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November 2019 (Revised May 2020)
Case

Collibra

By: Lynda M. Applegate, Jeffrey F. Rayport and Julia Kelley

Founded in 2008 at Vrije Universiteit Brussels, Collibra was a data intelligence company that found product-market fit in the years after the global financial crisis when many companies were under pressure from consumers and governments to improve their data management... View Details

October 2019
Case

Feeling Machines: Emotion AI at Affectiva

By: Shane Greenstein and John Masko

In 2016, Affectiva—a Boston-based emotion AI software company with a long track record of building emotion-sensing software for market research—had attempted to expand into new verticals by releasing a mobile software development kit (SDK) that downloaders could adapt... View Details

Keywords: Artificial Intelligence; Market Research; Business Model; Finance; Revenue; Decision Making; Risk and Uncertainty; Market Entry and Exit; Applications and Software; AI and Machine Learning; Information Technology Industry; Auto Industry; United States

2019
Working Paper

Intelligent Design of Inclusive Growth Strategies

By: Robert S. Kaplan, George Serafeim and Eduardo Tugendhat

Improving corporate engagement with society, as advocated in the Business Roundtable’s 2019 statement, should not be viewed as a zero-sum proposition where attention to new stakeholders detracts from delivering shareholder value. Corporate programs for sustainable and... View Details

Keywords: Inclusion; Sustainability; Performance Measures; Environmental Sustainability; Social Issues; Strategy; Governance; Corporate Social Responsibility and Impact; Business and Stakeholder Relations

October 2019 (Revised February 2023)
Case

Gupta Media: Performance Marketing in the Digital Age

By: V. Kasturi Rangan and Courtney Han

Gupta Media is a Digital Marketing firm started in 2005 that places advertisements and marketing promotions for its clients in digital media, mainly social media such as Facebook and Google. Over the years it had built its expertise in promoting music labels, artists... View Details

Keywords: Marketing; Digital Marketing; Performance; Measurement and Metrics; Social Media; Advertising Industry

October 2019
Case

Street Symphony: Making Human Connections Through Music

By: Rohit Deshpandé

To Vijay Gupta, music was sacred. A highly accomplished and renowned violinist with The Los Angeles Philharmonic, Gupta believed the act of making and performing music was a deeply spiritual practice — one that had the power to heal audiences and musicians... View Details

Keywords: Arts; Cultural Entrepreneurship; Nonprofit Organizations; Social Issues; Business and Community Relations; Music Entertainment; Human Needs; Music Industry; Los Angeles; California; United States

September 2019
Exercise

Difficult Conversations (A)

By: Shikhar Ghosh and Shweta Bagai

The exercises can be used as a follow-up to the Yesware (A) case (#816-039), or in conjunction with any case that involves replacing a founding team member (and/or providing feedback to a top executive). This is a role-playing exercise, and has been carried out in the... View Details

Keywords: Firing; Feedback; Founders; Culture; Values; Neuroscience; Business Startups; Organizational Culture; Resignation and Termination; Communication; Emotions; Trust; Human Resources; Entrepreneurship

September 2019
Exercise

Difficult Conversations (B)

By: Shikhar Ghosh and Shweta Bagai

The exercises can be used as a follow-up to the Yesware (A) case (#816-039), or in conjunction with any case that involves replacing a founding team member (and/or providing feedback to a top executive). This is a role-playing exercise, and has been carried out in the... View Details

Keywords: Firing; Feedback; Founders; Culture; Values; Neuroscience; Business Startups; Organizational Culture; Resignation and Termination; Communication; Emotions; Trust; Human Resources; Entrepreneurship

September 2019
Teaching Note

Boxed

By: Laura Huang and Andy Wu

Boxed.com (“Boxed”) is an ambitious e-commerce retailer start-up, founded by visionary CEO Chieh Huang in 2013. From starting in Huang’s garage in 2013, to winning Emerging E-Retailer of the Year in 2016, to having 4 operational distribution centers in 2018, Boxed used... View Details

Keywords: Entrepreneurial Management; Business Startups; Leadership; Strategy; Success; E-commerce; Retail Industry

2019
Book

Problem Solving: HBS Alumni Making a Difference in the World

By: Howard H. Stevenson, Russ Banham and Shirley Spence

Problem Solving is the culmination of four years of research conducted by a small project team from 2015 through 2018 in collaboration with HBS alumni, students, faculty, and staff. Its broad and deep knowledge base is derived from a survey of 13 MBA classes... View Details

Keywords: Harvard Business School; Alumni; Influence; Social Responsibility; Humanitarianism

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April 2019 (Revised June 2019)
Case

From Globalization to Dual Digital Transformation: CEO Thierry Breton Leading Atos Into 'Digital Shockwaves' (A)

By: Tsedal Neeley, JT Keller and James Barnett

Thierry Breton, chairman and CEO of IT company Atos, faced a pivotal juncture. After spending eight intense years scaling the company globally to over 100,000 employees in 70 countries, he was ready to take the next crucial step. Breton was convinced that rapid digital... View Details

Keywords: Dual Digital Transformation; Transformation; Disruption; Employees; Competency and Skills; Training; Decision Making; Digital Transformation

April 2019
Case

Boxed

By: Laura Huang, Andy Wu and Jiayi Bao

Boxed.com (“Boxed”) is an ambitious e-commerce retailer start-up, founded by visionary CEO Chieh Huang in 2013. From starting in Huang’s garage in 2013, to winning Emerging E-Retailer of the Year in 2016, to having 4 operational distribution centers in 2018, Boxed used... View Details

Keywords: Entrepreneurial Management; Business Startups; Leadership; Strategy; Success; E-commerce; Retail Industry

2019
Book

Fintech, Small Business & the American Dream: How Technology Is Transforming Lending and Shaping a New Era of Small Business Opportunity

By: Karen G. Mills

Fintech, Small Business & the American Dream describes the needs of small businesses for capital and demonstrates how technology—novel data sources, artificial intelligence, machine learning—will transform the small business lending market. This market has been... View Details

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January 2019
Case

Understanding the Brand Equity of Nestlé Crunch Bar: A Market Research Case

By: Jill Avery and Gerald Zaltman

In early 2018, Nestlé announced the sale of its U.S. candy-making division and a select collection of 20 of its confectionery brands, including the Nestlé Crunch Bar, to Ferrero SpA for $2.8 billion. Under the terms of the Nestlé acquisition, each of the purchased... View Details

Keywords: Brand Equity; Marketing; Market Research; Qualitative Research; Marketing Communication; Customer Satisfaction; Brands and Branding; Consumer Behavior; Marketing Communications; Marketing Strategy; Food and Beverage Industry; United States; North America; Italy

December 2018
Case

Choosy

By: Jeffrey J. Bussgang and Julia Kelley

Founded in 2017, Choosy is a data-driven fashion startup that uses algorithms to identify styles trending on social media. After manufacturing similar items using a China-based supply chain, Choosy sells them to consumers through its website and social media pages.... View Details

December 2018 (Revised October 2020)
Case

Shiseido: Reinvesting in Brand

By: Jill Avery and Nobuo Sato

Shiseido was in the midst of a six year corporate turnaround, trying to reverse the effects of decades of under-investment in R&D and marketing which had led to a cycle of declining customer support and brand value. Would the CEO’s VISION 2020 plan, centered on four... View Details

December 2018 (Revised August 2019)
Case

Super Bowl Storytelling

By: Shelle Santana and Jill Avery

The one day a year when consumers not only tolerate but actually eagerly anticipate ads is during the NFL's Super Bowl. In sharp contrast to their behavior on the other 364 days of the year, consumers watch an average of 89 commercials per Super Bowl game for an... View Details

Keywords: Television Advertising; Entertainment; Brand Management; Marketing; Marketing Strategy; Marketing Communications; Advertising; Television Entertainment; Brands and Branding; Media; Cost vs Benefits; Advertising Industry; Media and Broadcasting Industry; Sports Industry; United States; North America

November 2018 (Revised January 2022)
Case

JUUL and the Vaping Revolution

By: Michael W. Toffel, John Masko and Sarah Mehta

In late 2019, San Francisco-based electronic cigarette (e-cigarette) maker JUUL Labs (pronounced “jewel”) faced intense pressure. Sales of JUUL products exceeded $1 billion in 2018, dominating the e-cigarette category. While JUUL Labs’ stated goal was to help current... View Details

October 2018 (Revised July 2019)
Case

Sidewalk Labs: Privacy in a City Built from the Internet Up

By: Leslie K. John, Mitchell Weiss and Julia Kelley

Email mking@hbs.edu for a courtesy copy.

By the time Dan Doctoroff, CEO of Sidewalk Labs, began hosting a Reddit “Ask Me Anything” session in January 2018, he had only nine months remaining to convince the people... View Details

October 2018
Case

Shield AI

By: Mitchell Weiss and A.J. Steinlage

Shield AI’s quadcopter – with no pilot and no flight plan – could clear a building and outpace human warfighters by almost five minutes. This was not to say that it was better than the warfighters or would replace their jobs, but it was evidence that autonomous robots... View Details

September 2018
Article

Do Experts or Crowd-Based Models Produce More Bias? Evidence from Encyclopædia Britannica and Wikipedia

By: Shane Greenstein and Feng Zhu

Organizations today can use both crowds and experts to produce knowledge. While prior work compares the accuracy of crowd-produced and expert-produced knowledge, we compare bias in these two models in the context of contested knowledge, which involves subjective,... View Details

Keywords: Online Community; Collective Intelligence; Wisdom Of Crowds; Bias; Wikipedia; Britannica; Knowledge Production; Knowledge Sharing; Knowledge Dissemination; Prejudice and Bias

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