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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

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 (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; Growth and Development Strategy; Opportunities

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

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

Keywords: Ethics; Decision Choices and Conditions; Leadership

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

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

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

January 2025
Case

Index and Active Investing: Vanguard and the New Frontier of Active ETFs

By: Marco Sammon, Luis M. Viceira and Jonathan Kanagasabai

This case explores Vanguard’s strategic decision-making process as it considers entering the growing market for actively managed exchange-traded funds (ETFs). Set in 2024, the case places students in the position of Rodney Comegys, Vanguard’s global head of the Equity... View Details

Keywords: Asset Management; Financial Strategy; Investment Funds; Investment Portfolio; Financial Services Industry

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

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

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January 2025 (Revised April 2025)
Supplement

Food for Thought: Exiting Russia? (B)

By: Clayton S. Rose, Hugo Etchegoyhen and Lena Duchene

The (B) case examines the actions of Bonduelle and Danone as they responded to ongoing pressure to reevaluate their presence in Russia. While the (A) case explored the ethical and strategic dilemmas both companies faced after Russia’s invasion of Ukraine, the (B) case... View Details

Keywords: Public Opinion; Ethics; War; Food and Beverage Industry; Europe; France; Russia

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

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

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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

Keywords: Voting; Political Elections; Geographic Location; Demographics

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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

December 2024 (Revised July 2025)
Case

Arcor Group: Navigating Agribusiness Challenges in Argentina

By: Alberto Cavallo, Jenyfeer Martinez Buitrago and Mariana Cal

In 2016, Arcor Group, Argentina's leading food company, faced a pivotal decision regarding its newly formed Agribusiness division. CEO Luis Alejandro Pagani and Modesto Magadán, General Manager of the Agribusiness division, evaluated whether to increase investments in... View Details

Keywords: Factories, Labs, and Plants; Market Entry and Exit; Production; Business Strategy; Growth and Development Strategy; Food and Beverage Industry; Agriculture and Agribusiness Industry; Argentina

December 2024
Case

Xtalic

By: Joshua Lev Krieger and Jim Matheson

This case study examines the commercialization efforts of Xtalic, a startup founded by MIT scientists based on their discovery of a novel material science method to protect metal substrates. The case focuses on the strategic decisions involved in bringing this... View Details

Keywords: Innovation ＆ Entrepreneurship; Innovation and Management; Entrepreneurial Finance; Entrepreneurship; Business Model; Business Startups; Agreements and Arrangements; Science-Based Business; Commercialization

December 2024
Case

Blue Cross Blue Shield of Michigan (BCBSM): The AI Journey

By: Shikhar Ghosh

In early 2024, Bill Fandrich, Executive VP and CIO of Blue Cross Blue Shield of Michigan (BCBSM), faced a critical decision about AI adoption within the organization. Fandrich had championed AI implementation at BCBSM. After successfully developing three AI... View Details

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