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      • January 2022 (Revised August 2022)
      • Case

      Geely SEA: New Electric Vehicle Platforms

      By: Willy C. Shih and Shu Lin
      Kent Bovellan, the Chief Engineer and Head of the Vehicle Architecture Center for Geely Holding, the Hangzhou, China headquartered global automotive group, was debating the platform choice for an upcoming "D" segment midsized battery electric vehicle (BEV). He had led... View Details
      Keywords: Product Innovation; Product Architecture; Product Engineering; Platform Design; Platform Strategy; Information Infrastructure; Digital Platforms; Information Technology; Product Design; Product Development; Cost Management; Decision Making; Competitive Strategy; Industry Structures; Auto Industry; China; Sweden
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      Shih, Willy C., and Shu Lin. "Geely SEA: New Electric Vehicle Platforms." Harvard Business School Case 622-001, January 2022. (Revised August 2022.)
      • January 2022 (Revised September 2023)
      • Case

      Simplifyy

      By: Paul A. Gompers and Alicia Dadlani
      Jake Lisby, co-founder and CEO of Simplifyy, a property technology startup in Kansas City, Missouri, was both exhausted and exhilarated by the flurry of activity surrounding the pivot of the business model in late 2021. Simplifyy, a venture-backed PropTech company, was... View Details
      Keywords: SaaS; SaaS Business Models; Business Model; Business Startups; Small Business; Geographic Location; Technological Innovation; Information Technology; Transformation; Problems and Challenges; Real Estate Industry; Real Estate Industry; United States; Missouri
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      Gompers, Paul A., and Alicia Dadlani. "Simplifyy." Harvard Business School Case 222-050, January 2022. (Revised September 2023.)
      • January 2022
      • Case

      Dating Ring

      By: Thomas R. Eisenmann and Lindsay N. Hyde
      In 2015, the co-founders of Dating Ring, an online dating startup that relied on human matchmakers to arrange dates between its members, were deciding whether to either shut down the service or instead manage Dating Ring as a "lifestyle company," ramping down growth... View Details
      Keywords: Entrepreneurship; Failure; Business Exit or Shutdown; Internet and the Web; Venture Capital; Service Industry; Service Industry; United States
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      Eisenmann, Thomas R., and Lindsay N. Hyde. "Dating Ring." Harvard Business School Case 822-013, January 2022.
      • January 2022
      • Article

      Artificial Intelligence, Data-Driven Learning, and the Decentralized Structure of Platform Ecosystems

      By: David R. Clough and Andy Wu
      Gregory, Henfridsson, Kaganer, and Kyriakou (2020) highlight the important role of data and AI as strategic resources that platforms may use to enhance user value. However, their article overlooks a significant conceptual distinction: the installed base of... View Details
      Keywords: Artificial Intelligence; Data Strategy; Ecosystem; Value Capture; Digital Platforms; Analytics and Data Science; Strategy; Learning; Value Creation; AI and Machine Learning; Technology Industry; Technology Industry; Technology Industry; Technology Industry
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      Clough, David R., and Andy Wu. "Artificial Intelligence, Data-Driven Learning, and the Decentralized Structure of Platform Ecosystems." Academy of Management Review 47, no. 1 (January 2022): 184–189.
      • 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 March 2022)
      • Case

      Collaboration Wars: Slack vs. Microsoft Teams

      By: David B. Yoffie, Kriti Gupta, Mehek Punatar, Poonam Sacheti and Poorvi Vijay
      In 2021, Slack was acquired by Salesforce. While widely viewed as the best corporate collaboration and messaging software, Slack was being challenged by Microsoft, which was giving away its competitive product, Microsoft Teams, for free with a subscription to... View Details
      Keywords: Information Technology; Applications and Software; Technology Adoption; Acquisition; Business Model; Business Strategy; Competitive Strategy; Corporate Strategy; Competition; Expansion; Technology Industry
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      Yoffie, David B., Kriti Gupta, Mehek Punatar, Poonam Sacheti, and Poorvi Vijay. "Collaboration Wars: Slack vs. Microsoft Teams." Harvard Business School Case 722-398, December 2021. (Revised March 2022.)
      • 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.)
      • 2024
      • Working Paper

      What Drives Variation in Investor Portfolios? Estimating the Roles of Beliefs and Risk Preferences

      By: Mark Egan, Alexander MacKay and Hanbin Yang
      We present an empirical model of portfolio choice that allows for the nonparametric estimation of investors' (subjective) expectations and risk preferences. Utilizing a comprehensive dataset of 401(k) plans from 2009 through 2019, we explore heterogeneity in asset... View Details
      Keywords: Stock Market Expectations; Demand Estimation; Retirement Planning; Defined Contribution Retirement Plan; 401 (K); Finance; Investment Portfolio; Investment; Retirement; Behavioral Finance; Financial Services Industry; United States
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      Egan, Mark, Alexander MacKay, and Hanbin Yang. "What Drives Variation in Investor Portfolios? Estimating the Roles of Beliefs and Risk Preferences." Harvard Business School Working Paper, No. 22-044, December 2021. (Revisions Requested at the Review of Financial Studies. Revised April 2024. Direct download. NBER Working Paper Series, No. 29604, December 2021)
      • November 2021
      • Teaching Note

      Seeding and Selling Asana

      By: Jeffrey F. Rayport, Tom Quinn, Amram Migdal and Susie Ma
      This teaching note accompanies case no. 821-054, “Seeding and Selling Asana.” View Details
      Keywords: Sales; Information Technology; Applications and Software; Technology Industry; United States
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      Rayport, Jeffrey F., Tom Quinn, Amram Migdal, and Susie Ma. "Seeding and Selling Asana." Harvard Business School Teaching Note 822-071, November 2021.
      • November 2021 (Revised November 2023)
      • Case

      Hitting Home: Amazon and Mary's Place

      By: Paul M. Healy, Debora L. Spar and Amy Klopfenstein
      In 2020, Amazon, the $386 billion online retail behemoth, built an eight-story shelter for women and families experiencing homelessness on its expanding headquarters in Seattle, Washington. The shelter, operated in partnership with a non-profit organization known as... View Details
      Keywords: Business Ethics; Homelessness; Business And Society; Corporate Social Responsibility and Impact; Social Issues; Corporate Accountability; Urban Development; Society; Information Technology; Ethics; Technology Industry; Seattle; United States; North America
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      Healy, Paul M., Debora L. Spar, and Amy Klopfenstein. "Hitting Home: Amazon and Mary's Place." Harvard Business School Case 122-017, November 2021. (Revised November 2023.)
      • November 2021 (Revised January 2022)
      • Case

      KFA, Inc.: Building the Future

      By: Lynda M. Applegate and Elizabeth M. Adams
      In 2021, Greg Bush, Jr., owner, president, and CEO of KFA, Inc. is working with his leadership team to plan for the future. KFA provides consulting services on software and project management needs for infrastructure projects. Bush and his team have just debuted a new... View Details
      Keywords: Small Business; Communication Technology; Developing Countries and Economies; Growth and Development Strategy; Infrastructure; Consulting Industry; Consulting Industry; Chicago; United States
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      Applegate, Lynda M., and Elizabeth M. Adams. "KFA, Inc.: Building the Future." Harvard Business School Case 822-046, November 2021. (Revised January 2022.)
      • 2021
      • Working Paper

      Winner Takes All? Tech Clusters, Population Centers, and the Spatial Transformation of U.S. Invention

      By: Brad Chattergoon and William R. Kerr
      U.S. invention has become increasingly concentrated around major tech centers since the 1970s, with implications for how much cities across the country share in concomitant local benefits. Is invention becoming a winner-takes-all race? We explore the rising spatial... View Details
      Keywords: Invention; Innovation; Artificial Intelligence; Clusters; Agglomeration; Innovation and Invention; Patents; Applications and Software; Industry Clusters; United States
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      Chattergoon, Brad, and William R. Kerr. "Winner Takes All? Tech Clusters, Population Centers, and the Spatial Transformation of U.S. Invention." Harvard Business School Working Paper, No. 22-027, October 2021. (NBER Working Paper Series, No. 29456, November 2021.)
      • November 2021 (Revised December 2024)
      • Case

      Kermit PPI

      By: Kyle Myers, Matt Grennan and Sarah Mehta
      Launched in 2011, Kermit PPI helped hospitals save money on expensive orthopedic implants and devices by enabling them to renegotiate their contracts with device manufacturers and better monitor compliance. In 2021, as they look to grow, they are entertaining two... View Details
      Keywords: Health; Health Care and Treatment; Strategy; Expansion; Information Technology; Applications and Software; Supply Chain; Supply Chain Management; Contracts; Health Industry; Health Industry; Health Industry; United States; Maryland
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      Myers, Kyle, Matt Grennan, and Sarah Mehta. "Kermit PPI." Harvard Business School Case 622-007, November 2021. (Revised December 2024.)
      • 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.)
      • November 2021 (Revised December 2021)
      • Supplement

      PittaRosso (B): Human and Machine Learning

      By: Ayelet Israeli
      This case supplements the "PittaRosso: Artificial Intelligence-Driven Pricing and Promotion" case, and provides major highlights on what happened at the company since the first case. View Details
      Keywords: Artificial Intelligence; Pricing; Pricing Algorithm; Pricing Decisions; Pricing Strategy; Pricing Structure; Promotion; Promotions; Online Marketing; Data-driven Decision-making; Data-driven Management; Retail; Retail Analytics; Price; Advertising Campaigns; Analytics and Data Science; Analysis; Digital Marketing; Budgets and Budgeting; Marketing Strategy; Marketing; Transformation; Decision Making; AI and Machine Learning; Retail Industry; Italy
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      Israeli, Ayelet. "PittaRosso (B): Human and Machine Learning." Harvard Business School Supplement 522-047, November 2021. (Revised December 2021.)
      • November 2021
      • Supplement

      Ant Group (B)

      By: Krishna G. Palepu, Feng Zhu and Susie L. Ma
      Keywords: Information Technology; Value Creation; Network Effects; Strategy; Disruptive Innovation; Technology Industry; Technology Industry; China
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      Palepu, Krishna G., Feng Zhu, and Susie L. Ma. "Ant Group (B)." Harvard Business School Supplement 122-040, November 2021.
      • November 2021 (Revised April 2022)
      • Case

      EbonyLife Media (A)

      By: Andy Wu, Feng Zhu, Pippa Tubman Armerding and Wale Lawal
      Founded by Mosunmola “Mo” Abudu in 2012 with a mission to bring high-quality African stories to the world, EbonyLife was the company behind many of Nigeria’s biggest films and TV shows. The company began as a television channel on the Africa-wide direct broadcast... View Details
      Keywords: Entrepreneurship; Mission and Purpose; Growth and Development Strategy; Digital Platforms; Consumer Behavior; Media and Broadcasting Industry; Nigeria; Africa
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      Wu, Andy, Feng Zhu, Pippa Tubman Armerding, and Wale Lawal. "EbonyLife Media (A)." Harvard Business School Case 722-372, November 2021. (Revised April 2022.)
      • October 2021 (Revised December 2021)
      • Case

      Customer-Centric Design with Artificial Intelligence: Commonwealth Bank

      By: Karim R. Lakhani, Yael Grushka-Cockayne, Jin Hyun Paik and Steven Randazzo
      As Commonwealth Bank (CommBank) CEO Matt Comyn delivered the full financial year results in August 2021 over videoconference, it took less than two minutes for him to make his first mention of the organization's Customer Engagement Engine (CEE), the AI-driven customer... View Details
      Keywords: Artificial Intelligence; Customer-centricity; Banks and Banking; Customer Focus and Relationships; Technological Innovation; Transformation; Organizational Change and Adaptation; Performance; AI and Machine Learning; Financial Services Industry; Australia
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      Lakhani, Karim R., Yael Grushka-Cockayne, Jin Hyun Paik, and Steven Randazzo. "Customer-Centric Design with Artificial Intelligence: Commonwealth Bank." Harvard Business School Case 622-065, October 2021. (Revised December 2021.)
      • October 2021 (Revised February 2022)
      • Case

      Hospital 57357: Aligning Performance Towards a Vision of a Cancer-Free Childhood

      By: Susanna Gallani and Youssef Abdel Aal
      The case follows the Children Cancer Hospital in Egypt, also known as Hospital 57357, as it goes through the roll-out of a new performance management system, which Dr. Sherif Abouel Naga, founder and CEO of the hospital, had championed. This was a critical juncture as... View Details
      Keywords: Healthcare; Performance Management; Performance Incentives; Strategic Alignment; Health Care and Treatment; Nonprofit Organizations; Strategy; Alignment; Performance Evaluation; Mission and Purpose; Change Management; Health Industry; Egypt; Middle East
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      Gallani, Susanna, and Youssef Abdel Aal. "Hospital 57357: Aligning Performance Towards a Vision of a Cancer-Free Childhood." Harvard Business School Case 122-041, October 2021. (Revised February 2022.)
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