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      • April 2021 (Revised July 2021)
      • Case

      Public Equities Impact Investing at BlackRock

      By: Shawn A. Cole, Vikram S. Gandhi, Michael Norris and John Masko
      In early 2021, BlackRock—the world’s largest asset manager with $9 trillion in assets under management (AUM)—sought to become a leader in promoting environmental and social sustainability. Over the previous ten years, CEO Larry Fink had written an annual open letter to... View Details
      Keywords: Impact Investing; Renewable Energy; Climate Change; Environmental Sustainability; Equity; Corporate Social Responsibility and Impact; Financial Management; Investment Funds; Investment Return; Mission and Purpose; Organizational Change and Adaptation; Financial Services Industry; United States
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      Cole, Shawn A., Vikram S. Gandhi, Michael Norris, and John Masko. "Public Equities Impact Investing at BlackRock." Harvard Business School Case 221-066, April 2021. (Revised July 2021.)
      • March 2021
      • Case

      P.F. Chang's

      By: Ashish Nanda, Nitin Nohria and Margaret Cross
      Excited yet apprehensive after being named CEO of P.F. Chang’s beginning July 1st, 2020, Damola Adamolekun was well aware of the extraordinary challenges facing the firm. The closure of businesses deemed “nonessential” owing to the COVID-19 pandemic had devastated the... View Details
      Keywords: Restaurants; COVID-19 Pandemic; Scenario Planning; Scenarios; Health Pandemics; Risk and Uncertainty; Strategy
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      Nanda, Ashish, Nitin Nohria, and Margaret Cross. "P.F. Chang's." Harvard Business School Case 721-380, March 2021.
      • March 2021 (Revised October 2021)
      • Case

      Aligning Mission and Margin at Southern Bancorp

      By: Rebecca M. Henderson, Brian Trelstad and Eren Kuzucu
      In October 2020, after spending almost a decade to turnaround Southern Bancorp, an Arkansan bank founded with the mission to provide financial services to rural, underserved communities, CEO Darrin Williams is wondering how Southern Bancorp should continue to grow.... View Details
      Keywords: Racial Wealth Gap; Banks and Banking; Growth and Development; Corporate Social Responsibility and Impact; Mission and Purpose; Going Public; Investment Return; Social Issues; Wealth and Poverty; Banking Industry; Financial Services Industry; United States; Arkansas
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      Henderson, Rebecca M., Brian Trelstad, and Eren Kuzucu. "Aligning Mission and Margin at Southern Bancorp." Harvard Business School Case 321-099, March 2021. (Revised October 2021.)
      • March 2021
      • Supplement

      CashDrop (B2)

      By: Rembrand Koning, Paul A. Gompers and Sarah Gulick
      After the events in CashDrop A, Jarrid Tingle and Henri Pierre-Jacques, the founders of Harlem Capital partners, worried that Ruben Flores-Martinez, CashDrop’s founder, would take another offer while he waited for them to officially make an offer. HCP traditionally... View Details
      Keywords: Small Business; Entrepreneurship; Business Startups; Venture Capital; Online Technology; Technology Industry; Financial Services Industry; New York (city, NY)
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      Koning, Rembrand, Paul A. Gompers, and Sarah Gulick. "CashDrop (B2)." Harvard Business School Supplement 221-053, 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; Apparel and Accessories Industry; Technology 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
      • Supplement

      Facebook's Libra (B): The Privatization of Money?

      By: Marco Di Maggio, Ethan Rouen, George Serafeim and Amy Klopfenstein
      This case addresses the events that took place following the conclusion of the case “Facebook’s Libra (A): The Privatization of Money?” In October 2019, several months after the conclusion of the A case, multiple members of the Libra Association announced that they... View Details
      Keywords: Blockchain; Cryptocurrency; Accounting; Economics; Money; Governance; Governing and Advisory Boards; Policy; Governance Controls; Innovation and Invention; Innovation Strategy; Technological Innovation; Disruptive Innovation; Information Technology; Digital Platforms; Information Infrastructure; Technology Industry; Europe; Switzerland; United States; California
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      Di Maggio, Marco, Ethan Rouen, George Serafeim, and Amy Klopfenstein. "Facebook's Libra (B): The Privatization of Money?" Harvard Business School Supplement 121-055, March 2021.
      • March 2021 (Revised January 2024)
      • Case

      Ayn Rand: Changing the World

      By: Robert Simons and Max Saffer
      This case traces the life of Ayn Rand from Russia to Hollywood to New York City. The case describes how Rand fled communist Russia and, in reaction to the deprivations she experienced under communism, developed a philosophy idealizing free will and personal... View Details
      Keywords: Writing; Values and Beliefs; Economic Systems; Society; Mission and Purpose; Success; Work-Life Balance; Ethics; Personal Development and Career; Publishing Industry
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      Simons, Robert, and Max Saffer. "Ayn Rand: Changing the World." Harvard Business School Case 121-070, March 2021. (Revised January 2024.)
      • March 2021 (Revised August 2024)
      • Case

      Hotwire.com: Navigating Through Turbulence

      By: Jeffrey F. Rayport, Manny de Zarraga and Eric Levine
      On September 10, 2001, after speaking at an industry conference at New York’s World Trade Center, Hotwire co-founder Spencer Rascoff boarded a flight from Newark to San Francisco. After returning home, Rascoff awoke the next morning to a phone call informing him that... View Details
      Keywords: September 11; Corporate Entrepreneurship; Business Growth and Maturation; Disruption; Decisions; Job Cuts and Outsourcing; Growth Management; Digital Platforms; Problems and Challenges; Risk and Uncertainty; Expansion; Internet and the Web; Leading Change; Leadership Style; Air Transportation Industry; Tourism Industry; San Francisco
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      Rayport, Jeffrey F., Manny de Zarraga, and Eric Levine. "Hotwire.com: Navigating Through Turbulence." Harvard Business School Case 821-084, March 2021. (Revised August 2024.)
      • March 2021
      • Case

      Humana (A)

      By: Regina E. Herzlinger and Ashley Ifeadike
      To implement a bold new strategy, Humana needed to decide how to prioritize the pillars; where to own and where to partner; how much risk is acceptable; and how to continue to deliver strong operational performance while implementing a new strategy. Had the firm made... View Details
      Keywords: Health & Wellness; Health Care Industry; Health Care Costs; Health Insurance; Health Insurance Marketplaces; Health Care and Treatment; Cost; Insurance; Strategy; Health Industry; United States
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      Herzlinger, Regina E., and Ashley Ifeadike. "Humana (A)." Harvard Business School Case 321-097, March 2021.
      • March 2021 (Revised August 2021)
      • Supplement

      Wendell Weeks at Corning Inc. (B): Valor Glass and the COVID-19 Pandemic

      By: Ryan Raffaelli and Aldo Sesia
      The (B) case offers a detailed account of Wendell Weeks’s innovation strategy at Corning, and how his approach played a critical role in the COVID-19 pandemic. It illustrates the company’s philosophy of making long-term investments in promising new technologies and... View Details
      Keywords: Innovation and Invention; Innovation Strategy; Technological Innovation; Disruptive Innovation; Information Technology; Leadership; Health Pandemics; Technology Industry; United States; New York (city, NY)
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      Raffaelli, Ryan, and Aldo Sesia. "Wendell Weeks at Corning Inc. (B): Valor Glass and the COVID-19 Pandemic." Harvard Business School Supplement 421-078, March 2021. (Revised August 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; Technology 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.)
      • March 2021 (Revised August 2022)
      • Case

      Seeding and Selling Asana

      By: Jeffrey F. Rayport, Susie Ma and Amram Migdal
      In December 2019, Oliver Jay, Asana’s Chief Revenue Officer (CRO), was reconsidering his go-to-market (GTM) strategy. Asana was cloud-based work management software that enabled users to break up projects into discrete tasks that could be assigned, scheduled, and... View Details
      Keywords: SaaS; Customer Journey; Business Model; Business Organization; Change Management; Growth and Development Strategy; Growth Management; Marketing Channels; Marketing Strategy; Product Marketing; Organizational Change and Adaptation; Organizational Design; Organizational Structure; Digital Platforms; Internet and the Web; Technology Industry; United States
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      Rayport, Jeffrey F., Susie Ma, and Amram Migdal. "Seeding and Selling Asana." Harvard Business School Case 821-054, March 2021. (Revised August 2022.)
      • March 2021
      • Case

      VideaHealth: Building the AI Factory

      By: Karim R. Lakhani and Amy Klopfenstein
      Florian Hillen, co-founder and CEO of VideaHealth, a startup that used artificial intelligence (AI) to detect dental conditions on x-rays, spent the early years of his company laying the groundwork for an AI factory. A process for quickly building and iterating on new... View Details
      Keywords: Artificial Intelligence; Innovation and Invention; Disruptive Innovation; Technological Innovation; Information Technology; Applications and Software; Technology Adoption; Digital Platforms; Entrepreneurship; AI and Machine Learning; Technology Industry; Medical Devices and Supplies Industry; North and Central America; United States; Massachusetts; Cambridge
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      Lakhani, Karim R., and Amy Klopfenstein. "VideaHealth: Building the AI Factory." Harvard Business School Case 621-021, March 2021.
      • March 2021 (Revised August 2021)
      • Case

      Apax Partners and Duck Creek Technologies

      By: Josh Lerner, Terrence Shu and Alys Ferragamo
      This case follows Jason Wright and Umang Kajaria at Apax Partners as they consider an investment in Duck Creek Technologies, a technology provider for property & casualty insurance companies. The deal required a complex carve-out from Accenture, Duck Creek’s parent... View Details
      Keywords: Carve-out; Private Equity; Insurance; Investment; Operations; Valuation; Financial Strategy; New York (city, NY)
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      Lerner, Josh, Terrence Shu, and Alys Ferragamo. "Apax Partners and Duck Creek Technologies." Harvard Business School Case 221-075, March 2021. (Revised August 2021.)
      • March 2021
      • Case

      Founders Factory

      By: Jeffrey F. Rayport and James Barnett
      In January 2020, Founders Factory (FF) Executive Chairman Brent Hoberman and CEO Henry Lane Fox were considering FF’s expansion strategy. FF operated as a venture capital (VC) fund built around an accelerator and incubator, and organized around sectors within... View Details
      Keywords: Entrepreneurship; Markets; Planning; Expansion; Global Range; Business Model; Talent and Talent Management; Experience and Expertise; Corporate Entrepreneurship; Global Strategy; Innovation Strategy; Growth and Development Strategy; Management Teams; Organizational Change and Adaptation; Partners and Partnerships; Internet and the Web; Mobile and Wireless Technology; Technology Industry; Africa; South Africa; Johannesburg; Europe; France; Paris; United Kingdom; England; London; United States; New York (city, NY)
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      Rayport, Jeffrey F., and James Barnett. "Founders Factory." Harvard Business School Case 821-009, March 2021.
      • Mar 2021
      • Conference Presentation

      Descent-to-Delete: Gradient-Based Methods for Machine Unlearning

      By: Seth Neel, Aaron Leon Roth and Saeed Sharifi-Malvajerdi
      We study the data deletion problem for convex models. By leveraging techniques from convex optimization and reservoir sampling, we give the first data deletion algorithms that are able to handle an arbitrarily long sequence of adversarial updates while promising both... View Details
      Keywords: Machine Learning; Unlearning Algorithm; Mathematical Methods
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      Neel, Seth, Aaron Leon Roth, and Saeed Sharifi-Malvajerdi. "Descent-to-Delete: Gradient-Based Methods for Machine Unlearning." Paper presented at the 32nd Algorithmic Learning Theory Conference, March 2021.
      • February 2021 (Revised October 2021)
      • Case

      Collab Capital

      By: Natalia Rigol, Jeffrey J. Bussgang and Mitchell Weiss
      Founded in 2020 by Jewel Burks Solomon and her partners, Barry Givens and Justin Dawkins, Collab Capital was a new investment firm built on two pillars: first, it would identify and support ventures founded by Black entrepreneurs, a group underrepresented in... View Details
      Keywords: Black Entrepreneurs; Entrepreneurship; Venture Capital; Race; Business Startups; Financial Services Industry; Atlanta
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      Rigol, Natalia, Jeffrey J. Bussgang, and Mitchell Weiss. "Collab Capital." Harvard Business School Case 821-067, February 2021. (Revised October 2021.)
      • 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 February 2021)
      • Case

      World of Dreams Entertainment Group: Building a Resilient Business

      By: Lynda M. Applegate, Sarah Endline and Michael Norris
      In 2021, Ron DeShay, former American Idol producer, is launching his new business venture: World of Dreams Entertainment Group. World of Dreams rethought the existing TV production model, giving audiences more power to directly influence the creation of shows through a... View Details
      Keywords: Television Entertainment; Media; Social Issues; Sports; Business Ventures; Digital Platforms; Entertainment and Recreation Industry; United States; California; Los Angeles
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      Applegate, Lynda M., Sarah Endline, and Michael Norris. "World of Dreams Entertainment Group: Building a Resilient Business." Harvard Business School Case 821-039, February 2021. (Revised February 2021.)
      • 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; Consumer Products Industry; Technology Industry; Web Services 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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