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Publications

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      • December 2021
      • Case

      Burning Glass Technologies: From Data to Product

      By: Suraj Srinivasan and Amy Klopfenstein
      In May 2021, Matt Sigelman, CEO of Burning Glass Technologies, a company that provided labor market analytics for a variety of markets, navigates his company’s transition from data company to product company. Burning Glass originated as a service that used artificial... View Details
      Keywords: Information Technology; Applications and Software; Digital Platforms; Internet and the Web; Strategy; Expansion; Business Strategy; Labor; Employment; Human Capital; Jobs and Positions; Job Design and Levels; Job Search; Human Resources; Selection and Staffing; Recruitment; Employees; Retention; Competency and Skills; Experience and Expertise; Talent and Talent Management; Analytics and Data Science; Business Model; Technology Industry; North and Central America; United States
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      Srinivasan, Suraj, and Amy Klopfenstein. "Burning Glass Technologies: From Data to Product." Harvard Business School Case 122-015, December 2021.
      • December 2021 (Revised May 2022)
      • Case

      Troverie (A)

      By: Thomas R. Eisenmann, Lindsay N. Hyde and Olivia Graham
      Six months after the August 2018 launch of Troverie, a U.S.-based online retailer of luxury watches, the average cost of acquiring a customer is much higher than originally projected, and the startup is incurring a substantial loss on each sales transaction. Could... View Details
      Keywords: Startup; Luxury Goods; Customer Acquisition; Entrepreneurship; Business Startups; Luxury; Failure; Internet and the Web; Revenue; Fashion Industry; United States
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      Eisenmann, Thomas R., Lindsay N. Hyde, and Olivia Graham. "Troverie (A)." Harvard Business School Case 822-068, December 2021. (Revised May 2022.)
      • November 2021 (Revised December 2022)
      • Case

      Farfetch: Digital Transformation for Luxury Brands

      By: Sunil Gupta, Jill Avery, Elena Corsi and Federica Gabrieli
      Farfetch, a global luxury technology platform and digital marketplace had been surfing the wave of digital transformation in the luxury fashion industry since 2008. While the company’s stock price and market valuation had fluctuated since its IPO in 2018, it had... View Details
      Keywords: Digital Marketing; Marketplaces; Retailing; Internet Marketing; E-Commerce Strategy; Marketing; Marketing Strategy; Marketing Channels; Brands and Branding; Luxury; Growth and Development Strategy; Digital Transformation; E-commerce; Apparel and Accessories Industry; Apparel and Accessories Industry; Apparel and Accessories Industry; Apparel and Accessories Industry; Apparel and Accessories Industry; Apparel and Accessories Industry; United Kingdom; Europe; Portugal; China
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      Gupta, Sunil, Jill Avery, Elena Corsi, and Federica Gabrieli. "Farfetch: Digital Transformation for Luxury Brands." Harvard Business School Case 522-051, November 2021. (Revised December 2022.)
      • November 2021 (Revised January 2022)
      • Case

      Scott Tucker (A): Race to the Top

      By: Aiyesha Dey and Amram Migdal
      The case tells the story of the rise and fall of Scott Tucker, an entrepreneur, businessman, passionate race car driver, competitor, and owner of a professional racing team. From 1997 to 2012, Tucker built a nationwide network of payday lending businesses, becoming a... View Details
      Keywords: Business Ventures; Crime and Corruption; Ethics; Fairness; Financing and Loans; Personal Finance; Governance; Corporate Accountability; Corporate Governance; Governance Compliance; Governance Controls; Financial Services Industry; United States
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      Dey, Aiyesha, and Amram Migdal. "Scott Tucker (A): Race to the Top." Harvard Business School Case 122-009, November 2021. (Revised January 2022.)
      • November 2021 (Revised January 2022)
      • Supplement

      Scott Tucker (B): The Feds Catch Up

      By: Aiyesha Dey and Amram Migdal
      The case tells the story of the rise and fall of Scott Tucker, an entrepreneur, businessman, passionate race car driver, competitor, and owner of a professional racing team. From 1997 to 2012, Tucker built a nationwide network of payday lending businesses, becoming a... View Details
      Keywords: Business Ventures; Crime and Corruption; Ethics; Fairness; Financing and Loans; Personal Finance; Governance; Corporate Accountability; Corporate Governance; Governance Compliance; Governance Controls; Financial Services Industry; United States
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      Dey, Aiyesha, and Amram Migdal. "Scott Tucker (B): The Feds Catch Up." Harvard Business School Supplement 122-032, November 2021. (Revised January 2022.)
      • October 2021 (Revised February 2022)
      • Case

      upGrad: Delivering Career Outcomes Online: Degree by Degree

      By: John J-H Kim, Anjali Raina and Rachna Chawla
      In August 2021, the founders of upGrad, the latest unicorn in the Indian higher education online space, were deciding how to best use the funds to execute on their ambitious growth plans. Ronnie Screwvala, Mayank Kumar and Phalgun Kompalli had envisioned upGrad as an... View Details
      Keywords: Unicorns; COVID-19 Pandemic; Higher Education; Internet and the Web; Spending; Growth and Development Strategy; Education Industry; India
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      Kim, John J-H, Anjali Raina, and Rachna Chawla. "upGrad: Delivering Career Outcomes Online: Degree by Degree." Harvard Business School Case 322-054, October 2021. (Revised February 2022.)
      • September 2021 (Revised June 2023)
      • Case

      Mission edX: Balancing Social Good and Financial Sustainability

      By: John J-H Kim, David J. Collis and James Barnett
      In March 2021, online education platform edX considers how to achieve financial sustainability without compromising its mission to provide universal access to high-quality education. View Details
      Keywords: Business Model; Education; Values and Beliefs; Internet and the Web; Financial Strategy; Mission and Purpose; Education Industry; United States
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      Kim, John J-H, David J. Collis, and James Barnett. "Mission edX: Balancing Social Good and Financial Sustainability." Harvard Business School Case 322-010, September 2021. (Revised June 2023.)
      • August 2021
      • Case

      Livongo: Scaling a Purpose-Driven Organization in Healthcare

      By: Ranjay Gulati, Aseem Shukla and Reva Nohria
      When seasoned entrepreneur Glen Tullman founded the chronic health care startup Livongo in 2014, it was personal. His son lived with diabetes, and Tullman knew firsthand how taxing it could be to manage such an unrelenting disease. Livongo set out to empower people... View Details
      Keywords: Healthcare Industry; Scaling; Telehealth; Health Care and Treatment; Small Business; Internet and the Web; Customer Focus and Relationships; Growth and Development Strategy; Opportunities; Mergers and Acquisitions; Health Industry
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      Gulati, Ranjay, Aseem Shukla, and Reva Nohria. "Livongo: Scaling a Purpose-Driven Organization in Healthcare." Harvard Business School Case 422-017, August 2021.
      • August 2021 (Revised February 2022)
      • Case

      Lexoo: Building a Long-Lasting Platform (Abridged)

      By: Chiara Farronato and Elena Corsi
      Lexoo, a UK-based online marketplace for legal services, was facing the strategic choice of how to grow from early start-up to mature platform. Daniel van Binsbergen, Lexoo's CEO, and web developer Chris O'Sullivan, CTO, had set up Lexoo to help Small and Medium-Sized... View Details
      Keywords: Legal Services; Marketplaces; Pivot; Growth and Development Strategy; Digital Platforms; Small Business; Service Operations; Decision Making; Legal Services Industry
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      Farronato, Chiara, and Elena Corsi. "Lexoo: Building a Long-Lasting Platform (Abridged)." Harvard Business School Case 622-043, August 2021. (Revised February 2022.)
      • July 2021 (Revised January 2024)
      • Case

      Fynd

      By: Ranjay Gulati, Kairavi Dey and Rachna Tahilyani
      Fynd is a fast-growing venture that in 7 years since its founding has become India's largest omnichannel retail company with real-time access to over 9,000 stores' offline inventory. It started as a B2B business supporting retailers who didn’t have an online business,... View Details
      Keywords: Entrepreneurship; Business Startups; Business Model; Acquisition; Decision Making; Cost vs Benefits; Growth and Development Strategy; Web Services Industry; Web Services Industry; Web Services Industry; India; Mumbai
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      Gulati, Ranjay, Kairavi Dey, and Rachna Tahilyani. "Fynd." Harvard Business School Case 822-006, July 2021. (Revised January 2024.)
      • July 2021
      • Article

      Outsourcing Tasks Online: Matching Supply and Demand on Peer-to-Peer Internet Platforms

      By: Zoë Cullen and Chiara Farronato
      We study the growth of online peer-to-peer markets. Using data from TaskRabbit, an expanding marketplace for domestic tasks at the time of our study, we show that growth varies considerably across cities. To disentangle the potential drivers of growth, we look... View Details
      Keywords: Two-sided Market; Two-sided Platforms; Peer-to-peer Markets; Platform Strategy; Sharing Economy; Platform Growth; Internet and the Web; Digital Platforms; Strategy; Market Design; Network Effects
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      Cullen, Zoë, and Chiara Farronato. "Outsourcing Tasks Online: Matching Supply and Demand on Peer-to-Peer Internet Platforms." Management Science 67, no. 7 (July 2021): 3985–4003.
      • May 2021 (Revised August 2021)
      • Supplement

      Migros Turkey: Scaling Online Operations

      By: Antonio Moreno and Anibha Singh
      As Migros, one of Turkey’s largest grocery chains, forays into online groceries, the company faces operational challenges related to inventory management, fulfillment and last mile delivery and strategics questions related to growing in an ecosystem with rapidly... View Details
      Keywords: Business Model; Internet and the Web; Growth and Development Strategy; Operations; Management; Competitive Strategy; Food and Beverage Industry; Turkey
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      Moreno, Antonio, and Anibha Singh. "Migros Turkey: Scaling Online Operations." Harvard Business School PowerPoint Supplement 621-711, May 2021. (Revised August 2021.)
      • May 2021 (Revised February 2025)
      • Teaching Note

      Migros Turkey: Scaling Online Operations

      By: Antonio Moreno and Anibha Singh
      Teaching Note for HBS Case Nos. 621-026, 621-027, and 621-062. As Migros, one of Turkey’s largest grocery chains, forays into online groceries, the company faces operational challenges related to inventory management, fulfillment and last mile delivery and strategics... View Details
      Keywords: Business Model; Internet and the Web; Growth and Development Strategy; Operations; Management; Competitive Strategy; Food and Beverage Industry; Turkey
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      Moreno, Antonio, and Anibha Singh. "Migros Turkey: Scaling Online Operations." Harvard Business School Teaching Note 621-121, May 2021. (Revised February 2025.)
      • May 2021 (Revised February 2024)
      • Teaching Note

      THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)

      By: Ayelet Israeli and Jill Avery
      THE YES, a multi-brand shopping app launched in May 2020 offered a new type of buying experience for women’s fashion, driven by a sophisticated algorithm that used data science and machine learning to create and deliver a personalized store for every shopper, based on... View Details
      Keywords: Data; Data Analytics; Artificial Intelligence; AI; AI Algorithms; AI Creativity; Fashion; Retail; Retail Analytics; E-Commerce Strategy; Platform; Platforms; Big Data; Preference Elicitation; Predictive Analytics; App Development; "Marketing Analytics"; Advertising; Mobile App; Mobile Marketing; Apparel; Online Advertising; Referral Rewards; Referrals; Female Ceo; Female Entrepreneur; Female Protagonist; Analytics and Data Science; Analysis; Creativity; Marketing Strategy; Brands and Branding; Consumer Behavior; Demand and Consumers; Forecasting and Prediction; Marketing Channels; Digital Marketing; Internet and the Web; Mobile and Wireless Technology; AI and Machine Learning; E-commerce; Digital Platforms; Fashion Industry; Fashion Industry; Fashion Industry; Fashion Industry; United States
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      Israeli, Ayelet, and Jill Avery. "THE YES: Reimagining the Future of E-Commerce with Artificial Intelligence (AI)." Harvard Business School Teaching Note 521-097, May 2021. (Revised February 2024.)
      • May 2021
      • Supplement

      Hello Alfred: Come Home Happy — Operating the Business Model Exercise, Instructor Version

      By: Joseph B. Fuller and Christopher Payton
      On a mission to "automate the on-demand economy," Harvard Business School classmates Marcela Sapone and Jessica Beck launched Hello Alfred in 2013 to provide subscribers with an "Alfred" to complete various chores for a monthly fee. In early 2016, the company has built... View Details
      Keywords: Growth and Development Strategy; Internet and the Web; Business Startups; Service Operations; Mobile and Wireless Technology; Service Industry; New York (city, NY); Boston
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      Fuller, Joseph B., and Christopher Payton. "Hello Alfred: Come Home Happy — Operating the Business Model Exercise, Instructor Version." Harvard Business School Spreadsheet Supplement 321-707, May 2021.
      • March 2021
      • Supplement

      CashDrop (B1)

      By: Rembrand Koning, Paul A. Gompers and Sarah Gulick
      After the events in CashDrop A, Flores-Martinez received two concrete offers from VC funds for his startup business, CashDrop. This case describes the tensions between the two funds: a traditional VC fund who would offer Flores-Martinez a prestigious platform, and a... View Details
      Keywords: Small Business; Entrepreneurship; Business Startups; Venture Capital; Internet and the Web; Decision Choices and Conditions; Technology Industry; Technology Industry; Chicago; Illinois
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      Koning, Rembrand, Paul A. Gompers, and Sarah Gulick. "CashDrop (B1)." Harvard Business School Supplement 221-052, March 2021.
      • March 17, 2021
      • Other Article

      Beyond Pajamas: Sizing Up the Pandemic Shopper

      By: Ayelet Israeli, Eva Ascarza and Laura Castrillo
      A first look at how the COVID-19 pandemic impacted e-commerce apparel shopping in the US and the UK. Extensive analysis and interactive graphics utilizing millions of transactions.
      While the pandemic is still playing out, our preliminary investigations... View Details
      Keywords: Retail; Retail Analytics; Consumer; Pandemic; COVID; COVID-19; Apparel; Ecommerce; Online Shopping; Online Apparel; Online Sales; Returns; CRM; Customer Retention; Customer Experience; Customer Value; Digital; Customer Focus and Relationships; Customers; Health Pandemics; Consumer Behavior; Customer Relationship Management; Internet and the Web; Behavior; E-commerce; Retail Industry; Retail Industry; Retail Industry; United States; United Kingdom
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      Israeli, Ayelet, Eva Ascarza, and Laura Castrillo. "Beyond Pajamas: Sizing Up the Pandemic Shopper." Harvard Business School Working Knowledge (March 17, 2021).
      • March 2021 (Revised February 2025)
      • Teaching Note

      Afterpay U.S.: The Omnichannel Dilemma

      By: Antonio Moreno and Anibha Singh
      Teaching Note for HBS Case No. 519-086. In 2018, Nick Molnar, the founder of the Australia-based online payment service Afterpay began its expansion to the U.S. market. The service had gained a loyal following in Australia by enabling customers to pay for online... View Details
      Keywords: Omnichannel Retail; Digital Marketing; Business Startups; Business Growth and Maturation; Business Model; Business Organization; For-Profit Firms; Change Management; Customer Value and Value Chain; Customer Relationship Management; Customer Satisfaction; Financing and Loans; Microfinance; Global Strategy; Marketing Strategy; Market Entry and Exit; Digital Platforms; Product Development; Supply Chain Management; Business and Stakeholder Relations; Networks; Network Effects; Internet and the Web; Financial Services Industry; Financial Services Industry; United States; Australia
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      Moreno, Antonio, and Anibha Singh. "Afterpay U.S.: The Omnichannel Dilemma." Harvard Business School Teaching Note 521-074, March 2021. (Revised February 2025.)
      • February 2021 (Revised April 2024)
      • Case

      Shopify: The Conquest for Chinese E-Commerce

      By: Jeffrey F. Rayport, Avani Patel, Samantha Lin and Ariel Yang
      In mid-2020, Tobias Lütke, CEO of Shopify, faced a critical decision on how to time potential expansion into the China market. Over the prior 15 years, his Canadian software-as-a-service company had grown from a small e-commerce solutions provider to a full service... View Details
      Keywords: Timing; Corporate Entrepreneurship; Service Operations; Business Model; Organizational Design; Change Management; Cross-Cultural and Cross-Border Issues; Global Strategy; Health Pandemics; Growth Management; Marketing Strategy; Digital Platforms; Alliances; Partners and Partnerships; Opportunities; Internet and the Web; E-commerce; United States; Canada; China
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      Rayport, Jeffrey F., Avani Patel, Samantha Lin, and Ariel Yang. "Shopify: The Conquest for Chinese E-Commerce." Harvard Business School Case 821-081, February 2021. (Revised April 2024.)
      • February 2021 (Revised March 2021)
      • Case

      AptDeco: Circular Economy Furniture Marketplace

      By: Ayelet Israeli and Jamie Merkrebs
      AptDeco, a used furniture marketplace, was growing rapidly in the tri-state area. The co-founders were confident that the business model, financial position, and unit economics positioned AptDeco for scaling in the massive $120 billion furniture market, despite its... View Details
      Keywords: E-Commerce Strategy; Mobile; Word-of-Mouth; Word-of-mouth Marketing; Word Of Mouth; Internet Marketing; Growth Strategy; Platform; Platforms; Two Sided Markets; Two-sided Market; Two-sided Marketplace; Two-Sided Markets; Two-sided Network; Black Entrepreneurs; Black Leadership; African Americans; Circular; Peer-to-peer Markets; Furniture Industry; Furniture; Growth Hacking; Monetization Strategy; African-American Protagonist; Growth Management; Marketing Strategy; Entrepreneurship; Digital Platforms; Marketing Channels; Digital Marketing; Consumer Behavior; Acquisition; Growth and Development Strategy; Customer Focus and Relationships; E-commerce; Retail Industry; Retail Industry; Retail Industry; Retail Industry; United States; North America; New York (city, NY); New York (state, US)
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      Israeli, Ayelet, and Jamie Merkrebs. "AptDeco: Circular Economy Furniture Marketplace." Harvard Business School Case 521-069, February 2021. (Revised March 2021.)
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