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      • 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.
      • November 2022
      • Supplement

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

      By: Jorge Tamayo, Jenyfeer Martinez Buitrago and Mariana Cal
      In 2020, Francisco Staton, president of Arcos Dorados’ Caribbean Division, and Héctor Orozco, Managing Director of Arcos Dorados Colombia, were looking into Arcos Dorados’ options to consolidate its food delivery service in Colombia. This time the matter at hand hinged... View Details
      Keywords: 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 (B)." Harvard Business School Supplement 723-396, November 2022.
      • November–December 2022
      • Article

      The Value of Descriptive Analytics: Evidence from Online Retailers

      By: Ron Berman and Ayelet Israeli
      Does the adoption of descriptive analytics impact online retailer performance, and if so, how? We use the synthetic difference-in-differences method to analyze the staggered adoption of a retail analytics dashboard by more than 1,500 e-commerce websites, and we find an... View Details
      Keywords: Descriptive Analytics; Big Data; Synthetic Control; E-commerce; Online Retail; Difference-in-differences; Martech; Internet and the Web; Analytics and Data Science; Performance; Marketing; Retail Industry
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      Berman, Ron, and Ayelet Israeli. "The Value of Descriptive Analytics: Evidence from Online Retailers." Marketing Science 41, no. 6 (November–December 2022): 1074–1096.
      • October 2022
      • Case

      Ceibal: Sustaining and Scaling Educational Innovation in Uruguay

      By: John J-H Kim, Michael Chu and Mariana Cal
      Ceibal was founded in 2007 in Uruguay, as an initiative to reduce the digital gap in the country. After playing an important role providing a smooth transition to remote learning during COVID, Ceibal in 2022 must now determine the best way to fulfill its mission to "be... View Details
      Keywords: Digital Gap; COVID-19 Pandemic; Education; Teaching; Digital Platforms; Technology Adoption; Technological Innovation; Social Issues; Transformation; Corporate Social Responsibility and Impact; Mission and Purpose; Education Industry; Latin America; South America; Uruguay
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      Kim, John J-H, Michael Chu, and Mariana Cal. "Ceibal: Sustaining and Scaling Educational Innovation in Uruguay." Harvard Business School Case 323-034, October 2022.
      • October 2022 (Revised June 2025)
      • Case

      Lyra Health: Transforming Mental Health

      By: Rembrand Koning and Nicole Keller
      In January 2022, Lyra Health was deciding between several different alternatives to grow the business. Founded in 2015, Lyra Health was a digital mental health platform that combined technology with human therapists and coaches to deliver high quality mental health... View Details
      Keywords: Mental Health; Health Care and Treatment; Corporate Entrepreneurship; Customer Value and Value Chain; Growth and Development Strategy; Expansion; Technology Industry; Technology Industry; San Francisco
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      Koning, Rembrand, and Nicole Keller. "Lyra Health: Transforming Mental Health." Harvard Business School Case 723-365, October 2022. (Revised June 2025.)
      • October 2022
      • Supplement

      Single Earth: Science White Paper Supplement

      By: Rembrand Koning and Emer Moloney
      Science White Paper prepared by Single.Earth to give an overview of the models and solutions it has developed. View Details
      Keywords: Business Startups; Entrepreneurship; Climate Change; Environmental Sustainability; Green Technology; Natural Resources; Pollution; Analytics and Data Science; Marketing; Product Marketing; Product Launch; Product Positioning; Markets; Market Timing; Strategy; Green Technology Industry; Estonia
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      Koning, Rembrand, and Emer Moloney. "Single Earth: Science White Paper Supplement." Harvard Business School Supplement 723-389, October 2022.
      • October 2022
      • Case

      Single.Earth

      By: Rembrand Koning and Emer Moloney
      Estonian greentech company Single.Earth is launching a nature-backed token that is linked to and funds the protection of a specific plot fo land. The first landowners had been onboarded to the company's Digital Twin, a virtual representation of the planet's natural... View Details
      Keywords: Alternative Assets; Business Startups; Entrepreneurship; Climate Change; Environmental Sustainability; Green Technology; Natural Resources; Pollution; Analytics and Data Science; Marketing; Product Marketing; Product Launch; Product Positioning; Markets; Market Timing; Strategy; Green Technology Industry; Estonia
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      Koning, Rembrand, and Emer Moloney. "Single.Earth." Harvard Business School Case 723-388, October 2022.
      • October 14, 2022
      • Article

      The Challenges of Transforming Twitter

      By: Andy Wu and Goran Calic
      Elon Musk may be an idiosyncratic leader, but if he buys Twitter he’ll face a familiar business challenge: how to transform a legacy tech company. Faced with this challenge, leaders should follow five principles: 1) prioritize an objective, 2) communicate the strategy,... View Details
      Keywords: Transformation; Corporate Strategy; Change Management; Leading Change; Technology Industry
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      Wu, Andy, and Goran Calic. "The Challenges of Transforming Twitter." Harvard Business Review (website) (October 14, 2022).
      • October 2022 (Revised July 2025)
      • Case

      Driving Decarbonization at BMW

      By: Shirley Lu, George Serafeim and Michael W. Toffel
      The case describes BMW’s electrification and decarbonization strategy, and how the company measured carbon emissions throughout the life cycle of its vehicles and used tools like carbon abatement cost curves to evaluate decarbonization opportunities. In mid-2022,... View Details
      Keywords: Decarbonization; Climate Change; Environment; Sustainability; Carbon Accounting; Carbon; Carbon Abatement; Electric Vehicles; Automobiles; Transportation; Environmental Accounting; Environmental Management; Environmental Sustainability; Accounting; Strategy; Technological Innovation; Supply Chain; Business and Stakeholder Relations; Transportation Industry; Auto Industry; Battery Industry; Germany; China; United States; Europe
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      Lu, Shirley, George Serafeim, and Michael W. Toffel. "Driving Decarbonization at BMW." Harvard Business School Case 123-008, October 2022. (Revised July 2025.)
      • October 2022
      • Case

      EducationSuperHighway 2.0

      By: William A. Sahlman, Allison M. Ciechanover and Emily Grandjean
      In 2012, Evan Marwell launched EducationSuperHighway (ESH) to address a major problem: though most public K-12 schools in the US had access to the Internet, only roughly 30% had true broadband access that would enable every student to have high speed connectivity. ... View Details
      Keywords: Nonprofit Organizations; Social Entrepreneurship; Social Issues; Leading Change; Early Childhood Education; Infrastructure; Internet and the Web; Technology Industry; Technology Industry; Technology Industry; United States; San Francisco
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      Sahlman, William A., Allison M. Ciechanover, and Emily Grandjean. "EducationSuperHighway 2.0." Harvard Business School Case 823-060, October 2022.
      • October 2022
      • Article

      How Leaders with Divergent Visions Generate Novel Strategy: Navigating the Paradox of Preservation and Modernization in Swiss Watchmaking

      By: Ryan Raffaelli, Rich DeJordy and Rory M. McDonald
      How do leaders with divergent visions for their organization come together to create a novel strategy? This paper employs paradox as a lens to investigate how leader-dyads can integrate opposing strategies to produce a new, generative approach. Drawing on a qualitative... View Details
      Keywords: Strategic Paradoxes; Senior Leaders; Organizational Reinvention; Leadership; Technological Innovation; Innovation and Management; Innovation Strategy; Change; Manufacturing Industry; Consumer Products Industry; Switzerland
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      Raffaelli, Ryan, Rich DeJordy, and Rory M. McDonald. "How Leaders with Divergent Visions Generate Novel Strategy: Navigating the Paradox of Preservation and Modernization in Swiss Watchmaking." Academy of Management Journal 65, no. 5 (October 2022): 1593–1622.
      • 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; Technology 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 (Revised January 2023)
      • Case

      DBS: Purpose-Driven Transformation

      By: Ranjay Gulati, Adina Wong, Dawn H. Lau and Joseph Mesfin
      Singapore-based bank DBS went through three waves of purpose-driven transformation, overhauling the bank’s systems, upgrading employee skills, and re-centering its customer focus, with the bank’s purpose growing bolder with each key milestone achieved. Find out how the... View Details
      Keywords: Transformation; Alignment; Business Strategy; Balanced Scorecard; Technology Adoption; Mission and Purpose; Change Management; Banking Industry; Financial Services Industry; Asia; Singapore
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      Gulati, Ranjay, Adina Wong, Dawn H. Lau, and Joseph Mesfin. "DBS: Purpose-Driven Transformation." Harvard Business School Case 423-022, September 2022. (Revised January 2023.)
      • Fall 2022
      • Article

      China's Political Economy and International Backlash: From Interdependence to Security Dilemma Dynamics

      By: Margaret Pearson, Meg Rithmire and Kellee Tsai
      Contrary to expectations that economic interdependence might lessen security conflict between China and the U.S. and its allies, much of the contestation between China and several OECD countries has focused on firms and economic links. This paper explains the... View Details
      Keywords: Globalized Markets and Industries; Government and Politics; Information Technology; China
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      Pearson, Margaret, Meg Rithmire, and Kellee Tsai. "China's Political Economy and International Backlash: From Interdependence to Security Dilemma Dynamics." International Security 47, no. 2 (Fall 2022): 135–176.
      • September 2022
      • Article

      Experimentation and Start-up Performance: Evidence from A/B Testing

      By: Rembrand Koning, Sharique Hasan and Aaron Chatterji
      Recent scholarship has argued that experimentation should be the organizing principle for entrepreneurial strategy. Experimentation leads to organizational learning, which drives improvements in firm performance. We investigate this proposition by exploiting the... View Details
      Keywords: Experimentation; A/B Testing; Data-driven Decision-making; Organizational Learning; Entrepreneurship; Strategy; Business Startups; Learning; Performance; Decision Making
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      Koning, Rembrand, Sharique Hasan, and Aaron Chatterji. "Experimentation and Start-up Performance: Evidence from A/B Testing." Management Science 68, no. 9 (September 2022): 6434–6453.
      • September 2022 (Revised November 2022)
      • Teaching Note

      PittaRosso: Artificial Intelligence-Driven Pricing and Promotion

      By: Ayelet Israeli
      Teaching Note for HBS Case No. 522-046. 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; Transformation; Decision Making; AI and Machine Learning; Retail Industry; Italy
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      Israeli, Ayelet. "PittaRosso: Artificial Intelligence-Driven Pricing and Promotion." Harvard Business School Teaching Note 523-020, September 2022. (Revised November 2022.)
      • August 2022 (Revised October 2023)
      • Case

      Bajaj Finance: Building an Omnipresent Financial Services Firm

      By: Das Narayandas and Rachna Tahilyani
      Bajaj Finance, India’s largest consumer finance firm with $20.9 billion of assets across 50.5 million customers, is on a journey to transform itself from a traditional firm that sells loans and other financial products through brick-and-mortar outlets to an omnipresent... View Details
      Keywords: Financial Institutions; Transformation; Financial Instruments; Customer Satisfaction; Internet and the Web; Customer Focus and Relationships; India
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      Narayandas, Das, and Rachna Tahilyani. "Bajaj Finance: Building an Omnipresent Financial Services Firm." Harvard Business School Case 523-040, August 2022. (Revised October 2023.)
      • August 25, 2022
      • Article

      Find the Right Pace for Your AI Rollout

      By: Rebecca Karp and Aticus Peterson
      Implementing AI can introduce disruptive change and disfranchise staff and employees. When members are reluctant to adopt a new technology, they might hesitate to use it, push back against its deployment, or use it in limited capacity — which affects the benefits an... View Details
      Keywords: AI and Machine Learning; Technology Adoption; Change Management
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      Karp, Rebecca, and Aticus Peterson. "Find the Right Pace for Your AI Rollout." Harvard Business Review Digital Articles (August 25, 2022).
      • August 2022 (Revised March 2025)
      • Case

      Wasabi Technologies (A)

      By: N. Louis Shipley and Mel Martin
      After launching a successful hot cloud storage company, Founder and CEO David Friend is ready to scale the venture rapidly. Wasabi Technologies had focused primarily on direct sales, but an opportunity to pivot to channel sales was on the horizon. The company’s major... View Details
      Keywords: Direct Sales; Channel Sales; Information Management; Sales; Product Development; Growth and Development Strategy; Business Divisions; Information Technology Industry; United States
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      Shipley, N. Louis, and Mel Martin. "Wasabi Technologies (A)." Harvard Business School Case 823-021, August 2022. (Revised March 2025.)
      • 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.
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