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November 2024
Background Note

Social Enterprise in the MENA Region

By: Brian Trelstad and Ahmed Dahawy

This research note provides an overview of the socio-economic landscape of social enterprise in the Middle East and North Africa. It highlights the diversity of players in the region including social enterprise organizations (in their many forms) and supporting... View Details

November 2024 (Revised January 2025)
Case

Precision Agriculture at AGCO

By: Rajiv Lal, Alicia Dadlani and Ai-Ling Jamila Malone

In 2024, AGCO, a leading agricultural equipment manufacturer, sought to improve its customers net farm income by 20% over five years by becoming a comprehensive one-stop precision agriculture solutions provider and strengthening its dual channel sales approach—retrofit... View Details

Keywords: Mergers and Acquisitions; Customer Relationship Management; Collaborative Innovation and Invention; Organizational Culture; Sales; Alignment; Integration; Agriculture and Agribusiness Industry; Manufacturing Industry

November 2024
Supplement

AlphaGo (C): Birth of a New Intelligence

By: Shikhar Ghosh and Shweta Bagai

This case, the final of a three-part series, explores DeepMind's pivotal transition from mastering games to solving real-world scientific challenges. In December 2020, DeepMind's AI system AlphaFold 2 achieved a breakthrough by solving protein folding—a 50-year-old... View Details

Keywords: Autonomy; Deep Learning; Drug Discovery; Healthcare Innovation; Neural Networks; Scientific Research; Technology Startup; AI and Machine Learning; Technological Innovation; Research and Development; Business Model; Business Strategy; Open Source Distribution; Technology Industry; United States

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

Keywords: Business Model; Family Business; Transformation; Growth and Development Strategy; Management Succession; Business Strategy; Construction Industry; Middle East; Saudi Arabia; United Arab Emirates

November 2024 (Revised July 2025)
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

2024
Working Paper

Scaling Core Earnings Measurement with Large Language Models

By: Matthew Shaffer and Charles CY Wang

We study the application of large language models (LLMs) to the estimation of core earnings, i.e., a firm's persistent profitability from its core business activities. This construct is central to investors' assessments of economic performance and valuations. However,... View Details

Keywords: Large Language Models; AI and Machine Learning; Accounting; Profit; Corporate Disclosure; Analytics and Data Science; Measurement and Metrics

November 2024
Teaching Note

Mercado Bitcoin: M&A, IPO, or Series B?

By: Raymond Kluender, Emanuele Colonnelli and Sabrina Howell

Teaching Note for HBS Case No. 825-047. In April 2021, Brazilian cryptocurrency platform Mercado Bitcoin, had to decide how to scale: go public, M&A with a bank, or take a VC big check. In a highly volatile market, Roberto Dagnoni, chairman of the board, viewed the... View Details

November 2024
Case

Dr. Bombay Ice Cream

By: William R. Kerr, Alexis Brownell and Michael Liu

This case examines the creation, launch, and rapid growth of Dr. Bombay Ice Cream, a joint venture between Happi Co., a consumer packaged goods incubator, and entertainment mogul Snoop Dogg, with his son, Cordell Broadus. The brand was inspired by a Bored Ape Yacht... View Details

Keywords: Joint Ventures; Growth Management; Brands and Branding; Product Launch; Product Positioning; Market Entry and Exit; Distribution Channels; Disruptive Innovation; Food and Beverage Industry; Consumer Products Industry; United States

November 2024 (Revised March 2025)
Case

Tim Ferriss: What Might This Look like If It Were Easy?

By: Reza Satchu and Denise Koller

In April 2024, writer-podcaster Tim Ferriss—celebrated as the “Oprah of audio” for his billion-download show and known for NYT-bestsellers like The 4-Hour Workweek—found himself at a crossroads. Despite generating a multi-million-dollar annual revenue with just three... View Details

Keywords: Transition; Personal Development and Career; Business Strategy; Decision Choices and Conditions; Philanthropy and Charitable Giving; Media and Broadcasting Industry

November 2024
Case

Ather Energy: The Future of Mobility

By: Shunyuan Zhang, Kannan Srinivasan and Malini Sen

Ather Energy, India’s third-largest electric scooter maker by volume, was founded in 2013. Five years later, the start-up launched its first electric scooter, Ather 450, which was powered by artificial intelligence (AI) and the Internet of Things (IoT), to navigate... View Details

October 2024
Teaching Plan

Teamworks: Tackling a Forecasting Fumble

By: Lou Shipley and Stacy Straaberg

In late March 2018, Teamworks CEO Zach Maurides learned Q1 2018 sales were at risk for a large forecasting miss. Founded in 2004, Teamworks’s software application assisted support staff in messaging, scheduling, and sharing documents with collegiate and professional... View Details

Keywords: Acquisition; Business Growth and Maturation; Communication Strategy; Decisions; Forecasting and Prediction; Business Cycles; Technological Innovation; Sports; Growth and Development Strategy; Resource Allocation; Marketing; Sales; Business Strategy; Expansion; Sports Industry; Technology Industry; United States; North Carolina

October 2024
Supplement

Hakluyt: from Corporate Intelligence to Trusted Advisors (B)

By: Joseph B. Fuller and Lena Duchene

This case is a continuation of an earlier study chronicling Hakluyt & Company (Hakluyt)’s transformation from an obscure boutique to a global corporate advisory firm with an outsized reputation. In August 2024, the firm faced a pivotal moment as managing partner Varun... View Details

October 2024 (Revised December 2024)
Case

Kering Eyewear

By: Rohit Deshpandé, Dante Roscini and Elena Corsi

In June 2024, Roberto Vedovotto, CEO of Kering Eyewear, prepared to discuss the future of the recently acquired brands LINDBERG, a Danish optical eyewear brand, and Maui Jim, an American sunglasses brand. Vedovotto founded Kering Eyewear in 2014, convincing... View Details

Keywords: Marketing Strategy; Brands and Branding; Product Marketing; Mergers and Acquisitions; Business or Company Management; Growth and Development Strategy; Luxury; Fashion Industry; Apparel and Accessories Industry; Consumer Products Industry; Italy; Europe; China

October 2024
Case

Edizione

By: Cynthia A. Montgomery, Dante Roscini, Elena Corsi and Hugo Etchegoyhen

This case study examines the diversification and transformation of Edizione, the Benetton family's holding company originally established to reinvest dividends from the Benetton clothing brand. Edizione expanded significantly in the late 1990s and early 2000s,... View Details

October 2024
Case

GLIN Impact Capital

By: Ethan Rouen and Akiko Saito

In 2024, the co-founders of the venture capital fund GLIN Impact Capital face a critical inflection point as they consider launching a second, significantly larger impact investment fund in Japan. Founded in 2021 by the three Harvard Business School alumni, GLIN is one... View Details

Keywords: Venture Capital; Investment Funds; Growth and Development Strategy; Corporate Social Responsibility and Impact; Power and Influence; Japan

October 2024
Case

Sacoor Brothers: From Co-Family CEOs to No Family CEOs?

By: Lauren Cohen, David Ager and Alpana Thapar

Sacoor Brothers, a luxury clothing retail company, was founded in 1989 in Lisbon, Portugal, by four brothers—Malik, Salim, Rahimo, and Moez. After establishing a strong presence in Portugal, the brothers were drawn to the rapidly growing retail markets in the Middle... View Details

October 2024 (Revised January 2025)
Case

MDH Partners: Evolving a Family Legacy

By: Christina R. Wing and Sarah Mehta

This case is about succession planning for MDH Partners, an Atlanta-based industrial real estate investment firm founded in 2005. When Jeffrey Small, Jr. cofounded MDH Partners, he named the company in honor of his grandfather, Mark Durward (MD) Hodges, an early... View Details

Keywords: Buildings and Facilities; Business Ventures; Ownership; Business Exit or Shutdown; Family Business; Management Succession; Personal Development and Career; Financial Services Industry; Real Estate Industry; United States; Georgia (state, US); Atlanta

October 2024 (Revised November 2024)
Case

SWEN Blue Ocean: Impact Investing Goes to Sea

By: Vikram S Gandhi and David Allen

In August 2023, SWEN Blue Ocean, a €170 million impact fund that invested in startups contributing to ocean sustainability, faced a critical investment decision. Part of SWEN Capital Partners, an €8 billion, Paris-based private equity fund, Blue Ocean was co-founded in... View Details

Keywords: Communication Technology; Environmental Sustainability; Green Technology; Venture Capital; Private Equity; Investment Funds; Science-Based Business; Technological Innovation; Financial Services Industry; France; Paris; Italy

October 2024
Case

Ranger Energy Services: Bridging Public & Private Markets

By: Joseph Pacelli, Ravi Ramniklal Gondalia and James Weber

In August of 2017, CSL Capital, a private equity fund founded and operated by Charlie Leykum (HBS ’04), was deciding to take one of its portfolio companies, Ranger Energy Services, public. Founded in 2014, Ranger Energy was an oilfield service company providing... View Details

Keywords: Entrepreneurship; Initial Public Offering; Financial Strategy; Valuation; Private Equity; Business Strategy; Investment Portfolio; Investment Return; Financial Services Industry; Energy Industry; United States

October 2024
Case

Reed Group and Succession in a Family Business: An Impossible Job to Fill?

By: Lauren H. Cohen and Tonia Labruyere

James Reed had taken over Reed Group, the recruitment and career services company his father had founded and built, in 1994. He was now reflecting on succession planning and other challenges that lay ahead: with no obvious choice among his family members, he needed to... View Details

Keywords: Charity; Succession Planning; Family Business; Values and Beliefs; Management Succession; Mission and Purpose; Family Ownership; Philanthropy and Charitable Giving; Family and Family Relationships; Recruitment; AI and Machine Learning; Employment Industry; United Kingdom; London

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