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- 2025
- Working Paper
Emotional Manipulation by AI Companions
By: Julian De Freitas, Zeliha Oğuz-Uğuralp and Ahmet Kaan-Uğuralp
AI-companion apps such as Replika, Chai, and Character.ai promise relational benefits—yet many boast session lengths that rival gaming platforms while suffering high long-run churn. What conversational design features increase consumer engagement, and what trade-offs... View Details
- 2025
- Article
Difference-in-Differences Subset Scan
By: Will Stamey, Sriram Somanchi and Edward McFowland III
Difference-in-differences (DiD) has been extensively applied in the literature to elicit the average causal effect of an intervention or policy. Though researchers explore heterogeneity in the treatment effect with respect to time or some observed covariate (usually... View Details
- July 2025
- Technical Note
Note for the Rising Generation of Family Enterprises
By: Christina R. Wing and Kara A. Perusse
This note explores how Rising Gens prepare for stewardship: what they must learn, how they can grow, and what tools can support their development. Drawing from diverse family enterprise contexts, it maps the stages of Rising Gen engagement and highlights what enables... View Details
- July 2025
- Case
Greenwood Online: A Fin-Tech Service for Culture and Community (B)
By: James Riley and Bernal Cortés
This B case follows Greenwood’s development after launch, including its decision to partner with a White-owned bank for backend support and its rapid growth despite that controversial choice. It traces the company’s scaling efforts, major fundraising rounds,... View Details
- July 2025 (Revised 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
- July 2025
- Case
Toilets for the Underserved: The SURT Commercialization Challenge
By: Maria P. Roche, Anne Marie Knott and Alexander Oettl
In 2021, a breakthrough in sanitation technology developed under the Gates Foundation’s “Reinvent the Toilet” initiative stood ready for commercialization. The Single User Reinvented Toilet (SURT), engineered by Dr. Shannon Yee, offered an off-grid, self-contained... View Details
Keywords: Technological Innovation; Commercialization; Social Issues; Social Enterprise; Public Sector; Private Sector; Market Entry and Exit; Strategic Planning; Engineering; Infrastructure; Innovation Strategy; Utilities Industry; Consumer Products Industry; United States; South Africa; India; France
- Article
Using Gen AI for Early-Stage Market Research
By: James Brand, Ayelet Israeli and Donald Ngwe
Generative AI, particularly large language models (LLMs), offers a promising new tool for early-stage market research by simulating customer responses to product concepts. This can allow companies to draw conclusions similar to those they’d obtain by surveying... View Details
- July 2025
- Case
Osteoboost: Go-To-Market Strategy in a Healthcare Startup
Osteoboost focuses on how a health care Medtech startup with a new device for treating osteopenia. The firm decides among alternative go-to-market strategies, including B2B (the firm to healthcare providers), DTC (directly to consumers), or some combination of the two... View Details
- July 2025
- Case
Mitsui & Co., Ltd.
By: Ramon Casadesus-Masanell and Akiko Saito
In 2025, Kenichi Hori, President and CEO of Mitsui & Co., Ltd.—one of Japan’s most prominent Sogo Shosha (investment and trading companies with sprawling global footprints)—reflected on the company’s record-breaking profits. Its operations spanned multiple... View Details
- June 2025
- Case
(Family) Size Matters: Nico Oprée and the Decreasing Power of Family Unity over Time
By: Lauren Cohen, Octavian Graf Pilati, Dominik V. Eynern and Sophia Pan
Nico Oprée, a fourth-generation (G4) member of his family’s heavy manufacturing business, found himself reflecting on how the firm would navigate a deepening shareholder conflict. While the second generation (G2) had managed the business in harmony, dynamics shifted... View Details
Keywords: Family Functioning And Support; Family Business; Family and Family Relationships; Family Ownership; Mergers and Acquisitions; Corporate Governance; Resignation and Termination; Leadership Style; Management Succession; Size; Negotiation Offer; Private Ownership; Business and Shareholder Relations; Trust; Conflict of Interests; Conflict Management; Business Exit or Shutdown; Selection and Staffing; Manufacturing Industry; Germany
- 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
- June 2025
- Case
Scale AI Scales Up
By: Boris Groysberg and Sarah L. Abbott
Scale AI, the data labeling and AI infrastructure company, had grown rapidly since it was founded in 2016; however, as Scale’s generative AI business was taking off, Alexandr Wang, Scale’s founder and CEO, became concerned that Scale was slowing down. Wang and the... View Details
Keywords: Technology And Innovation Management; Entrepreneur; Managing Growth; Hiring; Generative Ai; Data Labeling; Scale; AI and Machine Learning; Entrepreneurship; Talent and Talent Management; Growth Management; Leadership; Organizational Culture; Business Startups; Selection and Staffing; Technology Industry; United States
- June 2025
- Supplement
Full-Funnel Advertising on TikTok: An Experiment
By: Jeremy Yang and Ayelet Israeli
TikTok’s Marketing Science team developed a new type of advertising strategy beyond branding and performance advertising, called full-funnel advertising. Branding ads focused on brand building at the top of the funnel by generating consumer awareness, while performance... View Details
- June 2025
- Exercise
Full-Funnel Advertising on TikTok: An Experiment
By: Jeremy Yang and Ayelet Israeli
TikTok’s Marketing Science team developed a new type of advertising strategy beyond branding and performance advertising, called full-funnel advertising. Branding ads focused on brand building at the top of the funnel by generating consumer awareness, while performance... View Details
- June 2025
- Exercise
Full-Funnel Advertising on TikTok: An Experiment (Solution)
By: Jeremy Yang and Ayelet Israeli
TikTok’s Marketing Science team developed a new type of advertising strategy beyond branding and performance advertising, called full-funnel advertising. Branding ads focused on brand building at the top of the funnel by generating consumer awareness, while performance... View Details
- June 2025
- Case
Power Struggles: Hydro-Quebec’s Energy Dilemma
By: Juan Alcacer and Danika Couture-Peck
In 2024, Maxime Aucoin, Executive Vice President and CFO of Hydro-Quebec, faced a series of compounding challenges as the utility confronted rapidly rising electricity demand, public pricing constraints, and strained stakeholder relationships. As the steward of... View Details
- June 2025
- Case
Larry Culp at General Electric: Rebuilding an American Icon
By: Nitin Nohria, Kayti Stanley, Ashka Stephen and Drew Goydan
As he takes over as CEO of the iconic industrial giant General Electric, Larry Culp faces a range of urgent issues as the company is delisted from the DJIA and is seen by many as heading towards bankruptcy. Culp steers GE through a series of carefully thought-out moves... View Details
Keywords: Leadership; Restructuring; Financial Management; Organizational Change and Adaptation; Organizational Culture; Performance Improvement; Business and Shareholder Relations; Perception; Corporate Strategy; Value; Health Industry; Aerospace Industry; Industrial Products Industry; Financial Services Industry; North America; Europe
- 2025
- Working Paper
Fiscal Externalities of Transaction Taxes: Evidence from the Los Angeles Mansion Tax
By: Daniel Green, Vikram Jambulapati, Jack Liebersohn and Tejaswi Velayudhan
We estimate the fiscal externalities of a property transfer tax, the Los Angeles
“Mansion Tax”, on the revenues from property taxes when assessed values are closely
tied to transactions. In California, as in over half of U.S. states, growth in tax as-
sessments... 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
- May 2025
- Case
IQanat: Empowering Rural Youth in Kazakhstan
By: Boris Groysberg and Maxim Pike Harrell
In June 2025, IQanat CEO Aliya Salikova considered scaling opportunities for the foundation, which provided educational opportunities for children from rural regions of Kazakhstan. Established by Kazakhstani businessman and philanthropist Aidyn Rakhimbayev, IQanat... View Details