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      • November 2022
      • Supplement

      How is the e-bike market developing

      By: Ramon Casadesus-Masanell
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      Casadesus-Masanell, Ramon. "How is the e-bike market developing." Harvard Business School Multimedia/Video Supplement 723-857, November 2022.
      • November 2022 (Revised February 2024)
      • Case

      The Globalization of Manchester City Football Group

      By: Maria P. Roche, Tiona Zuzul, Exequiel Hernandez and Amy Klopfenstein
      This case describes the efforts of City Football Group (CFG) to purchase Esporte Clube Bahia (Bahia), a Brazilian professional soccer club. CFG’s strategy was to acquire under-performing clubs worldwide, invest money in high-profile players, and improve the teams’... View Details
      Keywords: Business Ventures; Acquisition; Business Conglomerates; Geography; Geographic Location; Geographic Scope; Globalization; Global Strategy; Globalized Markets and Industries; Markets; Demand and Consumers; Marketing; Brands and Branding; Organizations; Organizational Change and Adaptation; Sports; Strategy; Competition; Competitive Advantage; Diversification; Expansion; Sports Industry; Europe; United Kingdom; England; South America; Brazil
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      Roche, Maria P., Tiona Zuzul, Exequiel Hernandez, and Amy Klopfenstein. "The Globalization of Manchester City Football Group." Harvard Business School Case 723-391, November 2022. (Revised February 2024.)
      • November 2022
      • Case

      Arcos Dorados’ Quest for the Digitalization of Last-Mile Delivery in Colombia

      By: Jorge Tamayo, Jenyfeer Martinez Buitrago and Mariana Cal
      In 2018, Francisco Staton, Managing Director of Arcos Dorados in Colombia had to decide on the company’s strategy to expand its food ordering and delivery business in the country. Arcos Dorados stood as McDonald’s largest independent franchisee, and Colombia was one of... View Details
      Keywords: Digital Transformation; Delivery; McDonald's; Latin America; Quick Serve Restaurants; QSR; Transformation; Decision Making; Decision Choices and Conditions; Global Strategy; Technological Innovation; Growth and Development Strategy; Agreements and Arrangements; Negotiation Tactics; Logistics; Service Delivery; Organizational Culture; Performance Improvement; Partners and Partnerships; Strategy; Food and Beverage Industry; Latin America; South America; Colombia
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      Tamayo, Jorge, Jenyfeer Martinez Buitrago, and Mariana Cal. "Arcos Dorados’ Quest for the Digitalization of Last-Mile Delivery in Colombia." Harvard Business School Case 723-395, November 2022.
      • 2022
      • Article

      A Human-Centric Take on Model Monitoring

      By: Murtuza Shergadwala, Himabindu Lakkaraju and Krishnaram Kenthapadi
      Predictive models are increasingly used to make various consequential decisions in high-stakes domains such as healthcare, finance, and policy. It becomes critical to ensure that these models make accurate predictions, are robust to shifts in the data, do not rely on... View Details
      Keywords: AI and Machine Learning; Research and Development; Demand and Consumers
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      Shergadwala, Murtuza, Himabindu Lakkaraju, and Krishnaram Kenthapadi. "A Human-Centric Take on Model Monitoring." Proceedings of the AAAI Conference on Human Computation and Crowdsourcing (HCOMP) 10 (2022): 173–183.
      • October 2022
      • Case

      Pricing at Echosec Systems

      By: Elie Ofek, Marco Bertini, Annelena Lobb and Alexis Lefort
      This case follows the evolution of pricing strategy at Echosec Systems, a Canadian open source intelligence firm. The case provides information on pricing as the company grows and diversifies its product offerings. View Details
      Keywords: Marketing Strategy; Product Positioning; Price; Product Development; Information Industry; Canada; United States
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      Ofek, Elie, Marco Bertini, Annelena Lobb, and Alexis Lefort. "Pricing at Echosec Systems." Harvard Business School Case 523-052, October 2022.
      • October 2022 (Revised December 2022)
      • Case

      SMART: AI and Machine Learning for Wildlife Conservation

      By: Brian Trelstad and Bonnie Yining Cao
      Spatial Monitoring and Reporting Tool (SMART), a set of software and analytical tools designed for the purpose of wildlife conservation, had demonstrated significant improvements in patrol coverage, with some observed reductions in poaching and contributing to wildlife... View Details
      Keywords: Business and Government Relations; Emerging Markets; Technology Adoption; Strategy; Management; Ethics; Social Enterprise; AI and Machine Learning; Analytics and Data Science; Natural Environment; Technology Industry; Cambodia; United States; Africa
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      Trelstad, Brian, and Bonnie Yining Cao. "SMART: AI and Machine Learning for Wildlife Conservation." Harvard Business School Case 323-036, October 2022. (Revised December 2022.)
      • 2022
      • Working Paper

      Communicating Corporate Culture in Labor Markets: Evidence from Job Postings

      By: Joseph Pacelli, Tianshuo Shi and Yuan Zou
      We examine how firms craft their job postings to convey information about their culture and whether doing so helps attract employees. We utilize state-of-the-art machine learning methods to develop a comprehensive dictionary of key corporate values across the near... View Details
      Keywords: Corporate Culture Significance; Labor Markets; Disclosure; Organizational Culture; Recruitment; Talent and Talent Management
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      Pacelli, Joseph, Tianshuo Shi, and Yuan Zou. "Communicating Corporate Culture in Labor Markets: Evidence from Job Postings." Working Paper, October 2022.
      • October 2022 (Revised February 2024)
      • Case

      Masdar City: Aiming for Sustainable and Profitable Real Estate

      By: Boris Vallee and Fares Khrais
      Masdar City broke ground in 2008 and was conceived by the Abu Dhabi government to be an international beacon of innovation in sustainable energy and real estate. It was also to be a profitable investment for the government. At first glance, the two goals pulled in... View Details
      Keywords: Analysis; Business Growth And Maturation; Decisions; Public Sector; Financial Crisis; Construction; Climate Change; Green Technology; Borrowing And Debt; Corporate Finance; Capital; Capital Budgeting; Capital Structure; Cost Of Capital; Equity; REIT; Financial Management; Financial Strategy; Initial Public Offering; Innovation; Growth And Development Strategy; Emerging Markets; Urban Development; Middle East; United Arab Emirates; Sustainable Cities; Green Building; Business and Government Relations; Decision Choices and Conditions; Financing and Loans; Real Estate Industry; Construction Industry; Energy Industry; Green Technology Industry; Abu Dhabi
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      Vallee, Boris, and Fares Khrais. "Masdar City: Aiming for Sustainable and Profitable Real Estate." Harvard Business School Case 223-036, October 2022. (Revised February 2024.)
      • October 2022 (Revised December 2022)
      • Case

      Aphro Beverages

      By: Frank V. Cespedes and Amram Migdal
      This case focuses on distribution, sales, and product decisions as Aphro Beverages reaches an inflection point in its growth trajectory. In 2020, Aphro Beverages, based in Accra, Ghana, successfully launched its brand and brought two new alcoholic spirits products to... View Details
      Keywords: Agribusiness; Plant-Based Agribusiness; Business Ventures; Business Growth and Maturation; Entrepreneurship; Food; Geography; Geographic Scope; Management; Growth and Development Strategy; Growth Management; Resource Allocation; Marketing; Brands and Branding; Digital Marketing; Product Marketing; Product Launch; Product Positioning; Social Marketing; Operations; Distribution; Distribution Channels; Product; Product Design; Product Development; Supply Chain; Sales; Salesforce Management; Food and Beverage Industry; Africa; Ghana
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      Cespedes, Frank V., and Amram Migdal. "Aphro Beverages." Harvard Business School Case 823-044, October 2022. (Revised December 2022.)
      • October 2022 (Revised September 2024)
      • Case

      mPharma: Scaling Access to Affordable Primary Care in Africa

      By: Regina E. Herzlinger and Ben Creo
      mPharma hopes to scale up to create the largest pan-African healthcare company ever to provide much-needed primary care in retail pharmacies; a reliable, fairly priced supply of drugs; and micro-insurance for drugs. They must prioritize launching a telemedicine... View Details
      Keywords: Africa; Pharmaceutical Companies; Pharmacy Benefit Manager; Health Care; Health Care And Treatment; Health Care Costs; Health Care Delivery; Health Care Entrepreneurship; Telehealth; Health Equity; Corporate Strategy; Social Entrepreneurship; Equity; Growth and Development Strategy; Expansion; Product Launch; Customer Value and Value Chain; Social Enterprise; Multinational Firms and Management; Pharmaceutical Industry; Health Industry; Africa
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      Herzlinger, Regina E., and Ben Creo. "mPharma: Scaling Access to Affordable Primary Care in Africa." Harvard Business School Case 323-033, October 2022. (Revised September 2024.)
      • September–October 2022
      • Article

      Case Study: What's the Right Career Move After a Public Failure?

      By: Jon M. Jachimowicz and Francesca Gino
      “Reunions are for happy people,” Mariani Kallis said to her friend Whitney on the phone. “I’m not going.” “Come on, it won’t be the same without you,” Whitney pleaded. “Besides, no one is happy right now. Everyone’s life is a mess.” “I’m pretty sure none of our... View Details
      Keywords: Career Decisions; Personal Development and Career
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      Jachimowicz, Jon M., and Francesca Gino. "Case Study: What's the Right Career Move After a Public Failure?" Harvard Business Review 100, no. 5 (September–October 2022): 144–149.
      • Article

      Recovering Investor Expectations from Demand for Index Funds

      By: Mark Egan, Alexander J. MacKay and Hanbin Yang
      We use a revealed-preference approach to estimate investor expectations of stock market returns. Using data on demand for index funds that follow the S&P 500, we develop and estimate a model of investor choice to flexibly recover the time-varying distribution of... View Details
      Keywords: Stock Market Expectations; Demand Estimation; Exchange-traded Funds (ETFs); Demand and Consumers; Investment
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      Egan, Mark, Alexander J. MacKay, and Hanbin Yang. "Recovering Investor Expectations from Demand for Index Funds." Review of Economic Studies 89, no. 5 (October 2022): 2559–2599.
      • 2022
      • Chapter

      The Origins of the Developmental State: The European Experience

      By: Sophus A. Reinert
      Book Abstract: There has been a major revival of interest in State Capitalism: what it is, where it is found, and why it is seemingly becoming more ubiquitous. As a concept, it has evolved from radical critiques of the Soviet Union, to being deployed by neo-liberals to... View Details
      Keywords: State Capitalism; History; Macroeconomics; Developing Countries and Economies; Economic Systems; Europe
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      Reinert, Sophus A. "The Origins of the Developmental State: The European Experience." Chap. 3 in The Oxford Handbook of State Capitalism and the Firm, edited by Mike Wright, Geoffrey T. Wood, Alvaro Cuervo-Cazurra, Pei Sun, Ilya Okhmatovskiy, and Anna Grosman, 53–77. Oxford University Press, 2022.
      • September 2022 (Revised January 2025)
      • Case

      The Pokémon Company: Evolving into an Everlasting Brand

      By: Tomomichi Amano and Masaki Nomura
      Super Bowl 50, the fiftieth annual championship game of the American National Football League played in February 2016, featured 52 commercials, and brands spent more than six million dollars each for a 30-second commercial slot. Surprisingly, the commercial that... View Details
      Keywords: Advertising; Brands and Branding; Marketing Strategy; Consumer Behavior; Growth and Development Strategy; Video Game Industry; Japan
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      Amano, Tomomichi, and Masaki Nomura. "The Pokémon Company: Evolving into an Everlasting Brand." Harvard Business School Case 523-022, September 2022. (Revised January 2025.)
      • September 2022 (Revised November 2023)
      • Case

      Wordle

      By: Karen G. Mills, Christina Wallace, Ebehi Iyoha, Gabriella Elanbeck and Morgane Herculano
      After sourdough bread, countertop chive gardens, and vaccine selfies came a pandemic-era trend that everyone seemed to be in on: one daily chance to guess a five-letter word and crow about your success on social media via little green and yellow squares. From a... View Details
      Keywords: Games; Innovation; General Management; Mergers and Acquisitions; Trends; Entrepreneurship; Bids and Bidding; Consumer Behavior; Entertainment and Recreation Industry; Technology Industry
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      Mills, Karen G., Christina Wallace, Ebehi Iyoha, Gabriella Elanbeck, and Morgane Herculano. "Wordle." Harvard Business School Case 323-032, September 2022. (Revised November 2023.)
      • September 2022
      • Case

      HPP: Tapping the Netherlands’ Potential

      By: Brian Trelstad and Idelès Kaandorp
      Stichting Het Potentieel Pakken (HPP) was launched to solve a systemic problem in the Dutch Labor Market: gender inequity that was leading to a large number of women to work part-time in fields that were in desperately short supply of labor, like health care, child... View Details
      Keywords: COVID-19 Pandemic; Grants; Scaling And Growth; Nonprofit Organizations; Opportunities; Gender; Income; Employment; Health Care and Treatment; Human Capital; Mission and Purpose; Motivation and Incentives; Growth and Development Strategy; Employment Industry; Health Industry; Education Industry; Consulting Industry; Europe; Netherlands
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      Trelstad, Brian, and Idelès Kaandorp. "HPP: Tapping the Netherlands’ Potential." Harvard Business School Case 323-024, September 2022.
      • September 2022
      • Case

      AllSpice: GitHub for Hardware Engineers

      By: Jeffrey J. Bussgang and Mel Martin
      AllSpice, a software-as-a-service company that built a GitHub-like revision control tool for hardware engineers, was in the midst of preparing for rapid scale when the 2022 market downturn left them with big decisions to make. Cofounder and CEO Valentina Ratner had to... View Details
      Keywords: Scaling; SaaS; Strategy; Marketing; Growth and Development Strategy; Resource Allocation; Customer Focus and Relationships; Technology Industry; Electronics Industry; United States
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      Bussgang, Jeffrey J., and Mel Martin. "AllSpice: GitHub for Hardware Engineers." Harvard Business School Case 823-022, September 2022.
      • September 2022
      • Article

      Drivers of Philanthropic Foundations in Emerging Markets: Family, Values and Spirituality

      By: Valeria Giacomin and Geoffrey Jones
      This article discusses the ethics and drivers of philanthropic foundations in emerging markets. A foundation organizes assets to invest in philanthropic initiatives. Previous scholarship has largely focused on developed countries, especially the United States, and has... View Details
      Keywords: Philanthropy; Foundations; Spirituality; Philanthropy and Charitable Giving; Social Enterprise; Emerging Markets; Values and Beliefs; Africa; Asia; Latin America; Middle East
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      Giacomin, Valeria, and Geoffrey Jones. "Drivers of Philanthropic Foundations in Emerging Markets: Family, Values and Spirituality." Journal of Business Ethics 180, no. 1 (September 2022): 263–282. (https://doi.org/10.1007/s10551-021-04875-4.)
      • August 2022
      • Case

      Air Wars: Deregulating the U.S. Airline Industry

      By: Tom Nicholas and James Weber
      In the early decades of the twentieth century, the U.S. government assisted in the development of an airline industry by subsidizing the delivery of mail and allowing mail carriers to also fly passengers. Because the government awarded mail routes to the lowest... View Details
      Keywords: Government Regulation; Deregulation; Change Management; Economics; Entrepreneurship; Financial Management; Business History; Human Resources; Compensation and Benefits; Labor; Labor Unions; Leading Change; Leadership Style; Crisis Management; Industry Structures; Operations; Strategy; Adaptation; Competition; Air Transportation; Air Transportation Industry; United States
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      Nicholas, Tom, and James Weber. "Air Wars: Deregulating the U.S. Airline Industry." Harvard Business School Case 823-033, August 2022.
      • August 2022 (Revised March 2023)
      • Case

      Pricing at Netflix: The Sequel

      By: Elie Ofek and Amy Klopfenstein
      This case continues the themes discussed in "Pricing at Netflix" (Case 521-004). Following the conclusion of the original case, Netflix developed new, high-profile original content, added millions of subscribers, and introduced another price increase in January 2022.... View Details
      Keywords: Marketing; Advertising; Marketing Strategy; Entertainment; Film Entertainment; Television Entertainment; Finance; Strategy; Competition; Competitive Strategy; Business Strategy; Adaptation; Internet and the Web; Customers; Customer Satisfaction; Entertainment and Recreation Industry; Advertising Industry; North and Central America; United States
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      Ofek, Elie, and Amy Klopfenstein. "Pricing at Netflix: The Sequel." Harvard Business School Case 523-015, August 2022. (Revised March 2023.)
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