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January 2021
Case

Anodot: Autonomous Business Monitoring

By: Antonio Moreno and Danielle Golan

Autonomous business monitoring platform Anodot leveraged machine learning to provide real-time alerts regarding business anomalies. Anodot’s solution was used in various industries in order to primarily monitor business health, such as revenue and payments, product... View Details

Keywords: Digital Platforms; Internet and the Web; Knowledge Sharing; Information Management; Sales; Value Creation; Product Positioning; Israel

30 Nov 2021
Interview

TikTok: Super App or Supernova?

By: Jeffrey F. Rayport and Brian Kenny

TikTok’s parent company, ByteDance, was launched in 2012 around the simple idea of helping users entertain themselves on their smartphones while on the Beijing Subway. By May 2020, TikTok operated in 155 countries and had roughly 1 billion monthly active users, placing... View Details

Keywords: Apps; Artificial Intelligence; Business Startups; Mobile and Wireless Technology; Business Model; Digital Platforms; Growth and Development Strategy; AI and Machine Learning; Social Media

July 2014
Article

Diasporas and Outsourcing: Evidence from oDesk and India

By: Ejaz Ghani, William R. Kerr and Christopher Stanton

This study examines the role of the Indian diaspora in the outsourcing of work to India. Our data are taken from oDesk, the world's largest online platform for outsourced contracts, where India is the largest country in terms of contract volume. We use an ethnic name... View Details

Keywords: Diaspora; Outsourcing; oDesk; Networks; Job Cuts and Outsourcing; Diasporas; Internet and the Web; Ethnicity; Service Industry; South Asia; India

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; Information Technology Industry; Information Technology Industry; Information Technology Industry; Information Technology Industry; Information Technology Industry; Information Technology Industry; Information Technology Industry; Information Technology Industry; Information Technology Industry; Information Technology Industry; Information Technology Industry; Information Technology Industry; Information Technology Industry; Asia; China; Canton (province, China)

May 2025
Teaching Note

Boutiqaat: Influencing Retail in MENA

By: Juan Alcacer and Noor Al Qadhi

Boutiqaat, a Kuwait-based e-commerce platform, scaled an influencer-driven beauty retail model across MENA and now faces critical strategic choices about offline expansion and globalization. Founded in 2015, Boutiqaat combined social commerce, localized logistics, and... View Details

Keywords: Emerging Markets; Digital Strategy; Growth and Development; Beauty and Cosmetics Industry; Retail Industry; Kuwait; Saudi Arabia; Middle East; North Africa

September 2019
Case

Shell: A Company of Opportunity?

By: Joseph B. Fuller and Emer Moloney

The Opportunity Hub was a cloud-based platform that enabled managers to market projects they were working on and associated resourcing needs as “Opportunity Owners” and employees, or “Opportunity Seekers,” to browse these statements of need and engage when they had... View Details

Keywords: Business Divisions; Change Management; Competency and Skills; Experience and Expertise; Talent and Talent Management; Energy; Energy Sources; Non-Renewable Energy; Renewable Energy; Human Resources; Employees; Retention; Collaborative Innovation and Invention; Innovation and Management; Innovation Strategy; Technological Innovation; Jobs and Positions; Job Design and Levels; Knowledge Sharing; Knowledge; Knowledge Use and Leverage; Labor; Human Capital; Labor Unions; Leading Change; Resource Allocation; Organizational Change and Adaptation; Performance Evaluation; Performance Productivity; Strategic Planning; Projects; Motivation and Incentives; Business Strategy; Social and Collaborative Networks; Technology Platform; Chemical Industry; Energy Industry; Information Technology Industry; Technology Industry; United Kingdom; Netherlands

22 May 2024
HBS Case

Banned or Not, TikTok Is a Force Companies Can’t Afford to Ignore

Businesses that dismiss TikTok as merely a platform for teenagers looking to create and consume cat and dance videos do so at their own peril. That’s the message of a Harvard Business School case study tracing the video-sharing app’s... View Details

Keywords: by Rachel Layne; Technology

April 2020
Article

Digital Emotion Contagion

By: Amit Goldenberg and James J. Gross

People spend considerable time on digital media, and during this time they are often exposed to others’ emotion expressions. This exposure can lead their own emotion expressions to become more like others’ emotion expressions, a process we refer to as digital emotion... View Details

Keywords: Emotion; Emotion Contagion; Digital Media; Emotions; Media; Internet and the Web; Measurement and Metrics; Social Media

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June 2011 (Revised October 2012)
Case

IBM China Development Lab Shanghai: Capability by Design

By: Willy Shih, Kamen Bliznashki and Fan Zhao

When IBM shifted from a traditional territory-based multinational organization to what it called a globally integrated enterprise, it established its headquarters for "Growth Markets" in Shanghai and "Established Markets" in New York. This positioned its China... View Details

Keywords: Diversification; Corporate Strategy; Global Strategy; Organizational Change and Adaptation; Research and Development; Emerging Markets; Product Development; Information Technology Industry; China

July 2021 (Revised January 2024)
Case

Fynd

By: Ranjay Gulati, Kairavi Dey and Rachna Tahilyani

Fynd is a fast-growing venture that in 7 years since its founding has become India's largest omnichannel retail company with real-time access to over 9,000 stores' offline inventory. It started as a B2B business supporting retailers who didn’t have an online business,... View Details

Keywords: Entrepreneurship; Business Startups; Business Model; Acquisition; Decision Making; Cost vs Benefits; Growth and Development Strategy; Technology Industry; Technology Industry; Technology Industry; India; Mumbai

26 Jun 2012
First Look

First Look: June 26

Frankel in Moscow (A): Unfreezing Change Rosabeth Moss Kanter and Matthew BirdHarvard Business School Case 312-070 A young and upcoming French executive in a global technology company is sent to Moscow as deputy managing director to turn... View Details

Keywords: Sean Silverthorne

February 2020
Supplement

Indigo Agriculture: Harnessing Nature

By: Michael W. Toffel and James Barnett

Indigo Agriculture used a digital-enabled research and development (R&D) process to launch its initial product, microbial coatings for agricultural seeds, which increase crop yields while reducing the need for fertilizers. In doing so, the company developed direct... View Details

Keywords: Operations; Supply Chain; Social Enterprise; Product Development; Distribution Channels; Business Strategy; Digital Platforms; Environmental Sustainability; Science-Based Business; Climate Change; Agriculture and Agribusiness Industry; Green Technology Industry; United States; Massachusetts

October 2019 (Revised August 2020)
Case

The Predictive Index

By: Lynda M. Applegate and James Weber

Mike Zani and Daniel Muzquiz needed to decide next steps to create a new category in the human resources consulting industry and scale their company.
Zani and Muzquiz, serial entrepreneurs, acquired Predictive Index in 2014. Previously, as clients of the... View Details

Keywords: Human Resources; Selection and Staffing; Talent and Talent Management; Recruitment; Corporate Entrepreneurship; Venture Capital; Change Management; Disruptive Innovation; Digital Platforms; Growth and Development Strategy; Consulting Industry; Service Industry; United States

April 2020
Teaching Note

Indigo Agriculture: Harnessing Nature

By: Michael W. Toffel and James Barnett

Teaching Note for HBS No. 620-024. Indigo Agriculture used a digital-enabled research and development (R&D) process to launch its initial product, microbial coatings for agricultural seeds, which increase crop yields while reducing the need for fertilizers. In doing... View Details

Keywords: Operations; Supply Chain; Social Enterprise; Product Development; Distribution Channels; Business Strategy; Digital Platforms; Science-Based Business; Agriculture and Agribusiness Industry; Green Technology Industry; United States; Massachusetts

May 2018
Article

Nowcasting Gentrification: Using Yelp Data to Quantify Neighborhood Change

By: Edward L. Glaeser, Hyunjin Kim and Michael Luca

Data from digital platforms have the potential to improve our understanding of gentrification and enable new measures of how neighborhoods change in close to real time. Combining data on businesses from Yelp with data on gentrification from the Census, Federal Housing... View Details

Keywords: Forecasting Models; Simulation Methods; Regional Economic Activity: Growth, Development, Environmental Issues, And Changes; Geographic Location; Local Range; Transition; Analytics and Data Science; Measurement and Metrics; Economic Growth; Forecasting and Prediction

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2010
Working Paper

The Job Market for New Economists: A Market Design Perspective

By: Peter A. Coles, John Cawley, Phillip B. Levine, Muriel Niederle, Alvin E. Roth and John J. Siegfried

This paper provides an overview of the market for new Ph.D. economists. It describes the role of the American Economic Association (AEA) in the market and focuses in particular on two mechanisms adopted in recent years at the suggestion of our committee. First, job... View Details

Keywords: Cost Management; Information; Surveys; Jobs and Positions; Job Interviews; Job Search; Emerging Markets; Digital Platforms; Service Operations; Internet and the Web

June 2023
Teaching Note

Komatsu and Smart Construction

By: David J. Collis

Teaching Note for HBS Case No. 521-042. The case describes the introduction by Komatsu, the Japanese earth moving equipment manufacturer, of a new business model—Smart Construction. This replaces the one-time sale of a capital good with a software platform that... View Details

Keywords: Strategy; Corporate Strategy; Technology Adoption; Construction Industry

September–October 2022
Article

Should Your Company Sell on Amazon?: Reach Comes at a Price

By: Ayelet Israeli, Leonard A. Schlesinger, Matt Higgins and Sabir Semerkant

Selling on Amazon allows brands to reach millions of consumers—but that exposure comes with costs. They include smaller margins, more competition, the risk of commoditization, and less knowledge about customers. In this article, the authors present a scorecard to... View Details

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August 2006 (Revised March 2008)
Case

iPod vs. Cell Phone: A Mobile Music Revolution?

By: David B. Yoffie, Travis D. Merrill and Michael Slind

In 2006, a nascent market for music-enabled mobile phones was emerging to challenge Apple Computer's dominant position in the digital music industry. Through its iPod line of portable digital music devices and its iTunes Music Store, Apple controlled more than half of... View Details

Keywords: Music Entertainment; Emerging Markets; Brands and Branding; Sales; Opportunities; Price; Business Model; Mobile and Wireless Technology; Digital Platforms; Service Delivery; Communications Industry; Music Industry

November 2024 (Revised April 2025)
Case

Cheerful Music

By: Shunyuan Zhang, Feng Zhu and Nancy Hua Dai

Established by Snow Jiang in 2019 in Shenzhen, China, Cheerful Music was a record label company that had created many hit songs in China. “Yi Xiao Jiang Hu,” its most famous hit song, gained billions of views on social media platforms in China and overseas as the... View Details

Keywords: Generative Ai; Music Entertainment; Global Strategy; Business Model; AI and Machine Learning; Market Entry and Exit; Music Industry; China; United Kingdom; London

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