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      • February 2021 (Revised May 2021)
      • Case

      SafeGraph: Selling Data as a Service

      By: Ramana Nanda, Abhishek Nagaraj and Allison Ciechanover
      Set in January 2021, the CEO of SafeGraph, a four-year-old startup that sold Data as a Service, looked to the future. His aim was to become the most trusted source for data about a physical place. The company provided points of interest (POI) and foot traffic data on... View Details
      Keywords: Data As A Service; Monetization; Pricing; Business Startups; Analytics and Data Science; Consumer Behavior; Analysis; Business Model; Health Pandemics; Information Industry; United States
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      Nanda, Ramana, Abhishek Nagaraj, and Allison Ciechanover. "SafeGraph: Selling Data as a Service." Harvard Business School Case 821-082, February 2021. (Revised May 2021.)
      • September 2020
      • Case

      Drinkworks: Home Bar by Keurig

      By: Sunil Gupta, Jonathan Levav and Julia Kelley
      In the summer of 2018, Drinkworks CEO Nathaniel Davis needed to make a number of go-to-market decisions ahead of his company’s upcoming product launch. Formed through a joint venture between Keurig Dr. Pepper and Anheuser-Busch InBev, Drinkworks had developed an... View Details
      Keywords: Marketing; Marketing Strategy; Product Marketing; Product Launch; Product Positioning; Markets; Bids and Bidding; Demand and Consumers; Consumer Behavior; Market Design; Distribution; Distribution Channels; Product; Product Design; Product Development; Business Model; Customers; Customer Value and Value Chain; Decision Making; Decisions; Goods and Commodities; Innovation and Invention; Technological Innovation; Business or Company Management; Growth and Development Strategy; Research; Research and Development; Strategy; Adoption; Competitive Advantage; Segmentation; Information Technology; Information Infrastructure; Value; Value Creation; Food and Beverage Industry; Consumer Products Industry; North and Central America; United States
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      Gupta, Sunil, Jonathan Levav, and Julia Kelley. "Drinkworks: Home Bar by Keurig." Harvard Business School Case 521-010, September 2020.
      • June 2020
      • Background Note

      Customer Management Dynamics and Cohort Analysis

      By: Elie Ofek, Barak Libai and Eitan Muller
      The digital revolution has allowed companies to amass considerable amounts of data on their customers. Using this information to generate actionable insights is fast becoming a critical skill that firms must master if they wish to effectively compete and win in today’s... View Details
      Keywords: Cohort Analysis; Customers; Analytics and Data Science; Segmentation; Analysis; Customer Value and Value Chain
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      Ofek, Elie, Barak Libai, and Eitan Muller. "Customer Management Dynamics and Cohort Analysis." Harvard Business School Background Note 520-122, June 2020.
      • June 2020
      • Teaching Note

      Armarium: Luxury Fashion Brands for Rent

      By: Jill Avery and David Fubini
      Armarium, a two-sided digital platform that offered consumers the opportunity to rent the most coveted, current season high fashion clothing and accessories from the top global luxury brands, had emerged from its first sales season with two distinct customer segments:... View Details
      Keywords: Luxury Brand; Fashion; Sharing Economy; Two-sided Marketplace; Target Market; Customer Selection; Marketing; Brands and Branding; Luxury; Two-Sided Platforms; Business Model; Growth and Development Strategy; Customer Value and Value Chain; Fashion Industry; Consumer Products Industry; United States; North America
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      Avery, Jill, and David Fubini. "Armarium: Luxury Fashion Brands for Rent." Harvard Business School Teaching Note 520-108, June 2020.
      • March 2020
      • Teaching Note

      onefinestay: Building a Luxury Experience in the Sharing Economy

      By: Jill Avery and Anat Keinan
      onefinestay was a two-sided marketplace that offered high-end home rentals to travelers who sought a more authentic and local experience than a typical upscale hotel might provide. After five years of rapid growth, it was time to do a comprehensive analysis of the... View Details
      Keywords: Two-sided Marketplace; Two-sided Market; Hospitality Industry; Hotels; Luxury Brand; Sharing Economy; Startup; Scaling; Growth; Customer Segmentation; Brand Positioning; Marketing; Marketing Strategy; Brands and Branding; Luxury; Entrepreneurship; Business Startups; Business Model; Venture Capital; Customers; Segmentation; Growth and Development Strategy; Travel Industry; Tourism Industry; Accommodations Industry; United Kingdom; London; Europe
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      Avery, Jill, and Anat Keinan. "onefinestay: Building a Luxury Experience in the Sharing Economy." Harvard Business School Teaching Note 520-092, March 2020.
      • January 2020
      • Case

      Banorte Móvil: Data-Driven Mobile Growth

      By: Ayelet Israeli, Carla Larangeira and Mariana Cal
      In mid-2019, Carlos Hank was deliberating over the results for Banorte Móvil—the mobile application for Banorte, Mexico’s most profitable and second-largest financial institution. Hank, who had been appointed as Banorte´s Chairman of the Board in January 2015, had... View Details
      Keywords: Data Analytics; Customer Lifetime Value; Financial Institutions; Mobile and Wireless Technology; Growth and Development Strategy; Customers; Technology Adoption; Communication Strategy; Banking Industry; Mexico; Latin America
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      Israeli, Ayelet, Carla Larangeira, and Mariana Cal. "Banorte Móvil: Data-Driven Mobile Growth." Harvard Business School Case 520-068, January 2020.
      • November 2019 (Revised April 2020)
      • Case

      Away: Scaling a DTC Travel Brand

      By: Jill Avery and Joseph B. Fuller
      Away, a direct-to-consumer, digital native e-commerce seller of travel luggage, is debating how to invest its latest round of venture funding. How quickly could and should Away scale and what were the most promising growth trajectories to maximize its potential? Three... View Details
      Keywords: Brand Management; DTC; Brand Extension; Lifestyle Brand; Customer Segmentation; Retailing; Scaling And Growth; Startup; Brands and Branding; Marketing; Marketing Strategy; Marketing Channels; Entrepreneurship; Venture Capital; Consumer Behavior; Growth and Development Strategy; Business Startups; E-commerce; Consumer Products Industry; Travel Industry; United States; North America
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      Avery, Jill, and Joseph B. Fuller. "Away: Scaling a DTC Travel Brand." Harvard Business School Case 520-051, November 2019. (Revised April 2020.)
      • November 2019
      • Case

      DeepMap: Charting the Road Ahead for Autonomous Vehicles

      By: Shane Greenstein and Nicole Tempest Keller
      Founded in 2016, DeepMap developed high definition (HD) mapping software and localization services for Level 4+ autonomous vehicles. Traditional navigational maps were accurate to a few meters, which was sufficient for drivers but not for machine-driven vehicles that... View Details
      Keywords: Mapping Software; Autonomous Vehicles; Business Startups; Applications and Software; Technological Innovation; Technology Adoption; Service Delivery; Global Range; Resource Allocation; Strategic Planning; Technology Industry; Auto Industry
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      Greenstein, Shane, and Nicole Tempest Keller. "DeepMap: Charting the Road Ahead for Autonomous Vehicles." Harvard Business School Case 620-047, November 2019.
      • October 2019
      • Case

      China Merchants Bank: Ushering in the Era of Family Office in China

      By: Lauren Cohen, Hao Gao, Billy Chan and Dawn H. Lau
      China Merchants Bank, the sixth-largest lender in China, intends to boost its family office business as a result of an increase in the population of ultra-high net worth individuals. Already ranked China’s number-one private bank with AUM exceeding US$300 billion, the... View Details
      Keywords: Family Office; Strategy; Banks and Banking; Organizational Design; Competitive Strategy; Banking Industry; China
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      Cohen, Lauren, Hao Gao, Billy Chan, and Dawn H. Lau. "China Merchants Bank: Ushering in the Era of Family Office in China." Harvard Business School Case 220-032, October 2019.
      • April 2019
      • Article

      Internalizing Global Value Chains: A Firm-Level Analysis

      By: Laura Alfaro, Pol Antràs, Davin Chor and Paola Conconi
      In recent decades, advances in information and communication technology and falling trade barriers have led firms to retain within their boundaries and in their domestic economies only a subset of their production stages. A key decision facing firms worldwide is the... View Details
      Keywords: Global Value Chains; Sequential Production; Incomplete Contracts; Demand and Consumers; Customer Value and Value Chain; Globalization
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      Alfaro, Laura, Pol Antràs, Davin Chor, and Paola Conconi. "Internalizing Global Value Chains: A Firm-Level Analysis." Journal of Political Economy 127, no. 2 (April 2019): 508–559. (See Online Appendix. Replications files available here. Also NBER Working Paper 21582.)
      • March 2019
      • Case

      HOPI: Turkey's Shopping Companion

      By: Sunil Gupta, Donald Ngwe and Gamze Yucaoglu
      The case opens in 2017 as Onur Erbay, CEO of HOPI, a multi-vendor loyalty platform, is contemplating a critical decision. The case chronicles the origins of Boyner Group, the parent company of HOPI and a major retailer in Turkey, and development of retail and customer... View Details
      Keywords: Loyalty Programs; Multi-vendor Platform; Retail; Big Data; Customer Relationship Management; Mobile and Wireless Technology; Business Model; Analytics and Data Science; Competitive Strategy; Decision Making; Applications and Software; Digital Platforms; Technology Industry; Retail Industry; Turkey
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      Gupta, Sunil, Donald Ngwe, and Gamze Yucaoglu. "HOPI: Turkey's Shopping Companion." Harvard Business School Case 519-057, March 2019.
      • February 2019
      • Case

      Canibal—Play It Green!

      By: Frank V. Cespedes, Joseph B. Fuller, Tonia Labruyere and Elena Corsi
      In 2011, Canibal launched a machine that could sort and compress aluminum cans, plastic bottles, and cups. Users could play a jackpot-style game on the machine’s digital display, while disposing of their beverage containers and earning coupons or other rewards. The... View Details
      Keywords: Sales Growth; Recycling; Start-up; Scaling; Market Selection; Sales; Marketing; Business Startups; Growth and Development Strategy; Segmentation; Product Positioning; Technology Industry; France
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      Cespedes, Frank V., Joseph B. Fuller, Tonia Labruyere, and Elena Corsi. "Canibal—Play It Green!" Harvard Business School Case 319-089, February 2019.
      • January 2019 (Revised December 2019)
      • Case

      CrossBoundary Energy

      By: John Macomber
      Almost 500 million people are without electricity in sub-Saharan Africa. Governments and public utilities are challenged to bring generation and distribution to most of them. Considerable promise exists in “off-grid” or “mini-grid” technologies, notably using renewable... View Details
      Keywords: Energy Investing; Economic Development; Renewable Energy; Business Growth and Maturation; Developing Countries and Economies; Project Finance; Emerging Markets; Industry Structures; Infrastructure; Segmentation; Private Equity; Decision Choices and Conditions; Energy Industry; Utilities Industry; Africa; Tanzania; Ghana
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      Macomber, John. "CrossBoundary Energy." Harvard Business School Case 219-089, January 2019. (Revised December 2019.)
      • January 2019
      • Teaching Note

      Pricing PatientPing

      By: Frank V. Cespedes
      Teaching Note for HBS No. 818-017. PatientPing sells a software platform that allows health care providers to receive real-time notifications (“pings”) when one of their patients is admitted to or discharged from a health-care facility. The platform facilitates... View Details
      Keywords: Pricing; Health Tech; Health Technology; Sales Process; Sales Strategy; Price; Sales; Marketing Strategy; Health Care and Treatment; Health Industry; Technology Industry; United States; Massachusetts
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      Cespedes, Frank V. "Pricing PatientPing." Harvard Business School Teaching Note 819-098, January 2019.
      • October 2018
      • Case

      BreezoMeter: Making Air Pollution Data Actionable

      By: Frank V. Cespedes, Allison M. Ciechanover and Margot Eiran
      The case focuses on an Israeli startup that provides actionable air pollution data and forecasts. The company has over 50 enterprise customers and its tool reached a million people daily in 67 countries. The co-founders wrestle with which markets and customers to focus... View Details
      Keywords: Startups; Entrepreneurship; Business Startups; Pollutants; Analytics and Data Science; Sales; Marketing; Decision Choices and Conditions; Technology Industry; Israel; United States
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      Cespedes, Frank V., Allison M. Ciechanover, and Margot Eiran. "BreezoMeter: Making Air Pollution Data Actionable." Harvard Business School Case 819-058, October 2018.
      • August 2018
      • Teaching Note

      Magpie: Developing and Using Buyer Personas

      By: Frank V. Cespedes
      Teaching Note for HBS No. 818-013. Magpie is a startup with a platform that allows publishers to natively tag the products discussed in their content and thus allows consumers to purchase those products without needing to leave that publisher’s web page. A key aspect... View Details
      Keywords: Buying Process; Marketing; Sales; Distribution Channels; Segmentation; Entrepreneurship; Social Media; Consumer Products Industry; Fashion Industry; United States
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      Cespedes, Frank V. "Magpie: Developing and Using Buyer Personas." Harvard Business School Teaching Note 819-027, August 2018.
      • April 2018
      • Teaching Note

      InsideSales.com (A) and (B)

      By: Frank Cespedes
      Teaching Note for HBS Nos. 817-018 and 817-042. InsideSales.com (ISC) has been successful selling its software to small- and medium-sized businesses (SMB). But for various reasons, the founders see “the next stage of growth” as building a scalable sales and service... View Details
      Keywords: Corporate Entrepreneurship; Organizational Change and Adaptation; Organizational Design; Customer Relationship Management; Growth Management; Marketing Strategy; Salesforce Management; Talent and Talent Management; Technology Industry
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      Cespedes, Frank. "InsideSales.com (A) and (B)." Harvard Business School Teaching Note 818-122, April 2018.
      • March 2018
      • Teaching Note

      Augmedix

      By: Frank V. Cespedes
      Teaching Note for HBS No. 817-048. Augmedix provides a service that live-streams video of patient appointments to a remote scribe, freeing up significant physician time from electronic medical record data-entry tasks. The venture is confronting decisions in areas such... View Details
      Keywords: Entrepreneurship; Sales; Management; Marketing Strategy; Growth and Development Strategy; Technology Adoption; Customers; Segmentation; Health Industry; Technology Industry; United States
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      Cespedes, Frank V. "Augmedix." Harvard Business School Teaching Note 818-117, March 2018.
      • March 2018 (Revised July 2020)
      • Case

      Nectar (A)

      By: Jeffrey F. Rayport and Thomas O. Jones
      In late 2017, Nectar was a rapidly emerging player in the “bed-in-a-box” online market for direct-to-consumer foam memory mattresses. Barely a year old, it had achieved a revenue run rate of $85M and looked ahead to another year of blistering growth. The founding team... View Details
      Keywords: Direct-to-consumer; Growth and Development Strategy; Product; Diversification; Decision Making; Growth Management; Entrepreneurship
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      Rayport, Jeffrey F., and Thomas O. Jones. "Nectar (A)." Harvard Business School Case 818-112, March 2018. (Revised July 2020.)
      • January 2018 (Revised January 2021)
      • Background Note

      Customer Lifetime Social Value (CLSV)

      By: Elie Ofek, Barak Libai and Eitan Muller
      One of the hallmarks of the digital revolution is the rise of the socially connected consumer. Concomitantly, the ability of companies to affect and measure the social interactions among customers has grown tremendously. Consequently, in assessing the full value of... View Details
      Keywords: Customer Lifetime Value; Customer Management; Social Contagion; Word Of Mouth; Customer Engagement; Customer Value and Value Chain; Measurement and Metrics; Customer Relationship Management
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      Ofek, Elie, Barak Libai, and Eitan Muller. "Customer Lifetime Social Value (CLSV)." Harvard Business School Background Note 518-077, January 2018. (Revised January 2021.)
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