Publications

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

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

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

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

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

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

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

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

01 Sep 2020
News

Action Plan: Finding Fluency

Photo courtesy of Cammie Dunaway Photo courtesy of Cammie Dunaway Every day of 2020, Cammie Dunaway (MBA 1990) has practiced her French using the Duolingo app. “It is something positive I can do for myself,” Dunaway says of the hobby she has maintained throughout... View Details

Keywords: April White; foreign language; education and technology; digital marketing; change management; COVID-19; Educational Services

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

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

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

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

November 2017 (Revised October 2018)
Case

Brandless: Disrupting Consumer Packaged Goods

By: Jill Avery

Brandless, an online direct-to-consumer seller of upscale private-label consumer packaged goods, offered consumers a limited assortment of values-conscious products delivered directly to their homes with the simplicity of one fixed $3 price point that promised an... View Details

20 Sep 2019
HBS Seminar

Morgan Frank (Postdoc Assoc affiliated with the Human Dynamics research group at the Media Laboratory, the Institute for Data, Systems, and Society (IDSS), and the Initiative for the Digital Economy (IDE) at the Massachusetts Institute of Technology. Also, IDSS, IDE, BWH

March 17, 2021
Other Article

Beyond Pajamas: Sizing Up the Pandemic Shopper

By: Ayelet Israeli, Eva Ascarza and Laura Castrillo

A first look at how the COVID-19 pandemic impacted e-commerce apparel shopping in the US and the UK. Extensive analysis and interactive graphics utilizing millions of transactions.
While the pandemic is still playing out, our preliminary investigations... View Details

Read Now

Fall 2018
Article

The Value of Fit Information in Online Retail: Evidence from a Randomized Field Experiment

By: Santiago Gallino and Antonio Moreno

Online channels generate frictions when selling products with nondigital attributes, such as apparel. Customers may be reluctant to purchase products they have not been able to try on, and those customers who do purchase may return products when they do not fit as... View Details

Keywords: Supply Chain Information; Fit Uncertainty; Online Retail; Randomized Field Experiment; Virtual Fitting Room; Digital Retail; Customization and Personalization; Internet and the Web; Value; Performance Improvement; Apparel and Accessories Industry; Retail Industry

Find at Harvard

October 2019
Case

Leading Bank Leumi into the Future

By: Joshua D. Margolis, Allison M. Ciechanover, Nicole Keller and Danielle Golan

An unlikely but highly effective leader of a traditional bank, Rakefet Russak-Aminoach, simultaneously leads a classic change effort and an unconventional effort to innovate. She focuses her initial energy on making the bank more efficient in the face of industry... View Details

April 2022
Supplement

Mastercard Labs (B)

By: Linda A. Hill, Sunil Gupta, Emily Tedards and Julia Kelley

When Ajaypal (Ajay) Banga became the CEO of Mastercard in 2010, digital technologies were on the rise, and innovation needed to become a strategic imperative at the company. Banga tasked Garry Lyons, who had joined Mastercard through the 2009 acquisition of Orbiscom,... View Details