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- All HBS Web
(11,477)
- Faculty Publications (3,139)
- 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
Neeley, Tsedal, and Tim Englehart. "AI vs Human: Analyzing Acceptable Error Rates Using the Confusion Matrix." Harvard Business School Technical Note 425-049, January 2025.
- 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
Keywords: Change Management; Transformation; Decision Choices and Conditions; Digital Strategy; Digital Transformation; Internet and the Web; Mobile and Wireless Technology; Innovation and Management; Innovation Strategy; Growth and Development Strategy; Business Strategy; Corporate Strategy; Talent and Talent Management; Training; Organizational Culture; Banking Industry; Latin America; Central America; South America; Colombia
Tamayo, Jorge, Raffaella Sadun, and Jenyfeer Martinez Buitrago. "Davivienda Bank's Upskilling and Reskilling Strategy in Colombia (Abridged)." Harvard Business School Case 725-428, January 2025.
- 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)
Goldenberg, Amit, Elie Ofek, and Orna Dan. "Intuition Robotics: An AI Companion for Older Adults." Harvard Business School Case 925-018, January 2025.
- 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
Keywords: Fintech; Underwriters; Big Data; Homeowners' Insurance; Catastrophe Risk; Global Warming; Environment; Business Economics; Vertical Specialization; Bundling; Economies Of Scale; Business Model; Forecasting and Prediction; Climate Change; Environmental Sustainability; Green Technology; Technological Innovation; Natural Environment; Natural Disasters; Weather; Business Strategy; Competitive Advantage; Business Earnings; Insurance; Social Issues; Profit; Growth and Development Strategy; Insurance Industry; California; United States
- January 2025
- Case
Uncovering Questionable Behavior
By: David Fubini, Patrick Sanguineti, Amy Chambers and William Fubini
In this short vignette on the boundaries of professionalism, Alex Harding, recently promoted to Team Leader, faces a difficult decision regarding his client. While serving the CFO of the client company in preparation for an upcoming merger, he and his team uncover... View Details
Fubini, David, Patrick Sanguineti, Amy Chambers, and William Fubini. "Uncovering Questionable Behavior." Harvard Business School Case 425-050, January 2025.
- January 2025
- Case
Netflix: Takedown Troubles
By: Clayton S. Rose, Tom Quinn and Maxim Pike Harrell
In October 2021, Netflix Co-CEO Ted Sarandos sent an all-staff email addressing backlash to comedian Dave Chappelle’s new stand-up special, The Closer. Released on October 5, the comedian’s depiction of the transgender community and other LGBTQ+ groups prompted... View Details
Keywords: Disruption; Talent and Talent Management; Customer Satisfaction; Cost vs Benefits; Demographics; Ethics; Corporate Accountability; Employees; Recruitment; Retention; Leadership; Crisis Management; Risk Management; Corporate Social Responsibility and Impact; Mission and Purpose; Organizational Change and Adaptation; Organizational Culture; Civil Society or Community; Social Issues; Strategic Planning; Adaptation; Decisions; Motion Pictures and Video Industry
Rose, Clayton S., Tom Quinn, and Maxim Pike Harrell. "Netflix: Takedown Troubles." Harvard Business School Case 325-021, January 2025.
- January 2025
- Case
AI Meets VC: The Data-Driven Revolution at Quantum Light Capital
By: Lauren Cohen, Grace Headinger and Sophia Pan
Ilya Kondrashov, CEO of Quantum Light Capital, was driven to harness AI for identifying high-potential scale-ups. Collaborating with Nik Storonsky, founder of Revolut, the duo observed that most venture capital (VC) decisions were heavily influenced by emotion, with... View Details
Keywords: Artificial Intelligence; Business Finance; Data Analysis; Angel Investors; Cognitive Biases; Scale; Venture Capital; Investment; Business Model; Forecasting and Prediction; Technological Innovation; Innovation Strategy; Behavior; Cognition and Thinking; Public Opinion; Private Sector; Business Strategy; Competitive Advantage; Business Earnings; Behavioral Finance; AI and Machine Learning; Analytics and Data Science; Business Startups; Financial Services Industry; London; United Kingdom
Cohen, Lauren, Grace Headinger, and Sophia Pan. "AI Meets VC: The Data-Driven Revolution at Quantum Light Capital." Harvard Business School Case 225-053, January 2025.
- January 2025
- Supplement
Martin Luther King, Jr.: A Young Minister Confronts the Challenges of Montgomery (B)
By: Nien-hê Hsieh and Derek C. M. van Bever
Recounts a pivotal moment in Martin Luther King Jr.'s life during the Montgomery Bus Boycott, where a profound prayer amidst threats to his life renewed his faith and resolve to lead the movement. This transformative experience marked the beginning of his lifelong... View Details
Keywords: Spirituality; Civil Rights; Manging Uncertainty; Leadership; Decision Making; Values and Beliefs; Civil Society or Community; Social Issues; Power and Influence; Alabama
Hsieh, Nien-hê, and Derek C. M. van Bever. "Martin Luther King, Jr.: A Young Minister Confronts the Challenges of Montgomery (B)." Harvard Business School Supplement 425-074, January 2025.
- January 2025
- Case
A Tiger in the Tank: Exxon Sues Investors
By: Clayton S. Rose, Sarah Sasso and James Weber
In June 2024, investors were trying to make sense of ExxonMobil’s (Exxon) lawsuit against two impact investors, Arjuna Capital (Arjuna) and Follow This, that had just been dismissed by the U.S. District Court of Northern Texas. Exxon’s suit challenged the rights of two... View Details
Keywords: Disruption; Talent and Talent Management; Customer Satisfaction; Decision Making; Demographics; Ethics; Corporate Accountability; Employees; Recruitment; Retention; Leadership; Crisis Management; Risk Management; Corporate Social Responsibility and Impact; Mission and Purpose; Organizational Change and Adaptation; Civil Society or Community; Social Issues; Adaptation; Investment Activism; Lawsuits and Litigation; Business and Shareholder Relations; Medical Devices and Supplies Industry; Health Industry; Energy Industry; United States; Netherlands; Norway
Rose, Clayton S., Sarah Sasso, and James Weber. "A Tiger in the Tank: Exxon Sues Investors." Harvard Business School Case 325-015, January 2025.
- January 8, 2025
- Article
Why Retailers Are Turning to Third-Party Marketplaces
By: Antonio Moreno
Some traditional retailers—including Walmart, Target, and Best Buy—are adopting third-party marketplaces, which connect customers with external sellers and thereby offer customers a much broader selection. Many other traditional retailers are considering whether to... View Details
Keywords: Marketplace Matching; Distribution Channels; Customer Focus and Relationships; Cost vs Benefits; Retail Industry
Moreno, Antonio. "Why Retailers Are Turning to Third-Party Marketplaces." Harvard Business Review Digital Articles (January 8, 2025).
- January 2025 (Revised February 2025)
- Case
From Neverkusen to Meisterkusen:* Building a Winning Organization at Bayer Leverkusen
By: Boris Groysberg, Brian L. Walker, Sascha L. Schmidt and Gamze Yucaoglu
This case follows Bayer Leverkusen football team through 2018-2024, as Fernando Carro takes the helm and makes organizational changes. Led by CEO Fernando Carro, sporting director Simon Rolfes, and head coach Xabi Alonso, the Club becomes league champion for the first... View Details
Keywords: Business Strategy; Alignment; Competitive Strategy; Leading Change; Organizational Change and Adaptation; Sports Industry; Europe; Germany
Groysberg, Boris, Brian L. Walker, Sascha L. Schmidt, and Gamze Yucaoglu. "From Neverkusen to Meisterkusen:* Building a Winning Organization at Bayer Leverkusen." Harvard Business School Case 425-040, January 2025. (Revised February 2025.)
- January 2025
- Case
North Forty: Managing Liquidity Through Change
By: Luis M. Viceira and Brad Towne
This case explores the interaction between spending and investment decisions at a family office, specifically the family office of Jeff and Tricia Raikes, with special emphasis on the management of spending, portfolio investments, and asset liquidity in the presence of... View Details
Keywords: Family Office; Forecasting and Prediction; Asset Management; Financial Liquidity; Financial Strategy; Investment Portfolio; Spending; Planning
Viceira, Luis M., and Brad Towne. "North Forty: Managing Liquidity Through Change." Harvard Business School Case 225-061, January 2025.
- January 2025
- Supplement
A Winning Strategy (B): Innovation in Olympic Speed Skating
By: Rebecca Karp, Maria Roche, Maisie Wiltshire-Gordon and Tom Quinn
This case describes the aftermath of decisions made by two innovators in the Olympic sport of speed skating: the U.S. Men’s team, which devised a new approach to the team pursuit event; and Nils van der Poel, a Swedish skater who created a new training plan that defied... View Details
Keywords: Sports; Disruptive Innovation; Innovation Strategy; Competitive Strategy; Competitive Advantage; Knowledge Sharing; Performance Improvement; Sports Industry; United States; Sweden; Netherlands; Norway
Karp, Rebecca, Maria Roche, Maisie Wiltshire-Gordon, and Tom Quinn. "A Winning Strategy (B): Innovation in Olympic Speed Skating." Harvard Business School Supplement 725-413, January 2025.
- January 2025
- Article
Automatic Enrollment with a 12% Default Contribution Rate
By: John Beshears, Ruofei Guo, David Laibson, Brigitte C. Madrian and James J. Choi
We study a retirement savings plan with a default contribution rate of 12% of income, which is much higher than previously studied defaults. Twenty-five percent of employees had not opted out of this default 12 months after hire; a literature review finds that the... View Details
Keywords: Retirement Savings; Defined Contribution Retirement Plan; Automatic Enrollment; Retirement; Saving; Income; Decision Choices and Conditions
Beshears, John, Ruofei Guo, David Laibson, Brigitte C. Madrian, and James J. Choi. "Automatic Enrollment with a 12% Default Contribution Rate." Journal of Pension Economics & Finance 24, no. 1 (January 2025): 152–182. (20th Anniversary Special Issue.)
- 2025
- Working Paper
Causes and Extent of Increasing Partisan Segregation in the U.S. – Evidence from Migration Patterns of 212 Million Voters
By: Jacob R. Brown, Enrico Cantoni, Vincent Pons and Emilie Sartre
Using data on the residential location and migration for every voter in U.S. states recording partisan registration between 2008–2020, we find that residential segregation between Democrats and Republicans has increased year over year at all geographic levels, from... View Details
Brown, Jacob R., Enrico Cantoni, Vincent Pons, and Emilie Sartre. "Causes and Extent of Increasing Partisan Segregation in the U.S. – Evidence from Migration Patterns of 212 Million Voters." NBER Working Paper Series, No. 33422, January 2025.
- December 2024
- Case
Tencent Games
By: Rebecca Karp, Billy Chan and Nancy Hua Dai
For years, Tencent Games, a division of China’s largest internet company, had taken the lion’s share of revenue in the global gaming market with blockbuster titles such as “League of Legends” and “PUBG: Battlegrounds.” These games defined the game genres that they... View Details
Keywords: Decisions; Games, Gaming, and Gambling; Collaborative Innovation and Invention; Innovation and Management; Innovation Strategy; Growth and Development Strategy; Product Development; Organizational Culture; Business Strategy; Investment; Competitive Strategy; Video Game Industry; Europe; China
Karp, Rebecca, Billy Chan, and Nancy Hua Dai. "Tencent Games." Harvard Business School Case 725-411, December 2024.
- 2024
- Working Paper
Charting (and Updating) the Path: A Bayesian Perspective on Entrepreneurial Learning
This chapter explores two distinct modes of entrepreneurial learning: assessing
venture viability and choosing between alternative development paths. It introduces
a framework for decomposing venture viability into technological feasibility, commercial
potential and... View Details
Krieger, Joshua L. "Charting (and Updating) the Path: A Bayesian Perspective on Entrepreneurial Learning." Harvard Business School Working Paper, No. 25-031, December 2024.
- December 2024
- Article
Managerial Pluralism: Thirty Years of Teaching Business Ethics
The author reflects on 30 years of teaching business ethics at Harvard Business School. The paper presents tactical lessons for teaching courses in professional ethics and introduces “managerial pluralism.” This concept is akin to Isaiah Berlin’s value pluralism and... View Details
Badaracco, Joseph L. "Managerial Pluralism: Thirty Years of Teaching Business Ethics." Society 61, no. 6 (December 2024): 678–684.
- December 2024
- Article
Proxy Advisory Firms and Corporate Shareholder Engagement
By: Aiyesha Dey, Austin Starkweather and Joshua White
We study how Institutional Shareholder Services (ISS) affect firms’ engagement with shareholders. Our analyses exploit a quasi-natural experiment using say-on-pay voting outcomes near a threshold that triggers ISS to review engagement activities. Firms receiving ISS... View Details
Dey, Aiyesha, Austin Starkweather, and Joshua White. "Proxy Advisory Firms and Corporate Shareholder Engagement." Review of Financial Studies 37, no. 12 (December 2024): 3877–3931.
- December 2024
- Article
Public Attitudes on Performance for Algorithmic and Human Decision-Makers
By: Kirk Bansak and Elisabeth Paulson
This study explores public preferences for algorithmic and human decision-makers (DMs) in high-stakes contexts, how these preferences are shaped by performance metrics, and whether public evaluations of performance differ depending on the type of DM. Leveraging a... View Details
Bansak, Kirk, and Elisabeth Paulson. "Public Attitudes on Performance for Algorithmic and Human Decision-Makers." PNAS Nexus 3, no. 12 (December 2024).