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      • November–December 2018
      • Article

      Online Network Revenue Management Using Thompson Sampling

      By: Kris J. Ferreira, David Simchi-Levi and He Wang
      We consider a network revenue management problem where an online retailer aims to maximize revenue from multiple products with limited inventory constraints. As common in practice, the retailer does not know the consumer's purchase probability at each price and must... View Details
      Keywords: Online Marketing; Revenue Management; Revenue; Management; Marketing; Internet and the Web; Price; Mathematical Methods
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      Ferreira, Kris J., David Simchi-Levi, and He Wang. "Online Network Revenue Management Using Thompson Sampling." Operations Research 66, no. 6 (November–December 2018): 1586–1602.
      • 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 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.)
      • 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.)
      • 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 January 2020)
      • Case

      Voice War: Hey Google vs. Alexa vs. Siri

      By: David B. Yoffie, Liang Wu, Jodie Sweitzer, Denzil Eden and Karan Ahuja
      By early 2018, voice-controlled intelligent assistants had become a major new front in the battle between the giants of the technology sector. "Voice War" focuses on Alphabet’s strategy for Google Assistant, its entrant in the voice assistant space, and asks how the... View Details
      Keywords: Alphabet; Amazon; Apple; Strategy; Technology; Intelligent Assistants; Smart Speaker; Voice Assistants; Voice; Platform; Technology Adoption; Digital Platforms; Competitive Strategy; Product Positioning; Technology Industry
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      Yoffie, David B., Liang Wu, Jodie Sweitzer, Denzil Eden, and Karan Ahuja. "Voice War: Hey Google vs. Alexa vs. Siri." Harvard Business School Case 718-519, June 2018. (Revised January 2020.)
      • 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.)
      • May 2018 (Revised February 2019)
      • Case

      The Powers That Be (Internet Edition): Google, Apple, Facebook, Amazon, and Microsoft

      By: Jeffrey F. Rayport, Julia Kelley and Nathaniel Schwalb
      As of early 2018, five U.S. technology companies—Google, Apple, Facebook, Amazon, and Microsoft—were among the largest companies in the world. Similarly, three Chinese technology firms—Baidu, Alibaba, and Tencent, or BAT—had emerged as global players due in part to the... View Details
      Keywords: Internet and the Web; Business Ventures; Customers; Analytics and Data Science; Safety; Corporate Strategy; Competitive Strategy; Technology Industry
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      Rayport, Jeffrey F., Julia Kelley, and Nathaniel Schwalb. "The Powers That Be (Internet Edition): Google, Apple, Facebook, Amazon, and Microsoft." Harvard Business School Case 818-111, May 2018. (Revised February 2019.)
      • May 2018 (Revised September 2018)
      • Case

      BuzzFeed—What Future for Native Advertising and Branded Content?

      By: Felix Oberholzer-Gee
      Jonah Peretti, CEO of digital publishing company BuzzFeed, needs to decide how to respond to Facebook’s announcement that it would prioritize posts from friends over content from publishers. View Details
      Keywords: Information Publishing; Internet and the Web; Digital Marketing; Problems and Challenges; Business Model; Strategy; Publishing Industry; Technology Industry; United States
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      Oberholzer-Gee, Felix. "BuzzFeed—What Future for Native Advertising and Branded Content?" Harvard Business School Case 718-511, May 2018. (Revised September 2018.)
      • May 2018 (Revised July 2018)
      • Supplement

      EY China (B): An Emerging Giant

      By: Ashish Nanda, Das Narayandas and Lisa Rohrer
      The case outlines how regional managing partner (RMP) Albert Ng steered Ernst & Young (EY) China through a period of significant growth from 2009, when it was the smallest of the Big Four firms in China, to 2017, by when it had become the second largest firm. Partners... View Details
      Keywords: Professional Services; International Management; Big Four; Strategy And Execution; Emerging Market; Strategy; Growth Management; Leadership; Global Range; Emerging Markets; Competitive Strategy; Accounting Industry; China
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      Nanda, Ashish, Das Narayandas, and Lisa Rohrer. "EY China (B): An Emerging Giant." Harvard Business School Supplement 718-465, May 2018. (Revised July 2018.)
      • April 2018 (Revised May 2018)
      • Teaching Note

      Haier: Incubating Entrepreneurs in a Chinese Giant

      By: Rosabeth Moss Kanter and Jonathan Cohen
      This Teaching Note helps instructors teach the HBS case, “Haier: Incubating Entrepreneurs in a Chinese Giant,” (HBS No. 318-104) presenting analysis of the case and a teaching plan to guide classroom discussions. View Details
      Keywords: Entrepreneurial Ecosystems; Entrepreneurs; Entrepreneurial Ventures; Innovation; Scaling; Global Corporate Cultures; Global; Cultural Context; Mainstream; Platform Strategies; Ecosystem; Digital; Internet Of Things; Business Model; Change Management; Disruption; Global Strategy; Entrepreneurship; Innovation and Invention; Innovation and Management; Innovation Strategy; Leading Change; Business Strategy; China
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      Kanter, Rosabeth Moss, and Jonathan Cohen. "Haier: Incubating Entrepreneurs in a Chinese Giant." Harvard Business School Teaching Note 318-140, April 2018. (Revised May 2018.)
      • April 2018
      • Supplement

      Flipkart (B): The Ongoing Battle for India's E-Commerce Market

      By: Sunil Gupta, Das Narayandas and Rachna Tahilyani
      In 2017, both Flipkart and Amazon claimed leadership position in India's recently concluded key annual festive season sale, but it was too early to declare victory. Amazon continues to invest heavily in India. Competition from newer players is increasing. Media reports... View Details
      Keywords: Digital Platforms; Internet and the Web; Competition; Retail Industry; India
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      Gupta, Sunil, Das Narayandas, and Rachna Tahilyani. "Flipkart (B): The Ongoing Battle for India's E-Commerce Market." Harvard Business School Supplement 518-097, April 2018.
      • April 2018
      • Teaching Plan

      NBCUniversal Telemundo: Transforming Latino Television

      By: Henry McGee
      Teaching Plan for HBS No. 318-018. View Details
      Keywords: Television Industry; Television Advertising; Broadcasting; Telecommunications; Internet; Digital Marketing; Telecommunications Industry; Media and Broadcasting Industry; Miami
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      McGee, Henry. "NBCUniversal Telemundo: Transforming Latino Television." Harvard Business School Teaching Plan 318-073, April 2018.
      • March 2018 (Revised July 2018)
      • Case

      Cadre

      By: Thomas R. Eisenmann, Scott Duke Kominers and David Lane
      Late in 2017, CEO Ryan Williams and his team debated whether Cadre should become not only a technology-enabled investment manager, but also an online trading exchange providing high levels of liquidity for investors in commercial real estate (CRE) equity. Cadre was a... View Details
      Keywords: "Cadre,"; Entrepreneurship; Market Design; Digital Platforms; Strategy; Internet and the Web; Private Equity; Financial Services Industry; Real Estate Industry; United States
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      Eisenmann, Thomas R., Scott Duke Kominers, and David Lane. "Cadre." Harvard Business School Case 818-058, March 2018. (Revised July 2018.)
      • March 2018
      • Supplement

      China Vanke: Battle for Control (D)

      By: Lynn S. Paine, Charles C.Y. Wang, Dawn H. Lau and Anthony K. Woo
      In the battle for control over China Vanke, the Chinese securities regulator steps in to censure Vanke and Baoneng for acting against the interests of the market and minority shareholders. The Chinese insurance regulator also finds Baoneng to be in violation of... View Details
      Keywords: Corporate Governance; Governing Rules, Regulations, and Reforms; Governing and Advisory Boards; Business and Shareholder Relations; Conflict and Resolution; Real Estate Industry; China
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      Paine, Lynn S., Charles C.Y. Wang, Dawn H. Lau, and Anthony K. Woo. "China Vanke: Battle for Control (D)." Harvard Business School Supplement 318-120, March 2018.
      • March 2018
      • Case

      IBM: Watson and the Internet of Things

      By: Rajiv Lal and Scott Johnson
      IBM has recently launched a business unit devoted to the Internet of Things. The group's leadership team needs to figure out the best way to quickly scale its business in a fragmented and nascent market. View Details
      Keywords: IBM; Internet Of Things; Watson; Artificial Intelligence; Internet and the Web; Applications and Software; Mobile and Wireless Technology; Growth and Development Strategy; Emerging Markets; AI and Machine Learning; Technology Industry
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      Lal, Rajiv, and Scott Johnson. "IBM: Watson and the Internet of Things." Harvard Business School Case 518-027, March 2018.
      • March 2018
      • Case

      Lufax: FinTech and the Transformation of Wealth Management in China

      By: Christopher J. Malloy, Lauren H. Cohen and Anthony K. Woo
      This case examines the rise and competitive positioning of Lufax, an online marketplace headquartered in Shanghai, China, and a pioneer in the origination and trading of financial assets. The company had grown at a remarkable rate, and was awarded “Trading Platform of... View Details
      Keywords: Asset Management; Internet and the Web; Competitive Strategy; Situation or Environment; Product Positioning; Financial Services Industry; China
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      Malloy, Christopher J., Lauren H. Cohen, and Anthony K. Woo. "Lufax: FinTech and the Transformation of Wealth Management in China." Harvard Business School Case 218-088, March 2018.
      • February 2018
      • Case

      EmQuest: Travel Distribution in the Digital Era

      By: Karim R. Lakhani and Gamze Yucaoglu
      EmQuest, Emirates Group’s travel distribution company, must decide what to do with its contract with the global distribution system it uses, Sabre. Since its founding in 1988, EmQuest was servicing travel agents in the MENA region by providing a connection to over 400... View Details
      Keywords: UAE; Decision; Business Model; Competitive Strategy; Growth and Development Strategy; Decision Choices and Conditions; Business Strategy; Value Creation; Change Management; Emerging Markets; For-Profit Firms; Competitive Advantage; Travel Industry; United Arab Emirates
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      Lakhani, Karim R., and Gamze Yucaoglu. "EmQuest: Travel Distribution in the Digital Era." Harvard Business School Case 618-040, February 2018.
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