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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
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.
- 2025
- Book
Negotiation: The Game Has Changed
By: Max Bazerman
The world has changed dramatically in just the past few years—and so has the game of negotiation. COVID-19, Zoom, political polarization, the online economy, increasing economic globalization, and greater workplace diversity—all have transformed the who, what, where,... View Details
Bazerman, Max. Negotiation: The Game Has Changed. Princeton University Press, 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
Less Is More: Will Aldi's Expansion Plans Pay Off in a Crowded U.S. Grocery Market?
By: David Collis and Haisley Wert
In 2024, the discount grocery retailer Aldi announced bold U.S. expansion plans. Within five years, the German company would increase its store count by 30% to reach 3,200+ stores across the United States and approach becoming the fifth largest grocery retailer in the... View Details
- December 2024
- Case
WayCool: Addressing Food Loss
By: Rajiv Lal and Kairavi Dey
Headquartered in Chennai, India, WayCool started by focusing on solving the growing challenge of food losses and low farmer incomes. Dasari and Jayaraman, surprised at the amount of fruits and vegetables lost in the agricultural supply chain, set up the company with... View Details
- November 2024
- Case
Polish Agro: Where Do We Grow from Here?
By: Willy C. Shih, Lena Duchene and Daniela Beyersdorfer
By July 2024, Polish Agro had grown into one of Poland’s fastest-growing agribusinesses, with €230 million in revenue, 82 employees, and operations across Northern Poland. The company supported farmers with essential agricultural inputs like fertilizers and seeds,... View Details
Keywords: Plant-Based Agribusiness; Distribution; Volatility; Customer Focus and Relationships; Customer Value and Value Chain; Climate Change; Environmental Regulation; Profit; Trade; Digital Strategy; Innovation Strategy; Crisis Management; Growth and Development Strategy; Resource Allocation; Advertising; Brands and Branding; E-commerce; Business and Community Relations; Networks; Adaptation; Adoption; Competitive Advantage; Business Model; Health Pandemics; War; Agriculture and Agribusiness Industry; Europe; Poland
- October 2024
- Background Note
The Semiconductor Industry
By: Andy Wu, Steve Blank and Matt Higgins
The semiconductor industry powers modern technology, from consumer electronics to data centers. This background note explores the layers of the semiconductor inudstry value chain, including Integrated Device Manufacturers (IDMs), fabless companies, and foundries, while... View Details
- October 2024
- Background Note
Outsourcing Primer
By: Willy C. Shih
This note provides some background on one of the key resource allocation decisions managers make as they develop and produce products and services: what should they do with the walls of their own firm, and what they should depend upon suppliers or contractors to... 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
Nvidia, Inc. in 2024 and the Future of AI
By: David B. Yoffie and Sarah von Bargen
Nvidia was one of the most successful companies in the world, reaching $3.4 trillion in valuation on June 18th, 2024. While Microsoft and Apple quickly recaptured the value crown, some analysts forecasted that Nvidia was so strongly positioned that it might become the... View Details
Keywords: Customer Value and Value Chain; Price; Technological Innovation; Competition; Vertical Integration; Valuation; Technology Industry
Yoffie, David B., and Sarah von Bargen. "Nvidia, Inc. in 2024 and the Future of AI." Harvard Business School Case 725-360, September 2024.
- 2025
- Working Paper
Markups and Cost Pass-through Along the Supply Chain
By: Santiago E. Alvarez-Blaser, Alberto Cavallo, Alexander MacKay and Paolo Mengano
We study markups and pricing strategies along the supply chain. Our unique dataset combines detailed price and cost information from a large global manufacturer with matched retail prices collected online for the period July 2018 through June 2023. We show that total... View Details
Alvarez-Blaser, Santiago E., Alberto Cavallo, Alexander MacKay, and Paolo Mengano. "Markups and Cost Pass-through Along the Supply Chain." Harvard Business School Working Paper, No. 25-009, August 2024. (Revised January 2025.)
- 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
Coca Cola İçecek—Managing a Sudden Turbulence
By: Felix Oberholzer-Gee, Namrata Arora and Gizem Cihan Dincsoy
In November 2021, Kerem Kerimoğlu, Coca Cola İçecek (CCI) Group Supply Chain Development Director, is alarmed by a news headline revealing a shortage of Turkish truck drivers impacting Europe. This crisis quickly affects CCI's distribution as third-party logistics... View Details
Keywords: Business Strategy; Logistics; Supply Chain Management; Crisis Management; Distribution; Consumer Products Industry; Food and Beverage Industry; Turkey; Central Asia; Middle East
Oberholzer-Gee, Felix, Namrata Arora, and Gizem Cihan Dincsoy. "Coca Cola İçecek—Managing a Sudden Turbulence." Harvard Business School Case 725-368, 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
ZEISS: Commercializing Science
By: Maria P. Roche, Carlota Moniz and Daniela Beyersdorfer
Karl Lamprecht, President and CEO of the ZEISS AG Group, mused on how far ZEISS had come in 175 years of being a pioneer in optics, and how the course he had charted since taking the helm of the company could keep it on track. In his role, he oversaw the four core... View Details
Keywords: Business Model; Business Organization; Decisions; Business Strategy; Competition; Business History; Collaborative Innovation and Invention; Independent Innovation and Invention; Disruptive Innovation; Innovation and Management; Innovation Strategy; Technological Innovation; Growth and Development Strategy; Knowledge Sharing; Industry Growth; Monopoly; Organizational Culture; Supply Chain Management; Partners and Partnerships; Risk and Uncertainty; Adaptation; Commercialization; Resource Allocation; Corporate Strategy; Semiconductor Industry; Technology Industry; Germany; Europe
Roche, Maria P., Carlota Moniz, and Daniela Beyersdorfer. "ZEISS: Commercializing Science." Harvard Business School Case 725-359, July 2024.
- June 2024
- Simulation
Vehicle Lifecycle Emissions Calculator
This Vehicle Lifecycle Emissions Calculator calculates the greenhouse gas emissions over the lifespan of internal combustion engine (ICEs) vehicles, battery electric vehicles (BEVs), and plug-in hybrid electric vehicles (PHEV), including those associated with their... View Details
Keywords: Decarbonization; Environment; Carbon Accounting; Carbon; Carbon Abatement; Electric Vehicles; Automobiles; Environmental Accounting; Environmental Management; Environmental Sustainability; Strategy; Technological Innovation; Supply Chain; Business and Stakeholder Relations; Climate Change; Transportation; Transportation Industry; Auto Industry; Battery Industry
- June 2024
- Case
SnapTravel: Betting on 'Super.com'
By: Reza Satchu and Tom Quinn
This case explores SnapTravel, a travel startup offering discounted hotel rooms, and its founders’ desire to pivot to a “super app” that saved customers money across many different purchase types. During the COVID-19 pandemic, Hussein Fazal and Henry Shi saw SnapTravel... View Details
Keywords: Business Growth and Maturation; Business Plan; Business Startups; Change Management; Disruption; Transformation; Volatility; Customer Focus and Relationships; Customer Value and Value Chain; Decisions; Income; Entrepreneurship; Geographic Scope; Cross-Cultural and Cross-Border Issues; Health Pandemics; Surveys; Knowledge Acquisition; Knowledge Use and Leverage; Leading Change; Crisis Management; Goals and Objectives; Risk Management; Consumer Behavior; Game Theory; Risk and Uncertainty; Adaptation; Diversification; Expansion; System Shocks; Accommodations Industry; Technology Industry; Canada; United States; Las Vegas
- June 2024
- Supplement
Legacy Partners (A)
By: Richard S. Ruback and Royce Yudkoff
Instructors should consider the timing of making videos available to students, as they may reveal key case details.
Stephen Holbrook and Austin Pulsipher (both HBS '19) had been leading Nutrishare since acquiring the company six months earlier in mid-2021.... View Details
Stephen Holbrook and Austin Pulsipher (both HBS '19) had been leading Nutrishare since acquiring the company six months earlier in mid-2021.... View Details
Keywords: Acquisition; Small Business; Cost vs Benefits; Decisions; Corporate Entrepreneurship; Leadership Style; Leading Change; Business or Company Management; Problems and Challenges; Health Care and Treatment; Health Disorders; Medical Specialties; Nutrition; Supply Chain Management; Growth Management; Health Industry; Medical Devices and Supplies Industry; Pharmaceutical Industry; United States; California
Ruback, Richard S., and Royce Yudkoff. "Legacy Partners (A)." Harvard Business School Multimedia/Video Supplement 224-725, June 2024.
- June 2024
- Supplement
Legacy Partners (B)
By: Richard S. Ruback and Royce Yudkoff
Pre-abstract: Instructors should consider the timing of making videos available to students, as they may reveal key case details.
Abstract: Stephen Holbrook and Austin Pulsipher (both HBS '19) had been leading Nutrishare since acquiring the company six... View Details
Abstract: Stephen Holbrook and Austin Pulsipher (both HBS '19) had been leading Nutrishare since acquiring the company six... View Details
Keywords: Acquisition; Small Business; Cost vs Benefits; Decisions; Business Education; Corporate Entrepreneurship; Leadership Style; Leading Change; Business or Company Management; Problems and Challenges; Health Care and Treatment; Health Disorders; Medical Specialties; Nutrition; Supply Chain Management; Growth Management; Health Industry; Medical Devices and Supplies Industry; United States; California
Ruback, Richard S., and Royce Yudkoff. "Legacy Partners (B)." Harvard Business School Multimedia/Video Supplement 224-726, June 2024.