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  • June 2017
  • Teaching Note

IBM Transforming, 2012–2016: Ginni Rometty Steers Watson

By: Rosabeth Moss Kanter and Jonathan Cohen
Ginni Rometty, who became IBM CEO in 2012, led efforts to transform the company around cognitive computing and the AI platform Watson. This Teaching Note helps instructors understand and teach the Harvard Business School case “IBM Transforming, 2012–2016: Ginni Rometty... View Details
Keywords: Digital; Technological Change; Artificial Intelligence; Data; IBM; Watson; Internet Of Things; Innovation and Invention; Management; Sales; Information Technology; Technological Innovation; Transformation; AI and Machine Learning
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Kanter, Rosabeth Moss, and Jonathan Cohen. "IBM Transforming, 2012–2016: Ginni Rometty Steers Watson." Harvard Business School Teaching Note 317-126, June 2017.
  • September 2023
  • Teaching Note

Fighting the Battle of the Bulge—Evaluating Do Good/Do Well Innovations in Morbid Obesity Treatment

By: Regina E. Herzlinger
Teaching Note for HBS Case No. 304-009. The case is part of the first module of the Innovating in Health Care course. Its purpose is to demonstrate how to evaluate the “do good” and do well” potential of a health care innovation. View Details
Keywords: Innovation In Healthcare Delivery; Innovation; Obesity; Digital Health; Weight Loss; Health Care and Treatment; Innovation and Management; Business Model; Medical Specialties; Mission and Purpose; Health Industry
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Herzlinger, Regina E. "Fighting the Battle of the Bulge—Evaluating Do Good/Do Well Innovations in Morbid Obesity Treatment." Harvard Business School Teaching Note 324-013, September 2023.
  • September 2019 (Revised October 2019)
  • Case

Bill Connors and The Farm, a Comcast NBCUniversal Innovation Hub (Powered by Boomtown)

By: Linda A. Hill and Eric Mankin
In 2017, Bill Connors, the President of Comcast’s Central Division, launched a startup accelerator in Comcast’s new Atlanta Regional headquarters. Comcast was America's largest cable and internet service provider, having built a profitable business bundling television... View Details
Keywords: Innovation; Entrepreneur; Startup; Accelerator; Outsourcing; Hiring; Talent; Culture; Ecosystem; Digital; Leadership; Innovation and Invention; Entrepreneurship; Business Startups; Diversity; Selection and Staffing; Organizational Culture; Media; Entertainment; Transformation; Atlanta
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Hill, Linda A., and Eric Mankin. "Bill Connors and The Farm, a Comcast NBCUniversal Innovation Hub (Powered by Boomtown)." Harvard Business School Case 420-056, September 2019. (Revised October 2019.)
  • July 2021
  • Article

The Effect of Price on Firm Reputation

By: Michael Luca and Oren Reshef
While a business's reputation can affect its pricing, prices can also affect its reputation. To explore the effect of prices on reputation, we investigate daily data on menu prices and online ratings from a large rating and ordering platform. We find that a price... View Details
Keywords: Pricing; Reputation Systems; IT Policy And Management; Economics Of Digital Platforms; Business Ventures; Reputation; Price; Consumer Behavior; Analysis
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Luca, Michael, and Oren Reshef. "The Effect of Price on Firm Reputation." Management Science 67, no. 7 (July 2021): 4408–4419.
  • 2022
  • Working Paper

Machine Learning Models for Prediction of Scope 3 Carbon Emissions

By: George Serafeim and Gladys Vélez Caicedo
For most organizations, the vast amount of carbon emissions occur in their supply chain and in the post-sale processing, usage, and end of life treatment of a product, collectively labelled scope 3 emissions. In this paper, we train machine learning algorithms on 15... View Details
Keywords: Carbon Emissions; Climate Change; Environment; Carbon Accounting; Machine Learning; Artificial Intelligence; Digital; Data Science; Environmental Sustainability; Environmental Management; Environmental Accounting
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Serafeim, George, and Gladys Vélez Caicedo. "Machine Learning Models for Prediction of Scope 3 Carbon Emissions." Harvard Business School Working Paper, No. 22-080, June 2022.
  • August 2018 (Revised October 2020)
  • Case

Tailor Brands: Artificial Intelligence-Driven Branding

By: Jill Avery
Using proprietary artificial intelligence technology, startup Tailor Brands set out to democratize branding by allowing small businesses to create their brand identities by automatically generating logos in just minutes at minimal cost with no branding or design skills... View Details
Keywords: Startup; Services; Artificial Intelligence; Machine Learning; Digital Marketing; Brand Management; Big Data; Internet Marketing; Analytics; Marketing; Marketing Strategy; Brands and Branding; Information Technology; Entrepreneurship; Venture Capital; Business Model; Consumer Behavior; AI and Machine Learning; Analytics and Data Science; Advertising Industry; Service Industry; Technology Industry; United States; North America; Israel
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Avery, Jill. "Tailor Brands: Artificial Intelligence-Driven Branding." Harvard Business School Case 519-017, August 2018. (Revised October 2020.)
  • 2013
  • Working Paper

Where do the Most Active Customers Originate and How Can Firms Keep Them Engaged?

By: Clarence Lee, E. Ofek and Thomas Steenburgh
In this paper, we study how firms offering Web services can acquire and develop an active customer base. We focus on two basic questions. First, how does the method of customer acquisition affect the way customers use the service to meet their own needs and to interact... View Details
Keywords: Customer Engagement; Adoption Routes; Hidden Markov Models; Search; Word-of-Mouth; Digital Media; Customer Relationship Management; Internet and the Web; Mathematical Methods; Consumer Behavior; Entrepreneurship; Marketing Reference Programs; Web Services Industry
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Lee, Clarence, E. Ofek, and Thomas Steenburgh. "Where do the Most Active Customers Originate and How Can Firms Keep Them Engaged?" Working Paper, 2013. (Revise and Resubmit at Management Science.)
  • September 2023
  • Case

Diamond Standard

By: Lauren H. Cohen, Zhaoheng Gong and Grace Headinger
Cormac Kinney, Founder and CEO of Diamond Standard, was on a mission to transform the U.S. diamond market through unlocking the precious gems as market-traded assets. As a serial FinTech entrepreneur, he hoped to add an additional service to his vault: Carats. The... View Details
Keywords: Tokenization; Fintech; Cryptocurrency; Liquidity; Digital; Rare Earth Minerals; Decentralized; Crypto Economy; Financial Product; Metals; Diamonds; Commodity; Assets; Financial Instruments; Financial Institutions; Financial Markets; Investment; Technological Innovation; Natural Resources; Business Startups; Currency; Financial Services Industry; United States
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Cohen, Lauren H., Zhaoheng Gong, and Grace Headinger. "Diamond Standard." Harvard Business School Case 224-009, September 2023.
  • July 2016
  • Case

Spotify

By: Anita Elberse and Alexandre de Pfyffer
In November 2014, Spotify's chief content officer Ken Parks learns that record label Big Machine Records has requested the immediate removal of superstar artist Taylor Swift's entire catalogue from Spotify's music streaming service. Is it time for Spotify to reconsider... View Details
Keywords: Entertainment; Marketing; Superstar; Music; Entertainment Marketing; Media; Digital Technology; Creative Industries; Product Portfolio Management; General Management; Management; Strategy; Internet and the Web; Open Source Distribution; Creativity; Music Entertainment; Product Marketing; Music Industry
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Elberse, Anita, and Alexandre de Pfyffer. "Spotify." Harvard Business School Case 516-046, July 2016.
  • September 2017
  • Teaching Note

Marketing Transformation at Mastercard

By: Sunil Gupta and Srinivas K. Reddy
Teaching Note for HBS No. 517-040. View Details
Keywords: Mastercard; Financial Services; Ingredient Brand; B2B2C; Experiential Marketing; Digital Marketing; ROI; Marketing; Customer Focus and Relationships; Business and Stakeholder Relations; Brands and Branding; Internet and the Web; Investment Return; Financial Services Industry
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Gupta, Sunil, and Srinivas K. Reddy. "Marketing Transformation at Mastercard." Harvard Business School Teaching Note 518-043, September 2017.
  • January 2024 (Revised January 2025)
  • Case

Huawei: Resilience amid Autarky and Adversity

By: William C. Kirby and Daniel Fu
In September 2023, Huawei made a dramatic return to the global smartphone space with the launch of its Mate 60 Pro smartphone, equipped with an indigenously designed, 7nm chip. This came despite a myriad of export controls and restrictions imposed against the company... View Details
Keywords: International Strategy; Semiconductors; Smartphone; Government And Politics; Government And Business; Digital Infrastructure; 5G; Political Risk; Business and Government Relations; Global Strategy; Multinational Firms and Management; Governing Rules, Regulations, and Reforms; AI and Machine Learning; Mobile and Wireless Technology; Leadership; Retirement; Corporate Strategy; Technology Industry; China; United States; Europe; Asia; Middle East
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Kirby, William C., and Daniel Fu. "Huawei: Resilience amid Autarky and Adversity." Harvard Business School Case 324-069, January 2024. (Revised January 2025.)
  • February 2017
  • Supplement

JCDecaux, 2016: Global Leader ... Again

By: John R. Wells and Gabriel Ellsworth
In 2016, JCDecaux was number one in the world in outdoor advertising. This was a far cry from the situation in 2003; at that time, JCDecaux had been unseated by Clear Channel from the number-one spot that it had held for decades, and it was fighting for second place... View Details
Keywords: JCDecaux; Clear Channel Outdoor; OUTFRONT Media; Lamar Advertising Company; Jean-François Decaux; Jean-Charles Decaux; Outdoor Advertising; Street Furniture; Airports; Billboards; Bicycles; Digital Devices; Digital Marketing; Bidding; Advertising; Advertising Campaigns; Acquisition; Mergers and Acquisitions; Business Growth and Maturation; Business Model; Business Organization; Family Business; For-Profit Firms; Joint Ventures; Design; Price; Profit; Revenue; Geographic Location; Geographic Scope; Global Range; Globalization; Global Strategy; Globalized Firms and Management; Multinational Firms and Management; Globalized Markets and Industries; Government Legislation; Business History; Human Resources; Laws and Statutes; Business or Company Management; Goals and Objectives; Growth and Development Strategy; Growth Management; Marketing; Brands and Branding; Marketing Channels; Marketing Strategy; Product Marketing; Demand and Consumers; Supply and Industry; Operations; Distribution; Infrastructure; Logistics; Product; Product Design; Production; Organizational Structure; Property; Public Ownership; Renting or Rental; Problems and Challenges; Business and Community Relations; Business and Government Relations; Family and Family Relationships; Sales; Situation or Environment; Luxury; Strategy; Business Strategy; Commercialization; Competition; Competitive Advantage; Competitive Strategy; Consolidation; Corporate Strategy; Customization and Personalization; Expansion; Segmentation; Mobile Technology; Wireless Technology; Air Transportation; Bicycle Transportation; Rail Transportation; Transportation Networks; Advertising Industry; France; Paris
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Wells, John R., and Gabriel Ellsworth. "JCDecaux, 2016: Global Leader ... Again." Harvard Business School Supplement 717-441, February 2017.
  • March 2014 (Revised January 2015)
  • Case

Prodigy Network: Democratizing Real Estate Design and Financing

By: Karim R. Lakhani, Katja Hutter and Greta Friar
This case follows Rodrigo Nino, founder and CEO of commercial real estate development company Prodigy Network, as he develops an equity-based crowdfunding model for small investors to access commercial real estate in Colombia, then tries out the model in the U.S. U.S.... View Details
Keywords: Innovation; Real Estate; Crowdfunding; Crowdsourcing; Digital Innovation; Commercial Real Estate; Online Platforms; Disruption; Transformation; Design; Assets; Equity; Disruptive Innovation; Innovation Strategy; Internet and the Web; Digital Platforms; Real Estate Industry; Latin America; New York (state, US); United States
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Lakhani, Karim R., Katja Hutter, and Greta Friar. "Prodigy Network: Democratizing Real Estate Design and Financing." Harvard Business School Case 614-064, March 2014. (Revised January 2015.)
  • September 2019 (Revised October 2019)
  • Case

Burunda Prince at The Farm, a Comcast NBCUniversal Innovation Hub (Powered by Boomtown)

By: Linda A. Hill, Eric Mankin and Emily Tedards
After a successful inaugural year, Burunda Prince, the Managing Director of Comcast’s startup business accelerator The Farm, was getting ready for an eventful 2019. Comcast was America's largest cable and internet service provider, having built a profitable business... View Details
Keywords: Innovation; Accelerator; Entrepreneur; Startup; Outsourcing; Hiring; Talent; Culture; Ecosystem; Digital; Women; African Americans; Leadership; Innovation and Invention; Entrepreneurship; Business Startups; Management; Diversity; Selection and Staffing; Organizational Culture; Media; Entertainment; Transformation; Atlanta
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Hill, Linda A., Eric Mankin, and Emily Tedards. "Burunda Prince at The Farm, a Comcast NBCUniversal Innovation Hub (Powered by Boomtown)." Harvard Business School Case 420-057, September 2019. (Revised October 2019.)
  • March 2018
  • Teaching Note

Twine Health

By: Robert S. Huckman and Ariel D. Stern
In late 2014, Dr. John Moore (CEO), Frank Moss (chairman), and Scott Gilroy (CTO) of Twine Health (Twine) had to resolve several challenges that threatened to restrict the widespread dissemination of its sole product, Twine. Twine was a cloud-based platform that... View Details
Keywords: Health Care; Chronic Disease; Digital Health; Health Acceleration Challenge; Strategy; Disease Management; Health; Health Care and Treatment; Information Technology; Mobile and Wireless Technology; Technology Adoption; Health Industry; United States; Massachusetts
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Huckman, Robert S., and Ariel D. Stern. "Twine Health." Harvard Business School Teaching Note 618-055, March 2018.
  • 2013
  • Dissertation

Designing Freemium: A Model of Consumer Usage, Upgrade, and Referral Dynamics

By: Clarence Lee, Vineet Kumar and Sunil Gupta
Abstract. Over the past decade "freemium" (free + premium) has become the dominant business model among internet start-ups for its ability to acquire and monetize a large install-base with limited marketing resources. Freemium is a hybrid strategy where a firm offers... View Details
Keywords: Discrete-Continuous Choice Dynamic Structural Models; Bayesian Estimation; Word-of-Mouth; Digital Services; Freemium; Entrepreneurship; Business Model; Motivation and Incentives; Marketing Strategy; Internet and the Web; Consumer Behavior; Marketing Reference Programs; Business Startups
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Lee, Clarence, Vineet Kumar, and Sunil Gupta. "Designing Freemium: A Model of Consumer Usage, Upgrade, and Referral Dynamics." Diss., Harvard Business School, 2013. (Job Market Paper.)
  • April 2023 (Revised September 2023)
  • Case

Apple's iPhone Revolution: Pioneering the Circular Economy

By: George Serafeim
When asked to identify an example of a circular economy business model that has generated billions in revenues for a company, ChatGPT, the famous chatbot that in 2022 rocked the world with its ability to perform a variety of tasks, immediately identified and... View Details
Keywords: Iphone; Smartphone; Waste Management; Recycling; Innovation; Product Upgrade; Product Life Cycle; Sustainability; Climate Impact; Digital; Business Model Innovation; Climate Change; Information Technology; Business Model; Electronics Industry; Information Technology Industry
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Serafeim, George. "Apple's iPhone Revolution: Pioneering the Circular Economy." Harvard Business School Case 123-089, April 2023. (Revised September 2023.)
  • July 2020
  • Case

Kathy Fish at Procter & Gamble: Navigating Industry Disruption by Disrupting from Within

By: Emily Truelove, Linda A. Hill and Emily Tedards
When Kathy Fish, Procter & Gamble’s Chief Research, Development & Innovation Officer, and a 40-year company veteran, stepped into her role in 2014, she was concerned that the world’s leading consumer packaged goods company had lost its capability to produce a steady... View Details
Keywords: Female Protagonist; Organizational Change; Organizational Behavior; Culture Change; Digital; Innovation; Lean Startup; Experimentation; Metrics; Consumer Packaged Goods (CPG); Leadership; Leading Change; Change Management; Organizational Culture; Organizational Change and Adaptation; Disruption; Innovation and Invention; Digital Transformation
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Truelove, Emily, Linda A. Hill, and Emily Tedards. "Kathy Fish at Procter & Gamble: Navigating Industry Disruption by Disrupting from Within." Harvard Business School Case 421-012, July 2020.
  • November 2016 (Revised April 2018)
  • Case

reMarkable: e-Writing the Future

By: Elie Ofek and Curtis Hsu
Magnus Wanberg is the creator of reMarkable, a breakthrough e-writer device set apart from similar products on the market by having solved the frustrating “slow ink” problem typically experienced on pen-based electronic devices, thus providing a “pen and paper” like... View Details
Keywords: Entrepreneurial Marketing; Innovation Management; Go To Market Strategy; Marketing Plan; Target Market; Digital Devices; Consumer Electronics; Forecasting; Information Technology; Marketing Strategy; Innovation and Management; Marketing Channels; Entrepreneurship; Forecasting and Prediction; Product Marketing; Product Development; Electronics Industry
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Ofek, Elie, and Curtis Hsu. "reMarkable: e-Writing the Future." Harvard Business School Case 517-018, November 2016. (Revised April 2018.)
  • May 2021 (Revised May 2022)
  • Case

Headspace vs. Calm: A Mindful Competition

By: Ayelet Israeli and Anne Wilson
By 2021, the mindfulness app wars reached their apex. Over 2,000 meditation apps were available to consumers, but two apps, Headspace and Calm, dominated the space, jointly holding about 70% of the total market. Headspace had established itself as the approachable... View Details
Keywords: Marketing Communication; Integrated Strategy; Brand; Brand & Product Management; Brand Communication; Brand Differentiation; Brand Building; Brand Management; E-Commerce Strategy; Ecommerce; App; App Development; Applications; COVID; COVID-19; Pandemic; Pricing; Pricing Strategy; Subscription Model; Subscription; Partnerships; Strategic Partnerships; B2B Vs. B2C; B2B; Health & Wellness; Wellbeing; Digitization; Commoditization; Mobile App; Mobile App Industry; Mobile Healthcare; Mobile Marketing; Digital Brand; Digital Health; Consumer Health; Apps; Online Business; Online Competition; Online Community; Online Entertainment; Entertainment And Leisure; Meditation; Marketing; Marketing Communications; Brands and Branding; Price; Strategy; Competition; Competitive Strategy; Competitive Advantage; Partners and Partnerships; Health; Well-being; Mobile and Wireless Technology; Communication; Communication Strategy; Disruption; Consumer Behavior; Digital Marketing; E-commerce; Applications and Software; Health Industry; Technology Industry; Communications Industry; United States; North America; United Kingdom
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Israeli, Ayelet, and Anne Wilson. "Headspace vs. Calm: A Mindful Competition." Harvard Business School Case 521-102, May 2021. (Revised May 2022.)
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