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November 2022 (Revised March 2024)
Case

Replika AI: Monetizing a Chatbot

By: Julian De Freitas and Nicole Tempest Keller

In early 2018, Eugenia Kuyda, co-founder and CEO of San Francisco-based chatbot Replika AI, was deciding how to monetize the app she had built. Launched in 2017, Replika was a consumer AI “companion app” developed by a team of AI software engineers originally based in... View Details

Keywords: Mental Health; Subscriber Models; TAM; Monetization Strategy; Marketing Strategy; Product Marketing; AI and Machine Learning; Applications and Software; Product Positioning; Health Disorders; Technology Industry

October 2022 (Revised June 2024)
Case

Driving Decarbonization at BMW

By: Shirley Lu, George Serafeim and Michael W. Toffel

The case describes BMW’s electrification and decarbonization strategy, and how the company measured carbon emissions throughout the life cycle of its vehicles and used tools like carbon abatement cost curves to evaluate decarbonization opportunities. In mid-2022,... View Details

October 2022
Case

Beam Dental (A)

By: Rembrand Koning and Alicia Dadlani

In May 2014, Alex Frommeyer, cofounder and CEO of Kentucky-based Beam Dental, a seed-stage startup that developed connected toothbrushes that tracked brushing habits, needed to decide which strategy to pitch to a venture capital firm. The first pitch deck played to the... View Details

Keywords: Business Startups; Business Strategy; Entrepreneurship; Financing and Loans; Presentations; Product Development; Insurance Industry; United States; Kentucky; Ohio

August 2022
Case

Meaningful Gigs

By: Brian Trelstad and Rachel Philbin

In October 2020, just a year after founding their company Meaningful Gigs, founders Ronnie Kwesi Coleman and Stephanie Nachemja-Burton prepared for a vital investment meeting with Rethink Education. They had already reached $400,000 in annually recurring revenue (ARR)... View Details

Keywords: Venture Capital; Growth and Development Strategy; Revenue; Education Industry; Technology Industry; Africa; United States

March 2022 (Revised July 2022)
Teaching Note

Camera IQ and the Metaverse: Building Augmented Reality Brand Experiences

Camera IQ, a camera marketing software company that empowered brands to create and launch augmented reality experiences (AREs) across social platforms, had just raised an additional $5 million to fund further product development and expand its marketing and sales... View Details

March 2022 (Revised January 2023)
Case

Innovation at Moog Inc.

By: Brian J. Hall, Ashley V. Whillans, Davis Heniford, Dominika Randle and Caroline Witten

This case focuses on the challenges of incentivizing innovation within Moog, an engineering company based in New York state that designs and builds guidance systems for space, air, and land-based travel. The case enables students to grapple with the challenges of using... View Details

January 2022 (Revised August 2022)
Case

Geely SEA: New Electric Vehicle Platforms

By: Willy C. Shih and Shu Lin

Kent Bovellan, the Chief Engineer and Head of the Vehicle Architecture Center for Geely Holding, the Hangzhou, China headquartered global automotive group, was debating the platform choice for an upcoming "D" segment midsized battery electric vehicle (BEV). He had led... View Details

Keywords: Product Innovation; Product Architecture; Product Engineering; Platform Design; Platform Strategy; Information Infrastructure; Digital Platforms; Information Technology; Product Design; Product Development; Cost Management; Decision Making; Competitive Strategy; Industry Structures; Auto Industry; China; Sweden

November 2021 (Revised May 2022)
Case

QuantumScape's Mission to Revolutionize Energy Storage for a Sustainable Future

By: William A. Sahlman, Allison M. Ciechanover and Jeff Huizinga

QuantumScape CEO Jagdeep Singh juggles the many activities required to lead the next-generation battery pioneer. Founded in 2010, QuantumScape’s mission was to develop new “solid-state” car batteries that would improve upon traditional lithium-ion batteries in key... View Details

Keywords: Batteries; Electric Vehicles; SPACs; Innovation and Management; Technological Innovation; Science-Based Business; Environmental Sustainability; Auto Industry; Energy Industry; California; San Jose

September 2021 (Revised December 2023)
Case

On the Bubble: Startup Bootstrapping

By: Jeffrey J. Bussgang, Tom Quinn and Annelena Lobb

Bubble was a software company in the low-code/no-code market, making tools that allowed users without traditional programming backgrounds or technical skills to build software. The case covers cofounder Joshua Haas’s engineering background, as he experienced a high... View Details

2021
Working Paper

Multi-location Workers in Multinational Firms? Tradeoffs in Contextual Specialization of Employees and Organizational Outcomes

By: Hise O. Gibson, Ryan W. Buell and Prithwiraj Choudhury

We study how “contextual specialization,” the act of focusing workers’ organizational tasks within a particular locational context, and “contextual non-specialization,” the practice of diversifying workers’ organizational tasks among multiple locational contexts,... View Details

Keywords: Talent and Talent Management; Performance; Experience and Expertise; Selection and Staffing; Strength and Weakness; Personal Development and Career

August 2021 (Revised March 2022)
Case

Camera IQ and the Metaverse: Building Augmented Reality Brand Experiences

By: Jill Avery and Rayan Nahas

Camera IQ, a camera marketing software company that empowered brands to create and launch augmented reality experiences (AREs) across social platforms, had just raised an additional $5 million to fund further product development and expand its marketing and sales... View Details

2021
Working Paper

The Value of Data and Its Impact on Competition

By: Marco Iansiti

Common regulatory perspective on the relationship between data, value, and competition in online platforms has increasingly centered on the volume of data accumulated by incumbent firms. This view posits the existence of "data network effects," where more data leads to... View Details

Keywords: Online Platforms; Data Network Effects; Analytics and Data Science; Value; Competition; Digital Platforms

June 2021
Article

Engineering Serendipity: When Does Knowledge Sharing Lead to Knowledge Production?

By: Jacqueline N. Lane, Ina Ganguli, Patrick Gaule, Eva C. Guinan and Karim R. Lakhani

We investigate how knowledge similarity between two individuals is systematically related to the likelihood that a serendipitous encounter results in knowledge production. We conduct a natural field experiment at a medical research symposium, where we exogenously... View Details

Keywords: Cognitive Similarity; Innovation; Knowledge Production; Natural Field Experiment; Knowledge Acquisition; Knowledge Sharing; Relationships

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April 2021 (Revised June 2021)
Case

IBM: Design Thinking

By: Srikant M. Datar, Amram Migdal and Paul Hamilton

This case describes the 2012-2020 effort at IBM to implement design thinking throughout the company and hire thousands of designers to serve on every product team alongside technical engineers and developers and product managers. IBM’s design transformation is told... View Details

Keywords: Business Ventures; Business Divisions; Business Units; Business Organization; Change; Change Management; Transformation; Competency and Skills; Talent and Talent Management; Design; Human Resources; Recruitment; Selection and Staffing; Innovation and Invention; Collaborative Innovation and Invention; Innovation and Management; Innovation Strategy; Jobs and Positions; Job Design and Levels; Leading Change; Management; Business or Company Management; Goals and Objectives; Management Practices and Processes; Operations; Product; Product Design; Product Development; Organizations; Business Processes; Organizational Change and Adaptation; Organizational Design; Organizational Structure; Strategy; Adaptation; Adoption; Technological Innovation; Information Infrastructure; Information Technology; Technology Industry; Information Technology Industry; United States

2021
Working Paper

First Law of Motion: Influencer Video Advertising on TikTok

By: Jeremy Yang, Juanjuan Zhang and Yuhan Zhang

This paper engineers an intuitive feature that is predictive of the causal effect of influencer video advertising on product sales. We propose the concept of m-score, a summary statistic that captures the extent to which a product is advertised in the most engaging... View Details

Keywords: Influencer Advertising; Video Advertising; Computer Vision; Machine Learning; Advertising; Online Technology

February 2021
Article

Platform Diffusion at Temporary Gatherings: Social Coordination and Ecosystem Emergence

By: Tommy Pan Fang, Andy Wu and David R. Clough

Software platforms create value by cultivating an ecosystem of complementary products and services. Existing explanations for how a prospective complementor chooses platforms to join assume the complementor has rich information about the range of available platforms.... View Details

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September 2020
Teaching Note

TransDigm in 2017: The Beginning of the End or the End of the Beginning?

By: Benjamin C. Esty and Daniel Fisher

Teaching Note for HBS Case No. 720-422. TransDigm was a highly acquisitive company that manufactured a wide range of highly engineered aerospace parts for both military and commercial customers. Over the ten years ending in 2016, its stock price had increase ten times,... View Details

2020
Other Teaching and Training Material

Leading the Charge: A Podcase about Product Management at Opower

By: Jeffrey Rayport and John J. Lafkas

The Opower podcase materials contain audio from professor Jeffrey Rayport's interview with Ben Foster, the former vice president of product management at Opower, and more recently the co-founder of Prodify. In the podcase, Ben discusses how product management works in... View Details

Keywords: Product; Management; Growth and Development Strategy; Customization and Personalization; Conflict Management; Software

May 2020 (Revised June 2020)
Case

TransDigm's Acquisition and Integration of Arkwin Industries

By: Benjamin C. Esty and Daniel W. Fisher

In May 2013, TransDigm, a company that manufactured a wide range of highly engineered aerospace parts for both military and civilian aircraft, announced it was buying Arkwin Industries for $286 million in cash (3 times Arkwin’s sales of $91 million). Having acquired... View Details

Keywords: Business Model; Value Creation; Strategy; Acquisition; Integration; Talent and Talent Management; Aerospace Industry

April 2020 (Revised April 2023)
Supplement

TransDigm in 2017: The Beginning of the End or the End of the Beginning?

By: Benjamin C. Esty and Daniel Fisher

TransDigm was a highly acquisitive company that manufactured a wide range of highly engineered aerospace parts for both military and commercial customers. Over the ten years ending in 2016, its stock price had increase ten times, and both EBITDA and revenues had grown... View Details

Keywords: Acquisition; Ethics; Private Equity; Financial Strategy; Growth Management; Performance Evaluation; Business Strategy; Competitive Strategy; Horizontal Integration; Value Creation; Competitive Advantage; Aerospace Industry; Air Transportation Industry; United States

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