Monetization Strategy - Publications - Faculty & Research - Harvard Business School

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January 2021 (Revised March 2021)
Case

THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)

By: Jill Avery, Ayelet Israeli and Emma von Maur

THE YES, a multi-brand shopping app launched in May 2020 offered a new type of buying experience for women’s fashion, driven by a sophisticated algorithm that used data science and machine learning to create and deliver a personalized store for every shopper, based on... View Details

Keywords: Data; Data Analytics; Artificial Intelligence; AI; AI Algorithms; AI Creativity; Fashion; Retail; Retail Analytics; E-Commerce Strategy; Platform; Platforms; Big Data; Preference Elicitation; Preference Prediction; Predictive Analytics; App Development; ＂Marketing Analytics＂; Advertising; Mobile App; Mobile Marketing; Apparel; Online Advertising; Referral Rewards; Referrals; Female Ceo; Female Entrepreneur; Female Protagonist; Analytics and Data Science; Analysis; Creativity; Marketing Strategy; Brands and Branding; Consumer Behavior; Demand and Consumers; Forecasting and Prediction; Marketing Channels; Digital Marketing; Internet and the Web; Mobile and Wireless Technology; AI and Machine Learning; E-commerce; Digital Platforms; Fashion Industry; Retail Industry; Apparel and Accessories Industry; Consumer Products Industry; United States

November 2017
Teaching Note

Tencent

By: John R. Wells and Gabriel Ellsworth

Teaching Note for HBS No. 718-426. 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... 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 Growth and Maturation; Business Organization; For-Profit Firms; Joint Ventures; Restructuring; Communication Technology; Blogs; Interactive Communication; Interpersonal Communication; Entertainment; Film Entertainment; Games, Gaming, and Gambling; Music Entertainment; Investment; Investment Portfolio; Price; 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; Market Entry and Exit; Digital Platforms; Industry Growth; Monopoly; Media; Distribution Channels; 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; Information Technology; Internet and the Web; Mobile and Wireless Technology; Applications and Software; Information Infrastructure; Value Creation; Emerging Markets; Product Development; Segmentation; Business Units; Communication; Profit; 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)

2021
Working Paper

Accounting for Product Impact in the Interactive Media and Services Industry

By: DG Park, George Serafeim and Katie Trinh

We apply the product impact measurement framework of the Impact-Weighted Accounts Initiative (IWAI) in two competitor companies within the interactive media and services industry. We design a monetization methodology that allows us to calculate monetary impact... View Details

13 Nov 2006
Research & Ideas

Science Business: What Happened to Biotech?

very broadest terms, everyone expected biotech to "work" just like all other high-technology industries, and thus we deployed a lot of the same thinking, models, financial arrangements, and strategies that worked elsewhere, but... View Details

Keywords: by Sean Silverthorne; Biotechnology

February 2017
Case

Yemeksepeti: Growing and Expanding the Business Model through Data

By: William R. Kerr, Gamze Yucaoglu and Eren Kuzucu

In October 2016, Nevzat Aydin, co-founder and CEO of Yemeksepeti, the Turkish online food-ordering company, was looking over the company's quarterly results and projections for the upcoming year with his management team. It had been almost a year and a half since Aydin... View Details

June 2000 (Revised September 2000)
Case

Amazon.com: Exploiting the Value of Digital Business Infrastructure

By: Lynda M. Applegate and Meredith Collura

Enables a thorough analysis of Amazon.com and the company's value proposition, in terms of its business concept, digital business capabilities, and community and shareholder value. Examines the company's complex set of business models and web of business relationships,... View Details

Keywords: Entrepreneurship; Asset Pricing; Capital; Financial Management; Technological Innovation; Business or Company Management; Growth and Development Strategy; Relationships; Competitive Strategy; Information Technology Industry; Web Services Industry

March 2025 (Revised April 2025)
Case

Perplexity: Redefining Search

By: Suraj Srinivasan, Michelle Hu, Sriraghav Srinivasan and Radhika Kak

By early 2025, Perplexity had rapidly evolved from a modest startup into a popular "answer engine" valued at $9 billion. The company had boldly positioned itself as the disruptor to Google aiming to redefine search for the AI age. Through novel AI... View Details

Keywords: AI and Machine Learning; Venture Capital; Innovation Leadership; Technological Innovation; Internet and the Web; Business Startups; Competitive Strategy; Business Model; Technology Industry; United States

January 2009 (Revised July 2009)
Case

Alibaba's Taobao (A)

By: Felix Oberholzer-Gee and Julie M. Wulf

This case examines the decision of Alibaba Group to diversify from an international business-to-business (B2B) exchange (Alibaba.com) into a B2C and C2C exchange (Taobao.com) for Chinese retailers and consumers. In China, Taobao had managed to displace the once... View Details

Keywords: Business Model; Demand and Consumers; Market Transactions; Service Operations; Diversification; Internet and the Web; China

April 2009 (Revised August 2009)
Case

Backchannelmedia: Making Television 'Clickable'

By: Sunil Gupta, Kavita Shukla and Zachary Scott Clayton

Backchannelmedia (BCM), a three-year-old start-up, intended to completely disrupt the world of advertising by transforming the way Americans watched television. BCM had developed a technology to make television "clickable," enabling viewers to interact with the content... View Details

Keywords: Entrepreneurship; Investment; Disruptive Innovation; Technological Innovation; Marketing Strategy; Partners and Partnerships; Competition

September 2011 (Revised May 2012)
Case

GoodGuide

By: George Serafeim, Robert G. Eccles and Tiffany A. Clay

GoodGuide, a high-technology start-up company, founded by University of California Professor at Berkley Dara O'Rourke is at a critical junction. The venture capital funded company has yet to find the business model to monetize a very promising product that provides... View Details

Keywords: Entrepreneurship; Growth and Development Strategy; Strategic Planning; Venture Capital; Goods and Commodities; Business Model; Information Technology; Knowledge; Education Industry; California

April 2010 (Revised June 2011)
Background Note

Television Competes for a Digital Audience

By: Stephen P. Bradley and Nancy Bartlett

In the face of major disruption in the industry television networks have sought new revenue sources, implemented cost-cutting measures and strategized on ways to monetize online access to content. Programming changes, new advertising strategies, and deals via online... View Details

Keywords: Television Entertainment; Marketing Strategy; Media and Broadcasting Industry

August 2020 (Revised June 2021)
Case

Skillz: Esports and Skill-Based Mobile Gaming

By: Andy Wu, David B. Yoffie and George Gonzalez

Founded in 2012, Skillz offered a platform for mobile app developers to monetize skill-based games via prized tournaments. Skillz had over 20,000 registered developers that had created thousands of Skillz-powered games played by over 30 million registered users... View Details

Keywords: Video Games; Mobile; Esports; Applications and Software; Games, Gaming, and Gambling; Mobile and Wireless Technology; Growth and Development Strategy; Information Technology; Digital Platforms; United States

05 Nov 2018
Working Paper Summaries

Pioneer (Dis-)advantages in Markets for Technology

Keywords: by Moritz Fischer, Joachim Henkel, and Ariel Dora Stern; Medical Devices & Supplies

September 2000 (Revised November 2002)
Case

Amazon.com: 1994-2000

By: Lynda M. Applegate and Meredith Collura

Enables a thorough analysis of Amazon.com and the company's value proposition, in terms of its business concept, digital business capabilities, and community and shareholder value. Examines the company's complex set of business models and web of business relationships,... View Details

Keywords: Entrepreneurship; Asset Pricing; Capital; Financial Strategy; Technological Innovation; Business or Company Management; Growth and Development Strategy; Business Strategy; Competitive Strategy; Information Technology Industry; Web Services Industry

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January 2010 (Revised April 2011)
Case

Google Inc.

By: Benjamin Edelman and Thomas R. Eisenmann

Describes Google's history, business model, governance structure, corporate culture, and processes for managing innovation. Reviews Google's recent strategic initiatives and the threats they pose to Yahoo, Microsoft, and others. Asks what Google should do next. One... View Details

Keywords: Digital Marketing; Business Model; Growth and Development Strategy; Network Effects; Mission and Purpose; Expansion; Internet and the Web; Information Technology Industry

December 2000
Background Note

Online Portals

By: Thomas R. Eisenmann and Sanjay Pothen

Describes the online portal business model. Analyzes the model, focusing on the tactics used to acquire new users, turn new users into repeat visitors, and monetize user traffic. Explains portals' revenue and cost drivers and their implications for pursuing aggressive... View Details

Keywords: Business Model; Web Services Industry

May 2021 (Revised February 2024)
Teaching Note

THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)

By: Ayelet Israeli and Jill Avery

THE YES, a multi-brand shopping app launched in May 2020 offered a new type of buying experience for women’s fashion, driven by a sophisticated algorithm that used data science and machine learning to create and deliver a personalized store for every shopper, based on... View Details

Keywords: Data; Data Analytics; Artificial Intelligence; AI; AI Algorithms; AI Creativity; Fashion; Retail; Retail Analytics; E-Commerce Strategy; Platform; Platforms; Big Data; Preference Elicitation; Predictive Analytics; App Development; ＂Marketing Analytics＂; Advertising; Mobile App; Mobile Marketing; Apparel; Online Advertising; Referral Rewards; Referrals; Female Ceo; Female Entrepreneur; Female Protagonist; Analytics and Data Science; Analysis; Creativity; Marketing Strategy; Brands and Branding; Consumer Behavior; Demand and Consumers; Forecasting and Prediction; Marketing Channels; Digital Marketing; Internet and the Web; Mobile and Wireless Technology; AI and Machine Learning; E-commerce; Digital Platforms; Fashion Industry; Retail Industry; Apparel and Accessories Industry; Consumer Products Industry; United States

October 2010 (Revised May 2011)
Case

Take-Two Interactive Software, Inc.

By: Sunil Gupta and Kerry Herman

In September 2010, faced with increasing threat from social game companies such as Zynga, Ben Feder, the CEO of Take-Two Interactive Software. Inc., had to decide the long-term strategy of his video-game company. As a publisher of traditional video games for Xbox 360,... View Details

Keywords: Mergers and Acquisitions; Business Model; Leadership Style; Marketing; Competitive Strategy; Entertainment and Recreation Industry

November 2023
Case

Axie Infinity: Video Game Meets Blockchain

By: Marco Di Maggio and Wenyao Sha

The narrative unfolds from the perspective of Sky Mavis's leadership team, facing a high-stakes, rapidly evolving digital frontier. They navigate the exhilarating yet tumultuous journey of Axie Infinity, balancing innovation with sustainability. It explores the game's... View Details

Keywords: Blockchain; Business Model; Games, Gaming, and Gambling; Currency; Innovation and Management; Business Strategy; Video Game Industry

May 2018 (Revised June 2018)
Case

Cowen Inc.: Leveraging Data

By: Boris Groysberg, Sarah Abbott and Annelena Lobb

Cowen Inc.’s broker-dealer, Cowen and Company, LLC, boasted a number of analysts who had made prescient stock calls on the basis of creative data analysis. Now Cowen Inc. had opened a new subsidiary, Kyber, which would attempt to monetize new data science products.... View Details

Keywords: Data Science; Equity Research; Research Analysts; Investment; Analytics and Data Science; Equity; Research; Analysis; Competitive Strategy

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