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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
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
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
- 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
- November 2024
- Teaching Note
Martine Rothblatt and United Therapeutics: A Series of Implausible Dreams
By: Debora L. Spar and Julia M. Comeau
Teaching Note for HBS Case No. 323-039. In 1990, satellite expert and Sirius XM founder Martine Rothblatt was determined to save the life of her seven-year-old daughter, Jenesis, who was diagnosed with a terminal illness called Pulmonary Arterial Hypertension (PAH). At... View Details
Keywords: Pharmaceutical Companies; Technological And Scientific Innovation; Organ Donation; Health Care and Treatment; Health Disorders; Innovation and Invention; Growth and Development Strategy; Product Development; Medical Devices and Supplies Industry; Medical Devices and Supplies Industry; United States; District of Columbia
- 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
- 2024
- Working Paper
When Batteries Meet Hydrogen: Dual-Storage Investments for Load-Shifting Purposes
By: Christian Kaps and Simone Marinesi
Power systems account for nearly 40% of global emissions. As the world tries to reduce emissions by increasing renewable penetration, storage technologies are playing an increasingly important role in matching variable renewable supply with demand. Batteries have... View Details
Keywords: Environmental Sustainability; Renewable Energy; Transition; Utilities Industry; Battery Industry
Kaps, Christian, and Simone Marinesi. "When Batteries Meet Hydrogen: Dual-Storage Investments for Load-Shifting Purposes." Working Paper, October 2024.
- September 26, 2024
- Article
A Better Way to Measure Social Impact
By: Robert S. Kaplan and Constance Spitzer
All impact investors report the financial returns from their funds and investments, and many provide metrics on intended social outcomes, such as numbers of individuals served, or quality jobs created. But investors do not supply metrics about their impacts on... View Details
Keywords: Impact Investing; Social Impact Investment; Inclusive Growth; Sustainability; Corporate Social Responsibility and Impact; Environmental Sustainability
Kaplan, Robert S., and Constance Spitzer. "A Better Way to Measure Social Impact." Harvard Business Review Digital Articles (September 26, 2024).
- 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.
- 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
Zipline: Expanding the World's Largest Autonomous Drone Delivery Network
By: Tarun Khanna and George Gonzalez
Zipline initially established the world's largest logistics network in Rwanda and Ghana by delivering medical supplies to hospitals via automated drones from a centralized hub. The company is now looking to expand to the U.S. home delivery market and designed a... View Details
Keywords: Governing Rules, Regulations, and Reforms; Growth and Development Strategy; Logistics; Expansion; Air Transportation; Business Model; Rwanda; Ghana; United States
Khanna, Tarun, and George Gonzalez. "Zipline: Expanding the World's Largest Autonomous Drone Delivery Network." Harvard Business School Case 725-381, August 2024.
- 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.
- July–August 2024
- Article
Disclosing Downstream Emissions
By: Robert S. Kaplan and Karthik Ramanna
An increasing number of companies are using the E-liability carbon-accounting method as an important tool for tracking progress toward reducing global emissions in their supply chains. The system does not require formal accounting for downstream emissions—those... View Details
Keywords: Carbon Emissions; Environmental Accounting; Corporate Accountability; Corporate Social Responsibility and Impact; Corporate Disclosure; Environmental Sustainability
Kaplan, Robert S., and Karthik Ramanna. "Disclosing Downstream Emissions." Harvard Business Review 102, no. 4 (July–August 2024): 124–133.