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      • March 2022 (Revised August 2022)
      • Case

      Swvl: Smart Mobility for the Masses

      By: Krishna Palepu, Esel Çekin and Menna Hassan
      The case focuses on strategy and governance issues at Swvl, a tech-enabled mass mobility marketplace. It describes the journey of CEO and Chairman Mostafa Kandil on his journey from founding the company to its listing on Nasdaq. Since its founding in Egypt in 2017,... View Details
      Keywords: Corporate Governance; Growth and Development Strategy; Initial Public Offering; Innovation and Invention; Business Startups; Transportation Industry; Technology Industry; Middle East; North Africa
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      Palepu, Krishna, Esel Çekin, and Menna Hassan. "Swvl: Smart Mobility for the Masses." Harvard Business School Case 122-097, March 2022. (Revised August 2022.)
      • March 2022 (Revised July 2022)
      • Teaching Note

      Camera IQ and the Metaverse: Building Augmented Reality Brand Experiences

      By: Jill Avery
      Camera IQ, a camera marketing software company that empowered brands to create and launch augmented reality experiences (AREs) across social platforms, had just raised an additional $5 million to fund further product development and expand its marketing and sales... View Details
      Keywords: Brand Management; Virtual Reality; Augmented Reality; B2B; E-commerce; Technology Platform; Marketing; Marketing Communications; Marketing Strategy; Brands and Branding; Digital Marketing; Internet and the Web; Growth Management; Customer Relationship Management; Customer Value and Value Chain; Social Media; Applications and Software; Digital Platforms; Advertising Industry; United States
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      Avery, Jill. "Camera IQ and the Metaverse: Building Augmented Reality Brand Experiences." Harvard Business School Teaching Note 522-065, March 2022. (Revised July 2022.)
      • March 2022 (Revised March 2024)
      • Case

      Hometown Foods: Changing Price amid Inflation

      By: Julian De Freitas, Jeremy Yang and Das Narayandas
      During the early part of the 2021 Covid-19 pandemic, Hometown Foods, a large seller of flour-based products, thrived as consumers hoarded baked goods and took up baking to pass the time and find comfort. Then, amid growing shortages in commodities, a vaccine arrived,... View Details
      Keywords: COVID-19 Pandemic; Consumer Behavior; Supply Chain; Inflation and Deflation; Spending; Price Bubble; Price; Volatility; Food and Beverage Industry
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      De Freitas, Julian, Jeremy Yang, and Das Narayandas. "Hometown Foods: Changing Price amid Inflation." Harvard Business School Case 522-087, March 2022. (Revised March 2024.)
      • Article

      Eliminating Unintended Bias in Personalized Policies Using Bias-Eliminating Adapted Trees (BEAT)

      By: Eva Ascarza and Ayelet Israeli

      An inherent risk of algorithmic personalization is disproportionate targeting of individuals from certain groups (or demographic characteristics such as gender or race), even when the decision maker does not intend to discriminate based on those “protected”... View Details

      Keywords: Algorithm Bias; Personalization; Targeting; Generalized Random Forests (GRF); Discrimination; Customization and Personalization; Decision Making; Fairness; Mathematical Methods
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      Ascarza, Eva, and Ayelet Israeli. "Eliminating Unintended Bias in Personalized Policies Using Bias-Eliminating Adapted Trees (BEAT)." e2115126119. Proceedings of the National Academy of Sciences 119, no. 11 (March 8, 2022).
      • March 5, 2022
      • Article

      Hospital Capacity Shortages: An SEC-Backed Transparency “PULL” Will Open Beds Faster Than a “PUSH” by HHS

      By: Regina E. Herzlinger
      In the new normal of ongoing pandemics, hospital bed shortages will continue. Healthcare innovation expert and author of the upcoming book Innovating in Healthcare: Creating Breakthrough Services, Products, and Business Models (Wiley, 2023, 978-1119543008), HBS... View Details
      Keywords: Hospital Capacity; Access To Care; Health Pandemics; Health Care and Treatment; Performance Capacity; Planning
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      Herzlinger, Regina E. "Hospital Capacity Shortages: An SEC-Backed Transparency “PULL” Will Open Beds Faster Than a “PUSH” by HHS." Healthcare Business Today (March 5, 2022).
      • March 2022
      • Case

      In Data We Trust: Be Mobile Africa and Furthering Financial Inclusion Across the African Continent

      By: Lauren Cohen, Grace Headinger and Pierre Marchesseault
      To Cédric Jeannot, leveraging technology to promote financial inclusion was personal. After no established financial institution would accept his technology platform to lower transaction costs for free, Jeannot launched FinTech company Be Mobile Africa in May 2020.... View Details
      Keywords: Finance; Fintech; Emerging Market; Fundraising; Financial Inclusion; Strategy; Expansion; Management; Entrepreneurship; Personal Finance; Corporate Social Responsibility and Impact; Growth and Development Strategy; Financial Services Industry; Financial Services Industry; Africa; Togo; Nigeria; Ghana
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      Cohen, Lauren, Grace Headinger, and Pierre Marchesseault. "In Data We Trust: Be Mobile Africa and Furthering Financial Inclusion Across the African Continent." Harvard Business School Case 222-073, March 2022.
      • March 2022
      • Teaching Note

      Supreme: Remaining Cool While Pursuing Growth

      By: Jill Avery and Sandrine Crener
      Teaching Note for HBS Case No. 522-006. Following VF Corporation’s acquisition of cult streetwear brand Supreme, consumers and industry pundits were nervous that becoming part of a large, public corporation would put an end to Supreme’s slow and careful growth... View Details
      Keywords: Cultural Branding; Marketing; Brands and Branding; Luxury; Growth Management; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; United States
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      Avery, Jill, and Sandrine Crener. "Supreme: Remaining Cool While Pursuing Growth." Harvard Business School Teaching Note 522-063, March 2022.
      • March 2022
      • Case

      Abu Issa Holding: Navigating the Qatar Blockade

      By: Mark Egan and Youssef Abdel Aal
      The case follows Ashraf Abu Issa, CEO and chairman of Abu Issa Holding (AIH), as he contemplated the fate of his company’s regional expansion. AIH was a Qatari diversified holding company, whose primary business was luxury retailing and distribution. Abu Issa had set... View Details
      Keywords: Luxury Retail; Expansion; Equity; Business Divisions; Growth and Development; Market Entry and Exit; Cross-Cultural and Cross-Border Issues; Consumer Products Industry; Saudi Arabia; United Arab Emirates
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      Egan, Mark, and Youssef Abdel Aal. "Abu Issa Holding: Navigating the Qatar Blockade." Harvard Business School Case 222-063, March 2022.
      • March 2022
      • Article

      Estimating the Effectiveness of Permanent Price Reductions for Competing Products Using Multivariate Bayesian Structural Time Series Models

      By: Fiammetta Menchetti and Iavor Bojinov
      Researchers regularly use synthetic control methods for estimating causal effects when a sub-set of units receive a single persistent treatment, and the rest are unaffected by the change. In many applications, however, units not assigned to treatment are nevertheless... View Details
      Keywords: Causal Inference; Partial Interference; Synthetic Controls; Bayesian Structural Time Series; Mathematical Methods
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      Menchetti, Fiammetta, and Iavor Bojinov. "Estimating the Effectiveness of Permanent Price Reductions for Competing Products Using Multivariate Bayesian Structural Time Series Models." Annals of Applied Statistics 16, no. 1 (March 2022): 414–435.
      • March 2022
      • Article

      Learning to Rank an Assortment of Products

      By: Kris Ferreira, Sunanda Parthasarathy and Shreyas Sekar
      We consider the product ranking challenge that online retailers face when their customers typically behave as “window shoppers”: they form an impression of the assortment after browsing products ranked in the initial positions and then decide whether to continue... View Details
      Keywords: Online Learning; Product Ranking; Assortment Optimization; Learning; Internet and the Web; Product Marketing; Consumer Behavior; E-commerce
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      Ferreira, Kris, Sunanda Parthasarathy, and Shreyas Sekar. "Learning to Rank an Assortment of Products." Management Science 68, no. 3 (March 2022): 1828–1848.
      • March 2022 (Revised December 2022)
      • Case

      Perch

      By: Jeffrey F. Rayport, Stacy Straaberg and Julia Kelley
      In May 2021, Perch CEO Chris Bell needed to decide whether his e-commerce aggregator company, which bought and scaled Amazon Marketplace brands, should acquire up to three acquisition targets. The prospective acquisitions, Web Deals Direct, HomeCo, and Future Brands,... View Details
      Keywords: Business Ventures; Acquisition; Business Growth and Maturation; Decision Making; Cost vs Benefits; Decision Choices and Conditions; Decisions; Management; Growth and Development Strategy; Strategy; Business Strategy; Integration; E-commerce; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; North America; United States; Massachusetts; Boston; California; Asia; Philippines
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      Rayport, Jeffrey F., Stacy Straaberg, and Julia Kelley. "Perch." Harvard Business School Case 822-087, March 2022. (Revised December 2022.)
      • March 2022
      • Teaching Note

      Sawiris Foundation: Elevating Education in Egypt

      By: Brian Trelstad and Alpana Thapar
      Teaching Note for HBS Case No. 322-023. Founded in 2001 by the Sawiris family, one of the wealthiest families in Egypt, the Sawiris Foundation for Social Development (SFSD) invested in human capital and provision of basic social services for the most marginalized... View Details
      Keywords: Sustainable Development; Human Capital; Equality and Inequality; Education; Business Strategy; Social Enterprise; Social Issues; Partners and Partnerships; Growth and Development Strategy; Education Industry; Egypt
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      Trelstad, Brian, and Alpana Thapar. "Sawiris Foundation: Elevating Education in Egypt." Harvard Business School Teaching Note 322-061, March 2022.
      • February 2022 (Revised May 2022)
      • Case

      Jaypee Infratech and the Indian Bankruptcy Code

      By: Kristin Mugford, William Vrattos and Radhika Kak
      In 2016, India passed a new bankruptcy law (IBC) to counter a brewing bank crisis and increased corporate distress. Homebuilder Jaypee Infratech, one of India largest distressed companies (the “dirty dozen”) began restructuring under the IBC in 2017. Two years later,... View Details
      Keywords: Restructuring; Decisions; Judgments; Voting; Developing Countries and Economies; Financial Crisis; Public Sector; Asset Pricing; Borrowing and Debt; Corporate Finance; Credit; Insolvency and Bankruptcy; Debt Securities; Bonds; Investment Return; Price; Government Legislation; Laws and Statutes; Bids and Bidding; Business and Stakeholder Relations; Risk and Uncertainty; Valuation; Real Estate Industry; India; Delhi
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      Mugford, Kristin, William Vrattos, and Radhika Kak. "Jaypee Infratech and the Indian Bankruptcy Code." Harvard Business School Case 222-071, February 2022. (Revised May 2022.)
      • February 2022 (Revised January 2023)
      • Case

      Creating and Measuring Purpose at Viega

      By: Ethan Rouen, Suraj Srinivasan and James Barnett
      At its headquarters in Attendorn, Germany, Viega’s chairwoman Anna Viegener gathered the company’s leadership team to discuss their progress on formalizing purpose-driven leadership as a strategic driver within the organization. Viega manufactured and distributed... View Details
      Keywords: Growth and Development; Employee Relationship Management; Leadership; Mission and Purpose; Expansion; Measurement and Metrics; Germany
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      Rouen, Ethan, Suraj Srinivasan, and James Barnett. "Creating and Measuring Purpose at Viega." Harvard Business School Case 122-028, February 2022. (Revised January 2023.)
      • February 2022
      • Case

      Cleveland Clinic Abu Dhabi

      By: Linda A. Hill and Emily Tedards
      In 2006, the Cleveland Clinic and Mubadala Investment Company partnered with a bold ambition to deliver world class healthcare in the United Arab Emirates. In 2015, after nearly a decade of planning and construction, Cleveland Clinic Abu Dhabi opened its doors. By... View Details
      Keywords: Organizational Behavior; Culture; Alignment; Organizational Effectiveness; Purpose; Impact; Leadership Development; Diversity; Collaboration; Co-creation; Learning Organizations; Empowerment; Teams; Team Dynamics; Teamwork; Team Effectiveness; Trust; Talent; Talent Development And Retention; Psychological Safety; Organizational Evolution; Coaching; Board; Analytics; Innovation; Data; Data Visualization; Digital Technology; Digital; Customer Experience; Experimentation; Change Management; Data-driven Decision-making; Debates; Ecosystem; Partnership; Telemedicine; Sustainability; Global Organizations; Local; Hospital; Healthcare; United Arab Emirates; Health Care and Treatment; Partners and Partnerships; Globalization; Quality; Organizational Culture; Mission and Purpose; Innovation and Management; Information Technology; Joint Ventures; Leadership; Performance Effectiveness; Abu Dhabi; United Arab Emirates
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      Hill, Linda A., and Emily Tedards. "Cleveland Clinic Abu Dhabi." Harvard Business School Case 422-058, February 2022.
      • February 2022
      • Case

      Cleveland Clinic Abu Dhabi (Abridged)

      By: Linda A. Hill and Emily Tedards
      In 2006, the Cleveland Clinic and Mubadala Investment Company partnered with a bold ambition to deliver world class healthcare in the United Arab Emirates. In 2015, after nearly a decade of planning and construction, Cleveland Clinic Abu Dhabi opened its doors. By... View Details
      Keywords: Organization Behavior; Culture; Alignment; Organizational Effectiveness; Purpose; Impact; Leadership Development; Diversity; Collaboration; Co-creation; Learning Organizations; Empowerment; Teams; Team Dynamics; Teamwork; Team Effectiveness; Trust; Talent; Talent Development And Retention; Psychological Safety; Organizational Evolution; Coaching; Board; Analytics; Innovation; Data; Data Visualization; Digital Technology; Digital; Customer Experience; Experimentation; Change Management; Data-driven Decision-making; Debates; Ecosystem; Partnership; Telemedicine; Sustainability; Global Organizations; Local; Hospital; Healthcare; United Arab Emirates; Health Care and Treatment; Partners and Partnerships; Globalization; Quality; Organizational Culture; Mission and Purpose; Innovation and Management; Information Technology; Joint Ventures; Leadership; Performance Effectiveness; Abu Dhabi; United Arab Emirates
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      Hill, Linda A., and Emily Tedards. "Cleveland Clinic Abu Dhabi (Abridged)." Harvard Business School Case 422-056, February 2022.
      • February 2022 (Revised March 2022)
      • Case

      National Electric Vehicles Sweden (NEVS): Materializing a Vision

      By: Shane Greenstein and Elena Corsi
      In 2021, the car manufacturer National Electric Vehicle Sweden (NEVS) faced the challenge of securing funding from its investor to launch an innovative mobility solution based on fleets of shared autonomous driving (AD) cars. The system was complex as it required the... View Details
      Keywords: Autonomous Vehicles; Product Design; Sustainable Cities; Transportation Networks; Auto Industry; Sweden; Europe
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      Greenstein, Shane, and Elena Corsi. "National Electric Vehicles Sweden (NEVS): Materializing a Vision." Harvard Business School Case 622-076, February 2022. (Revised March 2022.)
      • February 2022
      • Case

      US Foods: Driving Post-Pandemic Success?

      By: David E. Bell, Olivia Hull and Amy Klopfenstein
      In November 2021, US Foods CEO Pietro Satriano must decide his company’s trajectory following the COVID-19 pandemic. US Foods suffered due to business closures and social distancing during the height of the pandemic. While the situation improved following the return of... View Details
      Keywords: COVID-19 Pandemic; Agribusiness; Food; Goods and Commodities; Jobs and Positions; Job Design and Levels; Job Offer; Labor; Employment; Human Capital; Wages; Working Conditions; Operations; Distribution Channels; Order Taking and Fulfillment; Infrastructure; Logistics; Product Development; Diversification; Product Design; Service Delivery; Service Operations; Supply Chain Management; Social Psychology; Motivation and Incentives; Transportation; Truck Transportation; Transportation Networks; Agriculture and Agribusiness Industry; Distribution Industry; Food and Beverage Industry; Transportation Industry; United States
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      Bell, David E., Olivia Hull, and Amy Klopfenstein. "US Foods: Driving Post-Pandemic Success?" Harvard Business School Case 522-023, February 2022.
      • February 2022
      • Teaching Note

      AptDeco: Circular Economy Furniture Marketplace

      By: Ayelet Israeli
      Teaching Note for HBS Case No. 521-069. 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... View Details
      Keywords: E-Commerce Strategy; Mobile; Word-of-Mouth; Word Of Mouth; Word-of-mouth Marketing; 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; African-American Protagonist; Circular; Peer-to-peer Markets; Furniture Industry; Growth Hacking; Monetization Strategy; Growth Management; Marketing Strategy; Entrepreneurship; Digital Platforms; Marketing Channels; Digital Marketing; Consumer Behavior; Acquisition; Retention; Growth and Development Strategy; Customer Focus and Relationships; Expansion; Brands and Branding; E-commerce; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; Consumer Products Industry; United States; North America; New York (city, NY); New York (state, US)
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      Israeli, Ayelet. "AptDeco: Circular Economy Furniture Marketplace." Harvard Business School Teaching Note 522-078, February 2022.
      • February 2022 (Revised September 2022)
      • Case

      InstaDeep: AI Innovation Born in Africa (A)

      By: Shikhar Ghosh and Esel Çekin
      Karim Beguir and Zohra Slim were the co-founders of InstaDeep, a deep tech startup focusing on artificial intelligence (AI) solutions. Instadeep was one of the few companies globally that were partnering with DeepMind, an AI subsidiary of Google [Alphabet Inc.].... View Details
      Keywords: AI; Artificial Intelligence; Entrepreneurship; Operations; Business Subsidiaries; Brands and Branding; Innovation and Invention; Growth and Development Strategy; AI and Machine Learning; Technology Industry; Africa
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      Ghosh, Shikhar, and Esel Çekin. "InstaDeep: AI Innovation Born in Africa (A)." Harvard Business School Case 822-104, February 2022. (Revised September 2022.)
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