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August 5, 2025
Article

Data-driven Equation Discovery Reveals Nonlinear Reinforcement Learning in Humans

By: Kyle J. LaFollette, Janni Yuval, Roey Schurr, David Melnikoff and Amit Goldenberg

Computational models of reinforcement learning (RL) have significantly contributed to our understanding of human behavior and decision-making. Traditional RL models, however, often adopt a linear approach to updating reward expectations, potentially oversimplifying the... View Details

Keywords: AI and Machine Learning; Behavior; Learning; Motivation and Incentives; Mathematical Methods

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August 2025
Case

Meta and the Superintelligence Talent Race

By: Boris Groysberg and Sarah L. Abbott

In June 2025, Meta CEO Mark Zuckerberg upped the ante in the ongoing AI talent wars. Some analysts praised Zuckerberg’s aggressive approach to building Meta's AI capabilities, while others pointed to the high costs this strategy entailed and questioned how effectively... View Details

July 2025
Case

Elon Musk, 2025: The Master of Big Bets?

By: David B. Yoffie

This case explores Elon Musk’s influence across business and politics in 2025, as he navigates the challenges of simultaneously leading multiple companies, such as Tesla, SpaceX, and xAI, while briefly serving in the U.S. government. It examines Musk’s high-stakes bets... View Details

Keywords: Strategy; Strategy And Leadership; Technological Innovation; Politics; Auto Industry

July 2025 (Revised July 2025)
Case

Microsoft’s Performance Across Three CEOs

By: George Serafeim

This case traces Microsoft’s evolution from its founding through 2025. Students analyze how changes in operating segments both reflected and shaped Microsoft’s strategy, culture, and financial communication. The case provides rich quantitative exhibits (segment... View Details

Keywords: Financial Accounting; Financial Statement Analysis; Disclosure; Disclosure Strategy; Disclosure Tone; Organizational Transformations; Transformation; AI; Digital; Organizational Change; Accounting; Financial Statements; Strategy; Organizational Structure; Organizational Change and Adaptation; Technology Industry; Technology Industry; United States

July–August 2025
Article

Beefing IT Up for Your Investor? Engagement with Open Source Communities, Innovation, and Startup Funding: Evidence from GitHub

By: Annamaria Conti, Christian Peukert and Maria P. Roche

We study the engagement of nascent firms with open source communities and its implications for innovation and attracting funding. To do so, we link data on 160,065 U.S. startups from Crunchbase to their activities on the open source software development platform... View Details

Keywords: Startups; Knowledge; Open Source Communities; GitHub; Machine Learning; Innovation; Business Startups; Venture Capital; Information Technology; Strategy

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June 2025
Case

Redefining the Edge: Jahez’s Strategic Pivot in Saudi Arabia’s Food Delivery Battle

By: Krishna G. Palepu and Ahmed Dahawy

Jahez made its mark in Saudi Arabia’s food delivery market by serving customers willing to pay more for reliable, high-quality service—a segment largely overlooked by other platforms. As the company grew, it expanded into the mass market and developed a network of... View Details

Keywords: Acquisition; Business Conglomerates; Corporate Entrepreneurship; Innovation Strategy; Digital Platforms; Logistics; Business Strategy; Competition; Competitive Strategy; Competitive Advantage; Expansion; Food and Beverage Industry; Saudi Arabia

June 2025
Simulation

Teleko: Managing Customer Retention

By: Eva Ascarza

Supplement to the A Case, No. 523-005. This interactive tool is designed to enhance engagement with the Managing Customer Retention at Teleko case by allowing the student to explore and analyze key data from the experiment run in July (“July... View Details

Keywords: Algorithmic Decision Making; Simulation; Marketing Strategy; Customer Focus and Relationships; Analytics and Data Science

June 2025
Simulation

Travelogo: Customer Segmentation

By: Eva Ascarza and Noah Ahmadi

This interactive tool is designed to enhance engagement with the Travelogo: Understanding Customer Journeys case by allowing the student to explore the company's data. Through this tool, the student can examine the variables used for segmentation, analyze the resulting... View Details

Keywords: Algorithmic Decision Making; Simulation; Marketing Strategy; Customer Focus and Relationships; Analytics and Data Science; Segmentation

June 2025
Case

Transforming a Titan (A)

By: George Serafeim and Lena Duchene

Dimitri Papalexopoulos, fourth-generation CEO of TITAN Cement, must decide whether to keep leading the 120-year-old, family-controlled firm or hand the reins to new management. Over 26 years he has turned TITAN from a domestic player into an internationally diversified... View Details

June 2025
Supplement

Transforming a Titan (B)

By: George Serafeim and Lena Duchene

After a global search the board appoints Marcel Cobuz—ex-LafargeHolcim executive with deep innovation experience—as TITAN’s first non-family CEO. Cobuz co-creates a four-pillar roadmap: sharpen the core cement portfolio, accelerate low-carbon products and aggregates,... View Details

Keywords: CEO Succession; CEO Role; Family Business; AI and Machine Learning; Green Technology; Multinational Firms and Management; Selection and Staffing; Collaborative Innovation and Invention; Leadership; Strategic Planning; Business Strategy

June 2025
Case

AI Wars in 2025

By: Andy Wu and Anna Yang

In June 2025, Google leaders in Mountain View, CA convened after its parent company Alphabet shed a quarter-trillion in market capitalization in a matter of months. The immediate spark—the quiet revelation that Google searches had dipped for the first time in 20... View Details

Keywords: AI and Machine Learning; Technology Adoption; Disruptive Innovation; Mission and Purpose; Business Strategy

June 2025
Case

TagHive: Edtech Pricing and Distributor Decisions

By: Isamar Troncoso, Frank V. Cespedes and Stacy Straaberg

Education technology (edtech) company TagHive, founded in 2017, used a direct sales team and third-party distributors to sell its Class Saathi hardware and software solution to 300 clients, mainly primary and secondary schools in India. The product aimed to improve... View Details

June 2025
Article

Ideation with Generative AI—In Consumer Research and Beyond

By: Julian De Freitas, G. Nave and Stefano Puntoni

The use of large language models (LLMs) in consumer research is rapidly evolving, with applications including synthetic data generation, data analysis, and more. However, their role in creative ideation—a cornerstone of consumer research—remains underexplored. Drawing... View Details

Keywords: Large Language Model; AI and Machine Learning; Creativity; Innovation Strategy

May 2025 (Revised June 2025)
Background Note

Social Enterprise in Latin America

By: Brian L. Trelstad and Karina Souza

This research note provides an overview of the social enterprise ecosystem in Latin America, exploring current dynamics across key markets, including country-specific insights on Brazil, Mexico, Argentina, Colombia, Chile, and Central America. In a region characterized... View Details

May 2025
Teaching Note

Boutiqaat: Influencing Retail in MENA

By: Juan Alcacer and Noor Al Qadhi

Boutiqaat, a Kuwait-based e-commerce platform, scaled an influencer-driven beauty retail model across MENA and now faces critical strategic choices about offline expansion and globalization. Founded in 2015, Boutiqaat combined social commerce, localized logistics, and... View Details

Keywords: Emerging Markets; Digital Strategy; Growth and Development; Expansion; Global Strategy; Distribution Channels; Business Model; Beauty and Cosmetics Industry; Retail Industry; Kuwait; Saudi Arabia; Middle East; North Africa

May 2025
Case

Boutiqaat: Influencing Retail in MENA

By: Juan Alcacer and Noor Al Qadhi

Boutiqaat, a Kuwait-based e-commerce platform, scaled an influencer-driven beauty retail model across MENA and now faces critical strategic choices about offline expansion and globalization. Founded in 2015, Boutiqaat combined social commerce, localized logistics, and... View Details

Keywords: Emerging Markets; Digital Strategy; Growth and Development; Expansion; Distribution Channels; Global Strategy; Business Model; Market Design; Beauty and Cosmetics Industry; Retail Industry; Kuwait; Saudi Arabia; Middle East; North Africa

May 2025 (Revised June 2025)
Supplement

Michael Ku and Global Clinical Supply at Pfizer Inc.: Bringing Hope to Patients (D)

By: Linda A. Hill and Lydia Begag

This fourth installment in the Pfizer Global Clinical Supply (GCS) transformation case series highlights how over a decade of cultural and digital evolution positioned GCS to meet unprecedented global challenges. In 2011, Michael Ku became the Vice President of GCS and... View Details

May 2025
Supplement

On (B): The Cyclon Spins On

By: Ramon Casadesus-Masanell, Karolin Frankenberger, Sascha Mader and Karen Elterman

A follow-up to the On case (723-430), this short case explores how the performance athletic shoe company On expanded its Cyclon subscription and recycling program through 2024, adding two new shoe models to the subscription and a one-time-purchase recyclable T-shirt. View Details

May 2025
Case

'Net Zero in Action': Impact Investing at the McKnight Foundation

By: Lauren Cohen, Christina R. Wing and Sophia Pan

Elizabeth McGeveran, Vice President of Investments at the McKnight Foundation, reflected on how to effectively advance the organization’s net-zero strategy. The foundation had committed 10% of its endowment to building a portfolio of impact investments and was among... View Details

May 2025
Case

Fidji Simo: Growing the Pie at Instacart

By: Hubert Joly, Leonard A. Schlesinger and James Barnett

In January 2025, Instacart CEO Fidji Simo considers strategies for continuing to grow Instacart from a grocery delivery platform to a holistic grocery technology company, including in-store grocery technology and expanding partnerships across the grocery sector. View Details

Keywords: Change Management; Transformation; Customers; Food; Health; Working Conditions; Leading Change; Operations; Going Public; Strategy; Growth and Development Strategy; Business or Company Management; Technology Industry; Technology Industry; United States; Canada

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