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      • 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
      Keywords: Brand Management; Brand Value; Turnaround; Brand Portfolio; Brand Communication; Global Brands; Digital Marketing; Return On Investment; Marketing ROI; Internet Marketing; Marketing; Marketing Strategy; Brands and Branding; Value; Growth and Development Strategy; Investment Return; Consumer Behavior; Beauty and Cosmetics Industry; Consumer Products Industry; Japan; Asia
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      Avery, Jill, and Nobuo Sato. "Shiseido: Reinvesting in Brand." Harvard Business School Case 519-026, December 2018. (Revised October 2020.)
      • December 2018
      • Article

      Improving Resilience Among Employees High in Depression, Anxiety, and Workplace Distress

      By: Allison L. Williams, Acacia C. Parks, Grace Cormier, Julia Stafford and A.V. Whillans
      Depression and anxiety are costly for both employees and employers, in terms of direct medical costs as well as costs stemming from lost productive time and missed days at work. Resilience training has been shown to improve workplace functioning for employees, which... View Details
      Keywords: Depression; Anxiety; Engagement; Resilience; Presenteeism; Employee Engagement; Mental Health; Employees; Emotions; Health; Internet and the Web; Performance Productivity
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      Williams, Allison L., Acacia C. Parks, Grace Cormier, Julia Stafford, and A.V. Whillans. "Improving Resilience Among Employees High in Depression, Anxiety, and Workplace Distress." International Journal of Management Research 9, nos. 1-2 (December 2018): 4–22.
      • November 2018
      • Case

      Komatsu Komtrax: Asset Tracking Meets Demand Forecasting

      By: Willy Shih, Paul Hong and YoungWon Park
      Komatsu's Komtrax system started as a way of remotely monitoring and tracking equipment for the purpose of improving operational efficiency. This case follows its evolution towards other uses including demand forecasting for its sales, marketing, and production... View Details
      Keywords: Big Data; Manufacturing; Manufacturing Industry; Data Strategy; Internet Of Things; Construction; Production; Analytics and Data Science; Strategy; Performance Efficiency; Forecasting and Prediction; Industrial Products Industry; Construction Industry; Japan
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      Shih, Willy, Paul Hong, and YoungWon Park. "Komatsu Komtrax: Asset Tracking Meets Demand Forecasting." Harvard Business School Case 619-022, November 2018.
      • 2018
      • Book

      The Fearless Organization: Creating Psychological Safety in the Workplace for Learning, Innovation, and Growth

      By: Amy C. Edmondson
      The Fearless Organization: Creating Psychological Safety in the Workplace for Learning, Innovation, and Growth offers practical guidance for teams and organizations who are serious about success in the modern economy. With so much riding on innovation,... View Details
      Keywords: Psychological Safety; Knowledge Economy; Teaming; Management; Organizational Culture; Innovation and Management; Learning
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      Edmondson, Amy C. The Fearless Organization: Creating Psychological Safety in the Workplace for Learning, Innovation, and Growth. Hoboken, NJ: John Wiley & Sons, 2018.
      • 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
      Keywords: Public Entrepreneurship; Govtech; CivicTech; Smart Cities; City Innovation; Government Innovation; Privacy; Sidewalk Labs; Dan Doctoroff; Entrepreneurship; Public Sector; Consumer Behavior; Governance; Business and Government Relations; Innovation and Invention; Technology Industry; Public Administration Industry; Transportation Industry; Real Estate Industry; Canada
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      John, Leslie K., Mitchell Weiss, and Julia Kelley. "Sidewalk Labs: Privacy in a City Built from the Internet Up." Harvard Business School Case 819-024, October 2018. (Revised July 2019.) (Email mking@hbs.edu for a courtesy copy.)
      • October 2018 (Revised August 2019)
      • Case

      Everybody Knows: Russia and the Election

      By: Rawi Abdelal, Rafael Di Tella and Galit Goldstein
      Following a contentious presidential race, Donald Trump’s 2016 election destabilized America’s status quo. Academics, journalists, politicians and the public at large examined why Trump had won. Many Americans, inside and outside the government, asserted that a... View Details
      Keywords: Strategic Industry; Strategic Alliances (Business); Business And Government; Business And Public Policy; Business And Society; Media Businesses; Media Content; Media Slant; Media Regulation; Internet Of Everything; Government Policy; Politics; Political Campaigns; Political Strategy; Political Turmoil; Government; Government Regulation; Security; International Business; International Relations; National Security; Political Elections; News; Media; Internet and the Web; Rights; Problems and Challenges; Globalization; Business and Community Relations; Business and Government Relations; Government Legislation; Risk and Uncertainty; Cognition and Thinking; Conflict and Resolution; Identity; Civil Society or Community; Culture; Public Opinion; Social Issues; War; Social Media; Public Administration Industry; United States; Russia
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      Abdelal, Rawi, Rafael Di Tella, and Galit Goldstein. "Everybody Knows: Russia and the Election." Harvard Business School Case 719-012, October 2018. (Revised August 2019.)
      • October 2018 (Revised July 2019)
      • Case

      BulkWhiz: Negotiating as a Startup Founder in the UAE

      By: Katherine Coffman, Christine Exley and Alpana Thapar
      This case follows Amira Rashad as she founds BulkWhiz, a Dubai-based buy-in-bulk grocery delivery platform. Following its launch in September 2017, BulkWhiz experiences rapid growth of 30 percent per month in the United Arab Emirates. Despite this initial success,... View Details
      Keywords: Entrepreneurial Management; Start-ups; Startup; Female Entrepreneur; Technology; Decision-making; Negotiations; Co-founders; Fundraising; Entrepreneurship; Business Startups; Management; Internet and the Web; Growth and Development Strategy; Decision Making; Negotiation; Expansion; E-commerce; Middle East; United Arab Emirates
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      Coffman, Katherine, Christine Exley, and Alpana Thapar. "BulkWhiz: Negotiating as a Startup Founder in the UAE." Harvard Business School Case 919-004, October 2018. (Revised July 2019.)
      • 2018
      • Working Paper

      Need for Speed: The Impact of Website Performance on Online Retail

      By: Santiago Gallino, Nil Karacaoglu and Antonio Moreno
      The share of e-commerce sales is rapidly increasing and so are the associated losses generated by website outages and slow websites. We leverage novel retail and website performance data to investigate the impact of website performance on online sales. This question is... View Details
      Keywords: Online Retail; Quasi-experiments; Abandonment; Synthetic Control; Internet and the Web; Performance; Service Operations
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      Gallino, Santiago, Nil Karacaoglu, and Antonio Moreno. "Need for Speed: The Impact of Website Performance on Online Retail." Working Paper, October 2018.
      • 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
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      Gallino, Santiago, and Antonio Moreno. "The Value of Fit Information in Online Retail: Evidence from a Randomized Field Experiment." Manufacturing & Service Operations Management 20, no. 4 (Fall 2018): 767–787.
      • September 2018 (Revised April 2019)
      • Case

      Sigfox: Building a Global IoT Network

      By: Rajiv Lal, Mette Fuglsang Hjortshoej and Emilie Billaud
      In 2018, Ludovic Le Moan and Christophe Fourtet, co-founders of the French tech startup Sigfox, reflected on the evolution of their venture and the way forward. Founded in 2009, Sigfox was a company that provided a global connectivity network for devices connected to... View Details
      Keywords: Internet Of Things; Business Startups; Entrepreneurship; Transition; Information Technology; Business Strategy; Internet and the Web; Technology Adoption; Technology Industry; Telecommunications Industry; France; Europe
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      Lal, Rajiv, Mette Fuglsang Hjortshoej, and Emilie Billaud. "Sigfox: Building a Global IoT Network." Harvard Business School Case 519-032, September 2018. (Revised April 2019.)
      • 2018
      • Working Paper

      The State of Open Source Server Software

      By: Shane Greenstein and Klaus Ackermann
      The study assembles new data to construct a census of worldwide web server use across the globe. We document a large concentration of investment in the United States, and a wide dispersion across scores of countries. We find tens of billions of dollars of unmeasured... View Details
      Keywords: Internet; Open Source; Internet and the Web; Policy; Open Source Distribution; Internet and the Web; Global Range
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      Greenstein, Shane, and Klaus Ackermann. "The State of Open Source Server Software." Working Paper, September 2018.
      • August 2018 (Revised June 2025)
      • Case

      Facebook—Can Ethics Scale in the Digital Age?

      By: George A. Riedel and Carin-Isabel Knoop
      Since its founding in 2004, Facebook has built a phenomenally successful business at global scale to become the fifth most valuable public company in the world. The revelation of Cambridge Analytica events in March 2018, where 78 million users' information was leaked... View Details
      Keywords: Facebook; Ethics; Corporate Social Responsibility and Impact; Business and Stakeholder Relations; Trust; Business Model; Corporate Accountability; Social Media
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      Riedel, George A., and Carin-Isabel Knoop. "Facebook—Can Ethics Scale in the Digital Age?" Harvard Business School Case 319-030, August 2018. (Revised June 2025.)
      • August 2018 (Revised October 2019)
      • Case

      C3.ai—Driven to Succeed

      By: Robert Simons and George Gonzalez
      CEO Tom Siebel navigates his artificial intelligence (ai) startup through a series of pivots, market expansions, and even an elephant attack to become a leading platform ad service provider. The case describes his unusual management approach emphasizing employee... View Details
      Keywords: Strategy Execution; Performance Measurement; Critical Performance Variables; Strategic Boundaries; Internet Of Things; Artificial Intelligence; Software Development; Big Data; Machine Learning; Business Startups; Management Style; Business Strategy; Performance; Measurement and Metrics; Organizational Culture; AI and Machine Learning; Digital Transformation; Applications and Software; Digital Marketing; Analytics and Data Science; Technology Industry; United States; California
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      Simons, Robert, and George Gonzalez. "C3.ai—Driven to Succeed." Harvard Business School Case 119-004, August 2018. (Revised October 2019.)
      • 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.)
      • August 2018 (Revised February 2023)
      • Case

      Hubble Contact Lenses: Data Driven Direct-to-Consumer Marketing

      By: Jill Avery and Ayelet Israeli
      As its Series A extension round approaches, the founders of Hubble, a subscription-based, social-media fueled, direct-to-consumer (DTC) brand of contact lenses, are reflecting on the marketing strategies that have taken them to a valuation of $200 million and debating... View Details
      Keywords: DTC; Direct To Consumer Marketing; Health Care; Mobile; Attribution; Experimentation; Experiments; Churn/retention; Customer Lifetime Value; Internet Marketing; Big Data; Analytics; A/B Testing; CRM; Advertising; Marketing; Marketing Channels; Marketing Strategy; Media; Brands and Branding; Marketing Communications; Digital Marketing; Consumer Behavior; Acquisition; Growth and Development Strategy; Customer Focus and Relationships; Social Media; E-commerce; Analytics and Data Science; Health Industry; Consumer Products Industry; United States; North America; Europe
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      Avery, Jill, and Ayelet Israeli. "Hubble Contact Lenses: Data Driven Direct-to-Consumer Marketing." Harvard Business School Case 519-011, August 2018. (Revised February 2023.)
      • July 2018 (Revised December 2018)
      • Case

      SOFWERX: Innovation at U.S. Special Operations Command

      By: Herman Leonard, Mitchell Weiss, Jin Hyun Paik and Kerry Herman
      James “Hondo” Geurts, the Acquisition Executive for U.S. Special Operations Command, was in the middle of his Senate confirmation hearing in 2017 to become Assistant Secretary of the Navy for Research, Development and Acquisition. The questions had a common theme: how... View Details
      Keywords: James Geurts; Innovation; Public Entrepreneurship; Open Innovation; Crowdsourcing; Contests; Prototyping; SOFWERX; Special Operations; SOCOM; Govtech; Procurement; FAR; EZ-Fly; Navy; Department Of Defense; Innovation and Invention; Innovation and Management; Innovation Leadership; Entrepreneurship; Public Sector; Acquisition; Public Administration Industry; United States
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      Leonard, Herman, Mitchell Weiss, Jin Hyun Paik, and Kerry Herman. "SOFWERX: Innovation at U.S. Special Operations Command." Harvard Business School Case 819-004, July 2018. (Revised December 2018.)
      • June 2018
      • Case

      American Airlines' Value Pricing (Abridged)

      By: Alvin J. Silk and Sunil Gupta
      This is an abridged version of the 1992 case where American Airlines (AA) launched "Value Pricing" in an attempt to simplify the pricing structure of the airline industry. AA expected that this plan would benefit not only consumers, but also AA and the entire airline... View Details
      Keywords: Consumer Marketing; Market Segmentation; Pricing; Pricing Strategy; Demand Analysis; Competition; Marketing; Segmentation; Price; Strategy; Demand and Consumers; Analysis; Air Transportation Industry
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      Silk, Alvin J., and Sunil Gupta. "American Airlines' Value Pricing (Abridged)." Harvard Business School Case 519-019, June 2018.
      • June 2018
      • Case

      The Grommet in 2018

      By: Lynda M. Applegate, Karen Gordon Mills and Lena Goldberg
      The Grommet, an online product launch platform, was at the brink of scaling its business. The Grommet's daily launch and sale of innovative consumer products, using personal videos created by product makers, had led to its initial success. In 2014, the company launched... View Details
      Keywords: Retail; Value Capture; Internet and the Web; Entrepreneurship; Product Launch; Value; Retail Industry
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      Applegate, Lynda M., Karen Gordon Mills, and Lena Goldberg. "The Grommet in 2018." Harvard Business School Case 818-132, June 2018.
      • June 2018 (Revised July 2023)
      • Case

      John Chambers, Cisco, and China: Upgrading a Golden Shield

      By: Geoffrey Jones and Emily Grandjean
      This case examines the role of Cisco led by John Chambers in facilitating web filtering in China. It begins by tracing the origins of Cisco as a pioneer of networking equipment. John Chambers, who had worked as a sales manager at IBM and Wang Laboratories, joined Cisco... View Details
      Keywords: Cisco; Internet and the Web; Governance Controls; Ethics; Rights; Corporate Social Responsibility and Impact; Technology Industry; China
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      Jones, Geoffrey, and Emily Grandjean. "John Chambers, Cisco, and China: Upgrading a Golden Shield." Harvard Business School Case 318-158, June 2018. (Revised July 2023.)
      • June 2018
      • Article

      Personal and Social Usage: The Origins of Active Customers and Ways to Keep Them Engaged

      By: Clarence Lee, Elie Ofek and Thomas Steenburgh
      We study how digital service firms can develop an active customer base, focusing on two questions. First, how does the way that customers use the service postadoption to meet their own needs (personal usage) and to interact with one another (social usage) vary across... View Details
      Keywords: Customer Engagement; Adoption Routes; Word-of-Mouth; Digital Marketing; Bayesian Estimation; Customers; Communication; Consumer Behavior; Marketing; Internet and the Web; Analytics and Data Science
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      Lee, Clarence, Elie Ofek, and Thomas Steenburgh. "Personal and Social Usage: The Origins of Active Customers and Ways to Keep Them Engaged." Management Science 64, no. 6 (June 2018): 2473–2495. (Lead Article.)
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