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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: AI; Artificial Intelligence; Machine Learning; Research; Autonomy; Deep Learning; Drug Discovery; Healthcare Innovation; Neural Networks; Information Technology; Research And Development; Scientific Research; Technology Startup; AI and Machine Learning; Technological Innovation; United States

March 2023
Teaching Note

VideaHealth: Building the AI Factory

By: Karim R. Lakhani

Teaching Note for HBS Case No. 621-021. The case “VideaHealth: Building the AI Factory” examines the creation of dental startup VideaHealth (Videa) and the development of its artificial intelligence (AI)-led business strategy through the eyes of founder and CEO Florian... View Details

Keywords: AI and Machine Learning; Applications and Software; Business Model; Marketing Strategy; Product Development; Health Industry; Technology Industry

March 2022 (Revised April 2022)
Teaching Note

Spotify's Audio-First Strategy: Leading the Podcasting Market

By: Hong Luo and Carol Lin

Teaching Note for HBS Case No. 721-439. Within 15 years, CEO Daniel Ek had led Spotify from an ambitious startup to a multi-billion dollar company that had transformed the music industry. As part of Spotify’s next phase of growth, the platform would invest heavily in... View Details

Keywords: Business Startups; Growth and Development Strategy; Business Divisions; Customer Relationship Management; Revenue; Music Industry

2006
Working Paper

The Value of a 'Free' Customer

By: Sunil Gupta, Carl F. Mela and Jose M. Vidal-Sanz

Central to a firm's growth and marketing policy is the revenus and profit potential of its customer assets. As a result, there has been a recent proliferation of work regarding customer lifetime value. However, extant research in this area is silent regarding how to... View Details

Keywords: Customer Value and Value Chain; Auctions; Network Effects; Business Strategy

2014
Teaching Note

Meizhou Dongpo Restaurant Group (TN)

By: F. Warren McFarlan, Weiku Wu and Jia Guo

Since the establishment of the first Meizhou Dongpo Restaurant in Beijing in 1996, Wang Gang and his wife Liang Di have opened more than 100 chain restaurants in China and foreign countries, and set up the group headquarters, logistics center, R&D center and central... View Details

Keywords: Internationalization; Management; Standardization; Strategy; China; Restaurants; China

August 2019
Case

Twiggle: E-Commerce with Semantic Search

By: Shane Greenstein and Danielle Golan

Four years after being founded, in 2014, by former Google executives Amir Konigsberg (CEO) and Adi Avidor (CTO), Twiggle had developed a search enhancement that plugged into an online merchant’s existing framework. The company utilized advanced structuring and... View Details

Keywords: Search Technology; Customer Acquisition; Internet and the Web; Technological Innovation; Commercialization; Growth and Development Strategy; E-commerce; Technology Industry; Israel

Winter 2021
Article

Mobile Internet Usage and Usage-based Pricing

By: Jeffrey Prince and Shane Greenstein

Using data on mobile Internet usage of thousands of individuals, we provide some of the first analyses linking mobile usage to key demographics such as income. We find a reverse-U relationship between mobile Internet usage and income—notably different than the... View Details

Keywords: Mobile Internet Usage; Pricing Strategy; Internet and the Web; Mobile and Wireless Technology; Demographics; Income; Price; Strategy

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September 2015
Case

GovDelivery

By: Mitchell Weiss

Is government the biggest, worst customer in the world? And is that a reason for venture investors to back companies that sell to government or to stay away? It had been seven years since Scott Burns joined his friend Zach Stabenow to get a company called GovDocs off... View Details

Keywords: GovDelivery; Public Entrepreneurship; B2G; Business-to-Government; Scott Burns; Entrepreneurship; Government Administration; Venture Capital; Information Technology Industry; Public Administration Industry; Web Services Industry; Minnesota; United States

January–February 2023
Article

The Overlooked Key to a Successful Scale-Up

By: Jeffrey F. Rayport, Davide Sola and Martin Kupp

Many start-ups experience enormous popularity and runaway growth, but only a few go on to become stable giants. What separates them from the pack? They all go through a developmental stage called extrapolation, say three business school professors.
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Keywords: Entrepreneurship And Strategy; Scalability; Business Startups; Growth and Development Strategy; Entrepreneurship

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16 May 2018
HBS Seminar

Juan Carlos Suárez Serrato, Duke University, Economics

04 Sep 2007
Working Paper Summaries

Why Do Intermediaries Divert Search?

Keywords: by Andrei Hagiu & Bruno Jullien

27 Sep 2011
First Look

First Look: September 27

performance in their exchange ties (Gulati and Sytch, 2007) and acquisitions (Zaheer et al., 2010); revenues (Baum et al., 2000; Shipilov and Li, 2008); market share (Zaheer and Bell, 2005) and market entry (Jensen, 2008); IPO success... View Details

Keywords: Sean Silverthorne

November 2017
Teaching Note

Reinventing Best Buy

By: John R. Wells and Gabriel Ellsworth

Teaching Note for HBS No. 716-455. On March 1, 2017, Best Buy Company, Inc., North America’s largest retailer of consumer electronics and appliances, announced a third year of comparable-store sales increases and a 20.8% increase in domestic comparable online sales.... View Details

Keywords: Best Buy; Hubert Joly; Renew Blue; Showrooming; Webrooming; E-commerce; E-Commerce Strategy; Online Retail; Multichannel Retailing; Omnichannel; Marketplaces; Turnaround; Consumer Electronics; Consumer Electronics Accessories; Appliances; Stores-within-stores; Store Experience; Store Size; Store Pickup; Store Management; Delivery; Delivery Models; Amazon; Amazon.com; Pricing Strategy; Business Subsidiaries; Business Units; Business Growth and Maturation; Business Model; For-Profit Firms; Customer Focus and Relationships; Customer Satisfaction; Entertainment; Film Entertainment; Games, Gaming, and Gambling; Music Entertainment; Television Entertainment; Theater Entertainment; Price; Profit; Revenue; Geographic Scope; Multinational Firms and Management; Business History; Cost; Selection and Staffing; Reports; Technological Innovation; Job Cuts and Outsourcing; Human Capital; Leading Change; Business or Company Management; Goals and Objectives; Growth and Development; Growth and Development Strategy; Management Teams; Brands and Branding; Product Marketing; Consumer Behavior; Demand and Consumers; Media; Distribution; Order Taking and Fulfillment; Distribution Channels; Infrastructure; Product; Service Delivery; Service Operations; Organizational Change and Adaptation; Public Ownership; Problems and Challenges; Programs; Groups and Teams; Sales; Salesforce Management; Strategy; Adaptation; Business Strategy; Competition; Competitive Advantage; Competitive Strategy; Corporate Strategy; Expansion; Technology; Hardware; Information Technology; Internet; Mobile Technology; Online Technology; Search Technology; Software; Web; Web Sites; Wireless Technology; Resource Allocation; Computer Industry; Electronics Industry; Entertainment and Recreation Industry; Information Technology Industry; Retail Industry; Service Industry; Technology Industry; Telecommunications Industry; Video Game Industry; United States; Minnesota; Minneapolis; Saint Paul; St. Paul

April 1999 (Revised August 2004)
Case

Women's Professional Basketball and the American Basketball League

By: Stephen A. Greyser and Natalie Zakarian

Chronicles the growth and development of women's professional basketball. Particular emphasis is on the impact of Title IX, the 1996 women's gold medal Olympic team, and the advent of the American Basketball League (ABL). The structure and "basic business model" of the... View Details

Keywords: Business Model; Problems and Challenges; Sports; Gender; Planning; Growth and Development; Sports Industry

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September 2017
Case

Tencent

By: John R. Wells and Gabriel Ellsworth

Tencent had undergone many transformations since it was founded in 1998 as a simple messaging service. In 2017, it was the largest online games provider in China with a wide range of game types, China’s largest social networking service provider with several of the... View Details

Keywords: Tencent; Tencent Holdings; WeChat; Social Networking; Social Networks; Gaming; Gaming Industry; Video Games; Computer Games; Mobile Gaming; Portals; Payments; Mobile Payments; O2O; Online-to-offline; E-commerce; Messaging; Subscription Model; Freemium; Mobile App Industry; Smartphone; PC; Monetization Strategy; Antitrust; Streaming; Cloud Computing; Artificial Intelligence; Big Data; Alibaba; Facebook; JD.com; Tesla; Bundling; Synergies; Digital Strategy; Imitation; Licensing; Agility; Entry Barriers; Online Platforms; Advertising; Digital Marketing; Business Ventures; Acquisition; Mergers and Acquisitions; Business Conglomerates; Business Units; Business Growth and Maturation; Business Organization; For-Profit Firms; Joint Ventures; Restructuring; Communication; Communication Technology; Blogs; Interactive Communication; Interpersonal Communication; Entertainment; Film Entertainment; Games, Gaming, and Gambling; Music Entertainment; Investment; Investment Portfolio; Price; Profit; Revenue; Geographic Scope; Cross-Cultural and Cross-Border Issues; Global Strategy; Multinational Firms and Management; Globalized Markets and Industries; Business History; Innovation Strategy; Technological Innovation; Business or Company Management; Goals and Objectives; Growth and Development Strategy; Product Positioning; Social Marketing; Network Effects; Emerging Markets; Market Entry and Exit; Digital Platforms; Industry Growth; Monopoly; Media; Distribution Channels; Product Development; Service Delivery; Organizational Change and Adaptation; Organizational Structure; Public Ownership; Problems and Challenges; Business and Government Relations; Groups and Teams; Networks; Opportunities; Social and Collaborative Networks; Strategy; Adaptation; Business Strategy; Commercialization; Competition; Competitive Advantage; Competitive Strategy; Cooperation; Corporate Strategy; Diversification; Expansion; Horizontal Integration; Vertical Integration; Segmentation; Information Technology; Internet and the Web; Mobile and Wireless Technology; Internet and the Web; Applications and Software; Information Infrastructure; Digital Platforms; Internet and the Web; Mobile and Wireless Technology; Value Creation; Communications Industry; Entertainment and Recreation Industry; Financial Services Industry; Information Industry; Information Technology Industry; Media and Broadcasting Industry; Motion Pictures and Video Industry; Music Industry; Service Industry; Technology Industry; Telecommunications Industry; Video Game Industry; Web Services Industry; Asia; China; Canton (province, China)

March 2009 (Revised June 2011)
Case

The Guardian: Transition to the Online World

By: David J. Collis, Peter W. Olson and Mary Furey

The Guardian had been an early innovator in online newspapers and had not only become the leading U.K. newspaper web site, but was making strides with audiences outside of the U.K. However, The Guardian had been losing money since 2000, and, in spite of the relative... View Details

Keywords: Business Model; Revenue; Newspapers; Organizational Change and Adaptation; Risk and Uncertainty; Business Strategy; Online Technology; Journalism and News Industry; Publishing Industry; United Kingdom

Program

Competing in the Age of AI—Virtual

inherent risks Create opportunities to build competitive advantage Reimagine your company's value propositions to create new revenue streams Redesign organizational systems, processes, and roles to be AI driven Build the skills,... View Details

July 2020 (Revised September 2020)
Case

Property Finder's Strategy for Online Classifieds in the MENA Region

By: Krishna G. Palepu, Gamze Yucaoglu and Fares Khrais

The case opens in 2020 as Michael Lahyani, founder and CEO of Property Finder, Dubai’s leading online real estate classifieds portal, contemplates the company’s five-year growth strategy.
Since its founding in 2005 in the United Arab Emirates (UAE), Property... View Details

Keywords: General Business; Real Estate; Entrepreneurship; Property; Strategy; Emerging Markets; Growth Management; Online Technology; Real Estate Industry; Technology Industry; United Arab Emirates; Saudi Arabia; Egypt; Turkey

July 2002 (Revised April 2003)
Case

Computer Associates International, Inc.: Governance and Investor Communication Challenge

By: Paul M. Healy and Krishna G. Palepu

Sanjay Kumar, the CEO of Computer Associates, faces investor communication challenges following the company's implementation of a new business model and the accompanying change method used to recognize revenue. Despite management's confidence that the new business... View Details

Keywords: Business Earnings; Earnings Management; Stock Shares; Problems and Challenges; Communication Strategy; Accrual Accounting; Business Model; Budgets and Budgeting; Corporate Governance; Revenue; Computer Industry; Information Technology Industry

2007
Working Paper

Exclusivity and Control

By: Andrei Hagiu and Robin S. Lee

We analyze platform competition for content in the presence of strategic interactions between content distributors and content providers. We provide a model of bargaining and price competition within these industries, and show that whether or not a piece of content... View Details

Keywords: Price; Revenue; Governance Controls; Digital Platforms; Competition

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