly implemented the "Renew Blue" turnaround strategy, which focused on... View Details

February 2024 (Revised December 2024)
Case

Best Buy Health: Enabling Care at Home

By: Robert S. Huckman, Rosabeth Moss Kanter, Antonio Moreno, Bradley Staats and Sarah Mehta

This case explores retailer Best Buy’s decision to enter health care. Best Buy Health aims to enable care at home across three prongs: consumer health, active aging, and virtual care. A key pillar of Best Buy Health's strategy is leveraging the Geek Squad—the company's... View Details

Keywords: Business Ventures; Health Care and Treatment; Innovation and Invention; Business Strategy; Market Entry and Exit; Service Delivery; Service Operations; Electronics Industry; Health Industry; Retail Industry; United States; Minnesota

January 2024
Supplement

Winning Business at Russell Reynolds

By: Ethan Bernstein and Cara Mazzucco

In an effort to make compensation drive collaboration, Russell Reynolds Associates’ (RRA) CEO Clarke Murphy sought to re-engineer the bonus system for his executive search consultants in 2016. As his HR analytics guru, Kelly Smith, points out, that risks upsetting—and... View Details

Keywords: Restructuring; Talent and Talent Management; Compensation and Benefits; Growth and Development Strategy; Organizational Change and Adaptation; Organizational Culture; Performance Evaluation; Motivation and Incentives; Consulting Industry

2024
Book

The Everything Token: How NFTs and Web3 Will Transform the Way We Buy, Sell, and Create

By: Steve Kaczynski and Scott Duke Kominers

We demystify the coming digital revolution, showing how NFTs will transform our online and offline interactions.

NFTs aren’t just pictures on the internet, or a fad that has come and gone. Rather, they’re a new technology for creating digital assets and... View Details

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December 2023
Article

Association of Hospital System Affiliation with COVID-19 Capacity Burden

By: Zachary Levin, Pinar Karaca-Mandic, Richard J. Boxer and Regina E. Herzlinger

What is the message? The COVID-19 pandemic exposed the highly variable and uncoordinated responses by hospitals. The authors found that while the non-top ten system affiliated hospitals had a larger COVID-19 share index relative to independent hospitals, top-ten system... View Details

Keywords: COVID-19 Pandemic; Resource Allocation; Health Pandemics; Demographics; Health Care and Treatment; Health Industry

November 2023 (Revised July 2024)
Case

Aviva plc: Examining Net Zero

By: Peter Tufano, Brian Trelstad and Matteo Gasparini

The board of Aviva Plc, one of the world’s largest insurers, must review its climate risk exposures and evaluate next steps. Risk experts at the firm have conducted a robust set of analyses prepared for its regulator, the Bank of England, simulating how various climate... View Details

Keywords: Analysis; Climate Change; Insurance; Governing and Advisory Boards; Risk Management; Adaptation; Financial Services Industry; Financial Services Industry; Europe; United Kingdom

2023
Working Paper

Targeting, Personalization, and Engagement in an Agricultural Advisory Service

By: Susan Athey, Shawn Cole, Shanjukta Nath and Jessica Zhu

ICT is increasingly used to deliver customized information in developing countries. We examine whether individually targeting the timing of automated voice calls meaningfully increases engagement in an agricultural advisory service. We define, estimate, and... View Details

Keywords: Developing Countries and Economies; Knowledge Dissemination; Customization and Personalization; Performance Effectiveness

July 2023 (Revised February 2024)
Case

Clair

By: Lauren Cohen, Grace Headinger and Marcos Quirno

Clair was founded with a simple mission: to expedite America’s workers access to their hard-earned wages. In the headwinds of the COVID-19 pandemic, the startup had successfully raised a seed round of $4.5 million, and within two years the earned wage access (EWA)... View Details

Keywords: Fintech; Ewa; Lending; Technology; Business Startups; Growth and Development Strategy; Social Enterprise; Business Strategy; Business Model; Mission and Purpose; Venture Capital; Profit; Financial Services Industry; United States

June 2023
Supplement

Clash of Two Giants Simulation Exercise

By: Feng Zhu and Marco Iansiti

Many markets are organized around platforms that connect consumers with complementary applications and services. These platforms are two-sided because both sides - consumers and those providing applications or services - need access to the same platform to interact. A... View Details

Keywords: Customer Acquisition; Platform Strategy; Technology Platform; Digital Platforms; Competitive Strategy; Network Effects

June 2023
Exercise

Clash of Two Giants Simulation Exercise Instructions

By: Feng Zhu and Marco Iansiti

Many markets are organized around platforms that connect consumers with complimentary applications and services. These platforms are two-sided because both sides - consumers and those providing applications or services - need access to the same platform to interact. A... View Details

Keywords: Platform Strategies; Technology Platform; Customer Acquisition; Network Effects; Digital Platforms; Marketplace Matching; Strategy

2023
Working Paper

The Politics of Philanthropy in China

By: Geoffrey Jones and Yuhai Wu

This working paper looks historically at business philanthropy in China. In the West, the literature has distinguished between entrepreneurial and customary philanthropy, while the phenomenon of spiritual philanthropy has been identified in many emerging markets. This... View Details

Keywords: China; Philanthropy; Ethics; Philanthropy and Charitable Giving; Moral Sensibility; Corporate Social Responsibility and Impact; Economic Systems; Economic Sectors; China

March 2023
Teaching Note

VideaHealth: Building the AI Factory

By: Karim R. Lakhani

Teaching Note for HBS Case No. 621-021. The case “VideaHealth: Building the AI Factory” examines the creation of dental startup VideaHealth (Videa) and the development of its artificial intelligence (AI)-led business strategy through the eyes of founder and CEO Florian... View Details

Keywords: AI and Machine Learning; Applications and Software; Business Model; Marketing Strategy; Product Development; Health Industry; Technology Industry

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