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- 2025
- Working Paper
Dynamic Personalization with Multiple Customer Signals: Multi-Response State Representation in Reinforcement Learning
Reinforcement learning (RL) offers potential for optimizing sequences of customer interactions by modeling the relationships
between customer states, company actions, and long-term value. However, its practical implementation often faces significant
challenges.... View Details
Keywords: Dynamic Policy; Deep Reinforcement Learning; Representation Learning; Dynamic Difficulty Adjustment; Latent Variable Models; Customer Relationship Management; Customer Value and Value Chain; Foreign Direct Investment; Analytics and Data Science
Ma, Liangzong, Ta-Wei Huang, Eva Ascarza, and Ayelet Israeli. "Dynamic Personalization with Multiple Customer Signals: Multi-Response State Representation in Reinforcement Learning." Harvard Business School Working Paper, No. 25-037, February 2025.
- January 2025
- Case
Redwood & Strong: The Value of a Consulting Engagement
By: David G. Fubini and Patrick Sanguineti
The board of Redwood & Strong LLP (R&S), the American branch of a large global law firm, is meeting to review the findings of a recent strategic initiative designed to identify potential merger candidates. The request for the engagement originated from Daniel Crawford,... View Details
- 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
Viceira, Luis M., and Brad Towne. "North Forty: Managing Liquidity through Change." Harvard Business School Case 225-061, 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
- December 2024
- Case
AC Milan
By: Anita Elberse
In April 2024, Giorgio Furlani is nearing the end of his first full season as chief executive officer of Italian soccer club AC Milan. A Harvard Business School Class of 2007 graduate with a finance background, Furlani was appointed by RedBird Capital Partners’ founder... View Details
Keywords: Sports; Soccer; Football; Entertainment; Media; Talent Management; Superstars; Marketing; Strategy; General Management
Elberse, Anita. "AC Milan." Harvard Business School Case 525-025, December 2024.
- November 2024
- Case
Group AMANA: Built to Last
By: Hise Gibson and Fares Khrais
"The case chronicles the Bsaibes brothers’ journey in founding and operating Group AMANA; a contracting business founded in 1993, based in the United Arab Emirates with operations across the Middle East. Over the years, the business found itself grappling with major... View Details
Gibson, Hise, and Fares Khrais. "Group AMANA: Built to Last." Harvard Business School Case 625-068, November 2024.
- October 24, 2023
- Article
10 Beliefs That Get in the Way of Organizational Change
By: Frances X. Frei and Anne Morriss
In their new book, Move Fast and Fix Things, Frances Frei and Anne Morriss outline five strategies to help leaders tackle their hardest problems and quickly make change. Their final strategy is to execute your plan with a sense of urgency. They argue that most... View Details
Frei, Frances X., and Anne Morriss. "10 Beliefs That Get in the Way of Organizational Change." Harvard Business Review (website) (October 24, 2023).
- October 2024
- Article
How to Use Sales Assessments
Judging a person’s fit for a sales job is complex, and research shows that managers greatly overrate their ability to predict someone’s performance on the basis of interviews. Hence, using assessments is a growing trend in sales hiring and training. This article... View Details
Cespedes, Frank V. "How to Use Sales Assessments." Top Sales Magazine (October 2024), 10–11.
- September 2024 (Revised December 2024)
- Case
Ming Min Hui at Boston Ballet
By: Edward H. Chang, David Allen and Annelena Lobb
This case asks how Ming Min Hui, the newly appointed executive director of Boston Ballet, should ensure that the company stays true to its art form yet relevant to its times. Hui stood out among ballet leaders as a young, Asian American woman with a Harvard Business... View Details
Keywords: Arts; Change; Diversity; Gender; Race; Entertainment; Theater Entertainment; Leadership; Management; Nonprofit Organizations; Entertainment and Recreation Industry; Music Industry; United States; Massachusetts; Boston
Chang, Edward H., David Allen, and Annelena Lobb. "Ming Min Hui at Boston Ballet." Harvard Business School Case 925-003, September 2024. (Revised December 2024.)
- September 2024
- Case
Topaz: Navigating Governance, Legacy, and Change
By: Christina R. Wing and Carla Larangeira
Since its founding in 2011, the Garza Sada brothers and their father positioned Topaz among leading family offices in Monterrey, Mexico, with several assets under management. Topaz aspired to have a transformative impact across multiple Mexican industries. An industry... View Details
- September 2024
- Case
Eat App: Building and Monetizing an End-to-End Dining Experience Solution
By: Elie Ofek and Ahmed Dahawy
Founded in 2015 in Bahrain, Eat App was an up-and-coming player in the global restaurant management software business. In early 2024, having shifted to a product-led growth strategy, the company’s co-founders faced a host of decisions that could greatly impact their... View Details
Keywords: Price; Growth and Development Strategy; Product Marketing; Negotiation Deal; Internet and the Web; Value Creation; Profit; Revenue; Applications and Software; Product; Food and Beverage Industry; Technology Industry; Bahrain; United Arab Emirates; Abu Dhabi; Dubai
Ofek, Elie, and Ahmed Dahawy. "Eat App: Building and Monetizing an End-to-End Dining Experience Solution." Harvard Business School Case 525-019, September 2024.
- September 2024
- Case
Navigating Digital Transformation at Carrefour
By: Sunil Gupta and Emilie Billaud
In 2023, Elodie Perthuisot, Carrefour’s Executive Director for e-commerce and digital transformation, met with CEO Alexandre Bompard to discuss strategies for the company’s digital initiatives. Carrefour, a global retail giant with over 14,300 stores across 40... View Details
Keywords: Change Management; Transformation; Talent and Talent Management; Decisions; Digital Strategy; Technology Adoption; Leading Change; Goals and Objectives; Resource Allocation; Digital Marketing; E-commerce; Operations; Logistics; Business Processes; Organizational Culture; Strategic Planning; Alliances; Partners and Partnerships; Competitive Advantage; Retail Industry; Food and Beverage Industry; Europe
Gupta, Sunil, and Emilie Billaud. "Navigating Digital Transformation at Carrefour." Harvard Business School Case 525-024, September 2024.
- September–October 2024
- Article
How AI Can Power Brand Management
By: Julian De Freitas and Elie Ofek
Marketers have begun experimenting with AI to improve their brand-management efforts. But unlike other marketing tasks, brand management involves more than just repeatedly executing one specialized function. Long considered the exclusive domain of creative talent, it... View Details
Keywords: Creativity; AI and Machine Learning; Brands and Branding; Product Positioning; Customer Focus and Relationships
De Freitas, Julian, and Elie Ofek. "How AI Can Power Brand Management." Harvard Business Review 102, no. 5 (September–October 2024): 108–114.
- September 2024
- Article
The Human Side of the Future of Work: Understanding the Role People Play in Shaping a Changing World
By: Jochen I. Menges, Lauren C. Howe, Erika Hall, Jon M. Jachimowicz, Sharon K. Parker, Riki Takeuchi, Abhijeet K. Vadera, Ashley Whillans and Susan K. Cohen
For as long as there has been work, there has been a “future of work,” through humans’ ingenuity and drive to get things done easier, faster, and better. With the industrial revolution, efforts to shape a better future of work were dominated by improvements in... View Details
Menges, Jochen I., Lauren C. Howe, Erika Hall, Jon M. Jachimowicz, Sharon K. Parker, Riki Takeuchi, Abhijeet K. Vadera, Ashley Whillans, and Susan K. Cohen. "The Human Side of the Future of Work: Understanding the Role People Play in Shaping a Changing World." Academy of Management Discoveries 10, no. 3 (September 2024): 307–318.
- August 2024 (Revised August 2024)
- Case
Novo Nordisk Foundation
By: Debora L. Spar and Julia Comeau
In 2024, Novo Nordisk A/S was one of the most profitable firms in the world, thanks largely to just two GLP-1-based drugs, Ozempic and Wegovy. Unusually, this incredibly profitable firm was controlled not by individual private shareholders, but by a non-profit... View Details
Keywords: Pharmaceutical Companies; Diabetes; Obesity; Foundation; Non-profit Management; Profit; Corporate Governance; Business or Company Management; Corporate Social Responsibility and Impact; Expansion; Philanthropy and Charitable Giving; Nonprofit Organizations; Pharmaceutical Industry; Denmark; Europe
- August 2024
- Case
The Walt Disney Company: Management Guidance
By: Joseph Pacelli and James Weber
In November 2023, financial analyst Aurora Fee was forecasting The Walt Disney Company’s earnings and stock price, with the goal of providing an investment recommendation to her clients. Disney, one of the world’s largest media and entertainment companies, had just... View Details
- August 2024
- Case
Oculii
By: Andy Wu and Lucas Defilippo
It was a bright June day in 2016. Steven Hong, co-founder and COO of Oculii had just signed a letter of intent agreeing to a 51% stake acquisition by Nexteer Automotive, a global steering and driveline supplier company that developed advanced driver assistance systems... View Details
- August 2024
- Case
Keurig: A Return to Growth
By: David Fubini and Patrick Sanguineti
By the early 2010s, Keurig Green Mountain (KGM) had lost the momentum that had made it the name in at-home coffee brewing in North America. Following a series of product missteps, negative media scrutiny, and ongoing challenges to its partner relationships, in late... View Details
Keywords: Turnaround; Mergers and Acquisitions; Decisions; Initial Public Offering; Global Strategy; Growth and Development Strategy; Going Public; Diversification; Expansion; Food and Beverage Industry
Fubini, David, and Patrick Sanguineti. "Keurig: A Return to Growth." Harvard Business School Case 425-009, August 2024.
- August 2024
- Case
Quickmart: Sustaining Growth in a Challenging Economic Environment
By: Ramon Casadesus-Masanell and Kuria Kamau
In July 2023, Peter Kang’iri, the Chief Executive Officer (CEO) of Quickmart, Kenya’s second-largest retail chain, sat in his Nairobi office reviewing the company’s first half financial results before the weekly executive committee (EXCO) meeting. The company was in... View Details
Keywords: Distribution; Supply Chain; Logistics; Business Strategy; Expansion; Business Earnings; Growth and Development Strategy; Strategic Planning; Retail Industry; Food and Beverage Industry; Africa; Kenya; Nairobi
Casadesus-Masanell, Ramon, and Kuria Kamau. "Quickmart: Sustaining Growth in a Challenging Economic Environment." Harvard Business School Case 725-363, August 2024.
- July 2024
- Case
RMZ 4.0: 'How Fast Do We Want to Run?'
By: Boris Groysberg and Sarah L. Abbott
In 2023, RMZ Corporation (“RMZ”) a large family-owned real estate firm based in Bengaluru, India, announced plans to transform from a commercial real estate developer to a diversified alternative asset owner. Over the next 5 years, RMZ looked to grow its real estate... View Details
Keywords: International Expansion; Growth Management; Family Business; Talent and Talent Management; Goals and Objectives; Transformation; Growth and Development Strategy; Diversification; Change Management; Global Strategy; Organizational Change and Adaptation; Real Estate Industry; India
Groysberg, Boris, and Sarah L. Abbott. "RMZ 4.0: 'How Fast Do We Want to Run?'." Harvard Business School Case 425-010, July 2024.