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- February 2025
- Case
Blue Owl Financing of Ping Identity
By: Victoria Ivashina and Srimayi Mylavarapu
In the fall of 2022, Blue Owl Capital's investment committee evaluated a potential investment in the technology sector. The proposed transaction centered on Ping Identity Corporation (“Ping”), a fast-growing identity access management (IAM) software company that was... View Details
- 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
Arsenal Capital Partners’ Refinancing of Pinnacle
By: Victoria Ivashina and Srimayi Mylavarapu
Arsenal Capital Partners’ portfolio company, Pinnacle, a leading producer of high-performance adhesive technologies, has experienced rapid growth under Arsenal’s ownership. Over just two years, Pinnacle's EBITDA increased from $13.5 million to $60 million. By mid-2021,... View Details
Ivashina, Victoria, and Srimayi Mylavarapu. "Arsenal Capital Partners’ Refinancing of Pinnacle." Harvard Business School Case 225-075, January 2025.
- 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
Keywords: Entrepreneurship; Social Entrepreneurship; Venture Capital; Working Capital; Private Equity; Financial Strategy; Microfinance; International Finance; Currency Exchange Rate; Profit Sharing; Revenue; Developing Countries and Economies; Economic Growth; Banking Industry; Financial Services Industry; Information Technology Industry; Technology Industry; Africa; Nigeria; South Africa; Kenya; Uganda; California; San Francisco
- January 2025
- Supplement
Balancing Impact: Modeling the Future at British International Investment
By: Shawn Cole and Jonah Zahnd
Supplement to 225-047, “Balancing Impact: Modeling the Future at British International Investment.” View Details
- January 2025
- Supplement
Balancing Impact: Modeling the Future at British International Investment
By: Shawn Cole and Jonah Zahnd
Supplement to 225-047, “Balancing Impact: Modeling the Future at British International Investment.” View Details
- January 2025
- Supplement
Balancing Impact: Modeling the Future at British International Investment
By: Shawn Cole and Jonah Zahnd
Supplement to HBS Case No. 225-047, “Balancing Impact: Modeling the Future at British International Investment.” View Details
Cole, Shawn, and Jonah Zahnd. "Balancing Impact: Modeling the Future at British International Investment." Harvard Business School Supplement 225-076, January 2025.
- January 2025
- Teaching Note
Balancing Impact: Modeling the Future at British International Investment
By: Shawn Cole and Jonah Zahnd
Teaching Note for HBS Case No. 225-047. View Details
- January 2025
- Case
Negotiating a Legacy at Sustainable Harvest (A)
By: Jillian Jordan, Julian Zlatev, Alicia Dadlani and Martha Hostetter
The specialty coffee importer Sustainable Harvest was the first certified B Corp in the coffee industry due to its investments in building coffee farmers’ capacity and livelihood. But in 2022, after coffee prices plummeted and the company’s bank declined to extend its... View Details
Keywords: Negotiation; Acquisition; Trust; Ethics; Agribusiness; Volatility; Futures and Commodity Futures; Social Enterprise; Valuation; Food and Beverage Industry; United States; Europe
Jordan, Jillian, Julian Zlatev, Alicia Dadlani, and Martha Hostetter. "Negotiating a Legacy at Sustainable Harvest (A)." Harvard Business School Case 925-010, January 2025.
- January 2025
- Supplement
Negotiating a Legacy at Sustainable Harvest (B)
By: Jillian Jordan, Julian Zlatev, Alicia Dadlani and Martha Hostetter
The specialty coffee importer Sustainable Harvest was the first certified B Corp in the coffee industry due to its investments in building coffee farmers’ capacity and livelihood. But in 2022, after coffee prices plummeted and the company’s bank declined to extend its... View Details
- 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
Sammon, Marco, Luis M. Viceira, and Jonathan Kanagasabai. "Index and Active investing: Vanguard and the New Frontier of Active ETFs." Harvard Business School Case 225-056, 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: Change; Disruption; Competency and Skills; Talent and Talent Management; Customers; Customer Satisfaction; Decision Making; Demographics; Ethics; Governance; Corporate Accountability; Human Resources; Employees; Recruitment; Retention; Leadership; Management; Crisis Management; Risk Management; Organizations; Corporate Social Responsibility and Impact; Mission and Purpose; Organizational Change and Adaptation; Society; Civil Society or Community; Social Issues; Strategy; Adaptation; Medical Devices and Supplies Industry; Medical Devices and Supplies 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 2025
- Case
Shifting Winds: DEI in Corporate America
By: Clayton S. Rose, Maisie Wiltshire-Gordon and David Lane
In the 2020s, intense and conflicting social and political pressures challenged organizational leaders around the world. Prominent among these were powerful competing views on workplace diversity, equity, and inclusion programs (DEI) in the United States. Public... View Details
Keywords: Disruption; 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; Talent and Talent Management; Customer Satisfaction; Demographics; Ethics; Corporate Accountability; Employees; Retention; Recruitment; Adaptation; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; United States; Massachusetts; Maryland; Tennessee; District of Columbia
Rose, Clayton S., Maisie Wiltshire-Gordon, and David Lane. "Shifting Winds: DEI in Corporate America." Harvard Business School Case 325-017, January 2025.
- January 2025
- Case
Food for Thought: Exiting Russia? (A)
By: Clayton S. Rose, Hugo Etchegoyhen and Lena Duchene
In September 2022, the French food companies Bonduelle and Danone each grappled with the difficult decision of whether to exit Russia following its invasion of Ukraine in February. Both companies were deeply embedded in Russia’s agricultural supply chains and local... 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.
- January 2025
- Case
Apax Partners: Deciding Whether to Bid for Trader Corp.
By: Benjamin C. Esty and Edward A. Meyer
Apax Partners’ investment committee was schedule to meet on March 21, 2011, to decide whether to invest in Trader Corporation, a Canadian classified advertising business for used automobiles with both print (magazines) and digital (website) distribution. What made this... View Details
Keywords: Value Creation; Network Effects; Private Equity; Growth Management; Digital Marketing; Business Strategy; Competitive Advantage; E-commerce; Valuation; Competition; Digital Platforms; Digital Strategy; Digital Transformation; Transition; Advertising Industry; Auto Industry; Information Industry; Canada; United Kingdom; New York (state, US); New York (city, NY)
- 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." Special Issue on 20th Anniversary Special Issue. Journal of Pension Economics & Finance 24, no. 1 (January 2025): 152–182.
- December 2024
- Supplement
Northvolt: Building Batteries to Fight Climate Change (B)
The (B) case explores Northvolt’s Chapter 11 bankruptcy filing on November 21, 2024, highlighting the company’s
struggles to scale operations amid a global EV market slowdown and internal production challenges. While the (A) case detailed
Northvolt’s ambitious... View Details
Keywords: Batteries; Electric Vehicles; Climate Change; Corporate Social Responsibility and Impact; Energy; Green Technology; Insolvency and Bankruptcy; Investment; Technological Innovation; Risk Management; Failure; Business and Government Relations; Business and Shareholder Relations; Transportation; Green Technology Industry; Europe; Sweden
- December 2024
- Case
5G Networks
By: Andy Wu, Levi Stroud and Ruth Page
Pre-Abstract: This multimedia case should be assigned to students in advance of class. Instructors should consider the timing of making the B and C video available to students, as they may reveal key case details.
Abstract: This case, featuring Ajit Pai, Former... View Details
Wu, Andy, Levi Stroud, and Ruth Page. "5G Networks." Harvard Business School Multimedia/Video Case 724-865, December 2024.
- December 2024
- Supplement
5G Networks (B)
By: Andy Wu, Levi Stroud and Ruth Page
Pre-Abstract: This multimedia case should be assigned to students in advance of class. Instructors should consider the timing of making the B and C video available to students, as they may reveal key case details.
Abstract: Featuring Ajit Pai, Former Chairman of the... View Details
Wu, Andy, Levi Stroud, and Ruth Page. "5G Networks (B)." Harvard Business School Multimedia/Video Supplement 724-866, December 2024.