Publications - Faculty & Research - Harvard Business School

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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: Reliability; Confusion Matrix; AI and Machine Learning; Decision Making; Measurement and Metrics; Performance

January 2025
Case

Davivienda Bank's Upskilling and Reskilling Strategy in Colombia (Abridged)

By: Jorge Tamayo, Raffaella Sadun and Jenyfeer Martinez Buitrago

Set in 2022, this abridged case examines the digital transformation strategy of Davivienda—a leading player in Colombia’s commercial banking sector and one of the companies belonging to Grupo Bolívar, a major Colombian conglomerate—and the bank’s upskilling and... View Details

January 2025
Case

Intuition Robotics: An AI Companion for Older Adults

By: Amit Goldenberg, Elie Ofek and Orna Dan

Intuition Robotics, a startup that makes an AI companion robot to alleviate older adults’ loneliness, debates whether to pursue a B2C model or B2G route. If it opts for the government vertical, it must determine how to negotiate a favorable deal. Two weeks after... View Details

Keywords: Business Model; Business Startups; AI and Machine Learning; Technology Adoption; Product Launch; Market Entry and Exit; Negotiation Offer; Business and Government Relations; Health Industry; Technology Industry; United States; New York (state, US)

January 2025
Case

Moderna: Democratizing Artificial Intelligence

By: Iavor I. Bojinov, Karim R. Lakhani, Annika Hildebrandt and James Weber

January 2025
Teaching Note

South Africa: Growth and Inequality

By: Marco Tabellini, Marlous van Waijenburg and Maisie Wiltshire-Gordon

Teaching Note for HBS Case No. 724-038. View Details

January 2025
Case

Untapped Global: Financing Africa's Missing Middle

By: Raymond Kluender and Emanuele Colonnelli

In November 2024, Jim Chu, founder and CEO of Untapped Global, faced mounting internal tensions over the company’s strategic direction. Untapped had developed a data-driven revenue-based financing (RBF) model to address the “missing middle” problem—the $5.2 trillion... View Details

January 2025
Supplement

Balancing Impact: Modeling the Future at British International Investment

By: Shawn Cole and Jonah Zahnd

Supplement to 225-047, “Balancing Impact: Modeling the Future at British International Investment.” View Details

January 2025
Supplement

Balancing Impact: Modeling the Future at British International Investment

By: Shawn Cole and Jonah Zahnd

Supplement to 225-047, “Balancing Impact: Modeling the Future at British International Investment.” View Details

January 2025
Supplement

Balancing Impact: Modeling the Future at British International Investment

By: Shawn Cole and Jonah Zahnd

Supplement to HBS Case No. 225-047, “Balancing Impact: Modeling the Future at British International Investment.” View Details

January 2025
Case

Barilla: Feeding the Future

By: Sophus A. Reinert, Forest L. Reinhardt, Dante Roscini and Carlota Moniz

Keywords: Food and Beverage Industry; Consumer Products Industry; Agriculture and Agribusiness Industry; Italy

January 2025 (Revised February 2025)
Teaching Note

Population Aging in the U.S.: Is America Ready for the 'Silver Tsunami?'

By: Marco Tabellini

Teaching Note for HBS Case No. 725-027. View Details

January 2025
Technical Note

Skills-First Talent Management: Hiring

By: Boris Groysberg, Tom Quinn, Robin Abrahams and Katherine Connolly Baden

The first in a series of notes on how organizations manage skills-first talent-management chains, covering recruiting: the process of creating a job description, publicizing the job and attracting applicants, and assessing candidates. Other notes in this series include... View Details

Keywords: Talent and Talent Management; Recruitment; Selection and Staffing; Jobs and Positions

January 2025 (Revised February 2025)
Background Note

A High-Tech Revolution with Chinese Characteristics: China's Drive Towards EV Supremacy

By: William C. Kirby, Daniel Fu and Matthew Ngai

This background note explains and documents the rise of China's EV industry. Moreover, it identifies the challenges facing it and posits several questions about the decisions needed to be made to sustain the industry's global dominance. Would Chinese producers be able... View Details

Keywords: China; State Capitalism; Electric Vehicles; Tesla; Renewable Energy

2025
Working Paper

Sale of Private-Equity Owned Physician Practices and Physician Turnover

By: Leemore S. Dafny, Victoria Berquist and Lev Klarnet

Keywords: Private Equity; Private Equity Exit; Physicians

January 2025
Supplement

Creating Value by Splitting Aster (B): Can One Minus One Equal Two?

By: V.G. Narayanan and Kairavi Dey

Keywords: Corporate Governance; Corporate Accountability; Leadership; Change Management; Mergers and Acquisitions; Health Industry; Asia; India; Middle East; United Arab Emirates

January 2025 (Revised March 2025)
Case

Creating Value by Splitting Aster: Can One Minus One Equal Two?

By: V.G. Narayanan and Kairavi Dey

Aster DM Healthcare (Aster), founded by Dr. Azad Moopen in 1987, is a prominent healthcare conglomerate with operations spanning hospitals, clinics, retail pharmacies, and diagnostic centers across India and the GCC. After its 2018 listing on India’s National Stock... View Details

Keywords: Corporate Governance; Corporate Accountability; Leadership; Change Management; Mergers and Acquisitions; Restructuring; Negotiation; Valuation; Health Industry; Asia; India; Middle East; United Arab Emirates

January 2025 (Revised March 2025)
Case

Hunter Point Capital

By: Josh Lerner, John D. Dionne and Srimayi Mylavarapu

In the spring of 2023, Hunter Point Capital faced a pivotal decision that could define its trajectory as a new player in the growing GP stakes business. As the firm neared completion of three high-profile GP stakes investments, consuming nearly a third of its initial... View Details

Keywords: Investment Funds; Business Strategy; Diversification; Expansion

January 2025
Teaching Note

Balancing Impact: Modeling the Future at British International Investment

By: Shawn Cole and Jonah Zahnd

Teaching Note for HBS Case No. 225-047. View Details

2025
Working Paper

Crossing the Design-Use Divide: How Process Manipulation Shapes the Design and Use of AI

By: Rebecca Karp

Existing literature often separates research on the design of innovations from their implementation and use, neglecting the role of selection—how organizations choose which innovations to implement. Although scholars suggest scientific approaches for selecting novel... View Details

Keywords: Decision Choices and Conditions; Technology Adoption; Groups and Teams; Prejudice and Bias

January 2025
Supplement

Hippo: Weathering the Storm of the Home Insurance Crisis (B)

By: Lauren Cohen, Grace Headinger and Sophia Pan

Rick McCathron, CEO of Hippo, was optimistic about the InsurTech's path to profitability after navigating the financial uncertainties of 2022. By bundling their home insurance services with third-parties and established insurance incumbents, Hippo was adopting a... View Details

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