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      • June 2022
      • Case

      Worten Portugal: Becoming a Digital Marketplace

      By: Antonio Moreno, Pedro Amorim and Tonia Labruyere
      With Amazon's entry into Portugal, Miguel Mota Freitas, CEO of Portuguese electronics chain Worten, is reflecting on their strategy of building a competitive marketplace.  View Details
      Keywords: Digital Transformation; Digital Strategy; Digital Platforms; Brands and Branding; E-commerce; Logistics; Service Delivery; Supply Chain; Competitive Strategy; Diversification; Consumer Products Industry; Electronics Industry; Retail Industry; Portugal; Spain
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      Moreno, Antonio, Pedro Amorim, and Tonia Labruyere. "Worten Portugal: Becoming a Digital Marketplace." Harvard Business School Case 622-062, June 2022.
      • March 2022 (Revised March 2022)
      • Module Note

      Prediction & Machine Learning

      By: Iavor I. Bojinov, Michael Parzen and Paul J. Hamilton
      This note provides an introduction to machine learning for an introductory data science course. The note begins with a description of supervised, unsupervised, and reinforcement learning. Then, the note provides a brief explanation of the difference between traditional...  View Details
      Keywords: Machine Learning; Data Science; Learning; Analytics and Data Science; Performance Evaluation
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      Bojinov, Iavor I., Michael Parzen, and Paul J. Hamilton. "Prediction & Machine Learning." Harvard Business School Module Note 622-101, March 2022. (Revised March 2022.)
      • February 2022
      • Case

      Lilium: Preparing for Takeoff

      By: Navid Mojir, Vincent Dessain, Mette Fuglsang Hjortshoej and Emer Moloney
      Lilium is a German company focused on developing electric vertical takeoff and landing vehicles (eVTOLs) that can be used to offer air taxi services. The company went public in September 2021 through a special purpose acquisition company (SPAC) deal, raising more than...  View Details
      Keywords: SPACs; Business Model; Forecasting and Prediction; Green Technology; Capital Markets; Venture Capital; Initial Public Offering; Rural Scope; Urban Scope; City; Disruptive Innovation; Growth and Development Strategy; Technological Innovation; Demand and Consumers; Market Timing; Industry Growth; Infrastructure; Logistics; Product Design; Product Development; Production; Service Delivery; Service Operations; Strategic Planning; Partners and Partnerships; Risk and Uncertainty; Urban Development; Sustainable Cities; Business Strategy; Competitive Strategy; Competitive Advantage; Air Transportation; Aerospace Industry; Air Transportation Industry; Green Technology Industry; Transportation Industry; Travel Industry; Germany; Munich; Brazil; United States; Florida
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      Mojir, Navid, Vincent Dessain, Mette Fuglsang Hjortshoej, and Emer Moloney. "Lilium: Preparing for Takeoff." Harvard Business School Case 522-084, February 2022.
      • February 2022 (Revised May 2022)
      • Case

      Ample Hills Creamery

      By: Tom Eisenmann, Lindsay N. Hyde and Tom Quinn
      Ample Hills Creamery started in 2010 as a temporary ice cream pushcart in Brooklyn, New York City. On the strength of inventive flavors and clever marketing, husband-and-wife founders Brian Smith and Jackie Cuscuna built a premium, artisanal dessert empire of 16 retail...  View Details
      Keywords: Brands and Branding; Business Growth and Maturation; Partners and Partnerships; Logistics; Profit; Food and Beverage Industry
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      Eisenmann, Tom, Lindsay N. Hyde, and Tom Quinn. "Ample Hills Creamery." Harvard Business School Case 822-073, February 2022. (Revised May 2022.)
      • February 2022
      • Case

      Defense Logistics Agency: Dynamic Vaccine Distribution at Scale

      By: Hise Gibson, Gary P. Pisano, Pettis Kent and Michael Norris
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      Gibson, Hise, Gary P. Pisano, Pettis Kent, and Michael Norris. "Defense Logistics Agency: Dynamic Vaccine Distribution at Scale." Harvard Business School Case 622-078, February 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.
      • August 2021
      • Case

      Yummy: Delivering Value to Venezuela

      By: Ayelet Israeli, Jenyfeer Martinez Buitrago and Carla Larangeira
      By June 2021, Yummy had become Venezuela’s first and largest food delivery app and last-mile logistics company. In Caracas, the nation’s capital, Yummy held a 55% market share, while operations in other cities had already started to take place, including in three of...  View Details
      Keywords: Internet and the Web; Health Pandemics; Business Startups; Growth and Development Strategy; Expansion
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      Israeli, Ayelet, Jenyfeer Martinez Buitrago, and Carla Larangeira. "Yummy: Delivering Value to Venezuela." Harvard Business School Case 522-034, August 2021.
      • May 2021
      • Article

      Making Doctors Effective Managers and Leaders: A Matter of Health and Well-Being

      By: Lisa Rotenstein, Robert S. Huckman and Christine K. Cassel
      The COVID-19 crisis has forced physicians to make daily decisions that require knowledge and skills they did not acquire as part of their biomedical training. Physicians are being called upon to be both managers—able to set processes and structures—and leaders—capable...  View Details
      Keywords: Health Care and Treatment; Management; Leadership; Health Pandemics; Health Industry
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      Rotenstein, Lisa, Robert S. Huckman, and Christine K. Cassel. "Making Doctors Effective Managers and Leaders: A Matter of Health and Well-Being." Academic Medicine 96, no. 5 (May 2021).
      • April 2021
      • Supplement

      Buy Online, Pickup in Store: CEO Supplement

      By: Antonio Moreno, Santiago Gallino and Amy Klopfenstein
      In April 2019, Sylvarella CEO Sylvia Coparella must assess the impact of the company’s Buy Online, Pickup in Store (BOPS) program on her company’s overall sales. To do so, she must review analyses of both e-commerce and brick-and-mortar sales data and compare the...  View Details
      Keywords: Operations; Service Delivery; Logistics; Infrastructure; Distribution Channels; Order Taking and Fulfillment; Analysis; Retail Industry; Apparel and Accessories Industry; United States; Canada
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      Moreno, Antonio, Santiago Gallino, and Amy Klopfenstein. "Buy Online, Pickup in Store: CEO Supplement." Harvard Business School Supplement 621-104, April 2021.
      • April 2021
      • Case

      Buy Online, Pickup in Store: Evaluating an Omnichannel Intervention in Retail

      By: Antonio Moreno, Santiago Gallino and Amy Klopfenstein
      In October 2018, fashion, wellness, and beauty retailer Sylvarella implemented a Buy Online, Pickup in Store (BOPS) program in an attempt to counteract a sales decline. While BOPS had the potential to meet customer expectations for a seamless order and fulfillment...  View Details
      Keywords: Operations; Service Delivery; Logistics; Infrastructure; Distribution Channels; Order Taking and Fulfillment; Analysis; Retail Industry; Apparel and Accessories Industry; United States; Canada
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      Moreno, Antonio, Santiago Gallino, and Amy Klopfenstein. "Buy Online, Pickup in Store: Evaluating an Omnichannel Intervention in Retail." Harvard Business School Case 621-103, April 2021.
      • April 2021
      • Supplement

      Buy Online, Pickup in Store: Vice President of E-Commerce Supplement

      By: Antonio Moreno, Santiago Gallino and Amy Klopfenstein
      In April 2019, Sylvarella VP of E-Commerce Charla Limont must review an analysis of her department’s sales data to determine the impact of the company’s Buy Online, Pickup in Store (BOPS) program. The program implementation created significant problems for the...  View Details
      Keywords: Operations; Service Delivery; Logistics; Infrastructure; Distribution Channels; Order Taking and Fulfillment; Analysis; Retail Industry; Apparel and Accessories Industry; United States; Canada
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      Moreno, Antonio, Santiago Gallino, and Amy Klopfenstein. "Buy Online, Pickup in Store: Vice President of E-Commerce Supplement." Harvard Business School Supplement 621-106, April 2021.
      • April 2021
      • Supplement

      Buy Online, Pickup in Store: Vice President of Store Operations Supplement

      By: Antonio Moreno, Santiago Gallino and Amy Klopfenstein
      In April 2019, Sylvarella VP of Store Operations Axley Vega must review an analysis of her department’s sales data to determine the impact of the company’s Buy Online, Pickup in Store (BOPS) program. BOPS implementation created significant problems for the store...  View Details
      Keywords: Operations; Service Delivery; Logistics; Infrastructure; Distribution Channels; Order Taking and Fulfillment; Analysis; Retail Industry; Apparel and Accessories Industry; United States; Canada
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      Moreno, Antonio, Santiago Gallino, and Amy Klopfenstein. "Buy Online, Pickup in Store: Vice President of Store Operations Supplement." Harvard Business School Supplement 621-105, April 2021.
      • February 2021
      • Case

      Braintrust: The Blockchain-Powered Talent Network

      By: Christopher Stanton, Joseph B. Fuller and George Gonzalez
      San Francisco startup Braintrust developed a talent network governed and incentivized by a blockchain token as a way to align incentives between clients and freelancers. The COVID-19 pandemic led to a rise of remote work and accelerated the growth of the platform;...  View Details
      Keywords: Freelancers; Blockchain; Talent and Talent Management; Internet and the Web; Business Startups; Growth and Development Strategy; Consulting Industry; United States
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      Stanton, Christopher, Joseph B. Fuller, and George Gonzalez. "Braintrust: The Blockchain-Powered Talent Network." Harvard Business School Case 821-086, February 2021.
      • February 2021
      • Tutorial

      Assessing Prediction Accuracy of Machine Learning Models

      By: Michael Toffel and Natalie Epstein
      This video describes how to assess the accuracy of machine learning prediction models, primarily in the context of machine learning models that predict binary outcomes, such as logistic regression, random forest, or nearest neighbor models. After introducing and...  View Details
      Keywords: Machine Learning; Statistics; Experiments; Forecasting and Prediction; Performance Evaluation
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      Toffel, Michael, and Natalie Epstein. Assessing Prediction Accuracy of Machine Learning Models. Harvard Business School Tutorial 621-706, February 2021.
      • January 2021 (Revised April 2022)
      • Case

      Best Buy's Corie Barry: Confronting the COVID-19 Pandemic

      By: William W. George and Amram Migdal
      This case examines the leadership of Corie Barry, the new CEO of Best Buy, with a focus on actions the company took in 2020 to adapt to the COVID-19 pandemic. The case includes a history of Best Buy’s strategy and leadership, including the transitions between the...  View Details
      Keywords: COVID-19 Pandemic; Change; Disruption; Volatility; Communication; Competency and Skills; Customers; Decision Making; Ethics; Fairness; Moral Sensibility; Values and Beliefs; Finance; Cash Flow; Financial Condition; Financial Liquidity; Goods and Commodities; Corporate Governance; Health Pandemics; Human Resources; Executive Compensation; Employees; Employee Relationship Management; Resignation and Termination; Retention; Selection and Staffing; Innovation and Invention; Jobs and Positions; Job Cuts and Outsourcing; Job Design and Levels; Job Interviews; Job Offer; Labor; Employment; Human Capital; Working Conditions; Law; Leadership; Leadership Development; Leadership Style; Management; Business or Company Management; Crisis Management; Growth and Development Strategy; Management Practices and Processes; Management Style; Management Succession; Management Systems; Management Teams; Risk Management; Operations; Distribution; Order Taking and Fulfillment; Logistics; Service Delivery; Service Operations; Supply Chain; Organizations; Corporate Social Responsibility and Impact; Organizational Change and Adaptation; Outcome or Result; Personal Development and Career; Retirement; Work-Life Balance; Planning; Strategic Planning; Problems and Challenges; Relationships; Business and Community Relations; Labor and Management Relations; Risk and Uncertainty; Safety; Science; Strategy; Retail Industry; North and Central America; United States; Minnesota
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      George, William W., and Amram Migdal. "Best Buy's Corie Barry: Confronting the COVID-19 Pandemic." Harvard Business School Case 321-073, January 2021. (Revised April 2022.)
      • January 2021 (Revised March 2021)
      • Case

      Jumia's Path to Profitability

      By: Ramon Casadesus-Masanell, Pippa Tubman Armerding and Gamze Yucaoglu
      The case opens in September 2019 as Sacha Poignonnec and Jeremy Hodara, co-founders and co-CEOs of Jumia, the leading Pan-African e-commerce platform, are contemplating the company’s path to profitability in the aftermath of a fragile investor sentiment, as the company...  View Details
      Keywords: Retail; Business Models; Business Model; Business Startups; Emerging Markets; For-Profit Firms; Strategy; Digital Platforms; Information Technology; Technology Adoption; Value Creation; Globalization; Entrepreneurship; Competition; Expansion; Logistics; Profit; Resource Allocation; Diversification; Corporate Strategy; Retail Industry; Technology Industry; Africa
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      Casadesus-Masanell, Ramon, Pippa Tubman Armerding, and Gamze Yucaoglu. "Jumia's Path to Profitability." Harvard Business School Case 721-355, January 2021. (Revised March 2021.)
      • Article

      Resilience vs. Vulnerability: Psychological Safety and Reporting of Near Misses with Varying Proximity to Harm in Radiation Oncology

      By: Palak Kundu, Olivia Jung, Amy C. Edmondson, Nzhde Agazaryan, John Hegde, Michael Steinberg and Ann Raldow
      Background
      Psychological safety, a shared belief that interpersonal risk taking is safe, is an important determinant of incident reporting. However, how psychological safety affects near-miss reporting is unclear, as near misses contain contrasting cues that...  View Details
      Keywords: Psychological Safety; Near-miss Reporting; Health Care and Treatment; Safety
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      Kundu, Palak, Olivia Jung, Amy C. Edmondson, Nzhde Agazaryan, John Hegde, Michael Steinberg, and Ann Raldow. "Resilience vs. Vulnerability: Psychological Safety and Reporting of Near Misses with Varying Proximity to Harm in Radiation Oncology." Joint Commission Journal on Quality and Patient Safety 47, no. 1 (January 2021): 15–22.
      • December 2020 (Revised April 2021)
      • Case

      Arcos Dorados: A QSR Recovery Plan

      By: Forest Reinhardt, José B. Alvarez, Jenyfeer Martinez Buitrago and Mariana Cal
      Arcos Dorados—McDonald’s largest independent franchisee, covering Latin America and the Caribbean (LAC)—faced a pandemic that was disrupting the entire consumer foodservice business in 2020. With the exclusive right to own, operate, and sub-franchise McDonald’s...  View Details
      Keywords: Agribusiness; Animal-Based Agribusiness; Plant-Based Agribusiness; Customer Value and Value Chain; Income; Macroeconomics; Environmental Management; Environmental Sustainability; Cross-Cultural and Cross-Border Issues; Food; Health Pandemics; Crisis Management; Logistics; Corporate Social Responsibility and Impact; Strategic Planning; Food and Beverage Industry; Agriculture and Agribusiness Industry; Retail Industry; Latin America; Aruba; Guadeloupe; Martinique; Mexico; Panama; Costa Rica; Argentina; Brazil; Chile; Colombia; Ecuador; French Guiana; Peru; Uruguay; Venezuela; Puerto Rico; Trinidad and Tobago
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      Reinhardt, Forest, José B. Alvarez, Jenyfeer Martinez Buitrago, and Mariana Cal. "Arcos Dorados: A QSR Recovery Plan." Harvard Business School Case 721-023, December 2020. (Revised April 2021.)
      • November 2020
      • Case

      Axis My India

      By: Ananth Raman, Ann Winslow and Kairavi Dey
      Pradeep Gupta founded Axis My India (AMI) as a printing and publishing company in 1998. In 2013, AMI expanded into consumer research and election forecasting. Although a relatively unknown entity, AMI predicted several election results accurately. Gupta describes AMI’s...  View Details
      Keywords: Market Research; Operations; Management; Infrastructure; Logistics; Service Operations; Political Elections; Forecasting and Prediction; Asia; India
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      Raman, Ananth, Ann Winslow, and Kairavi Dey. "Axis My India." Harvard Business School Case 621-075, November 2020.
      • November 2020 (Revised January 2021)
      • Case

      Zipline: The World's Largest Drone Delivery Network

      By: Tarun Khanna and George Gonzalez
      Zipline established the world's largest logistics network in Rwanda and Ghana by delivering medical supplies to hospitals via automated drones. The company is now looking to expand in the U.S. and partnered with Walmart to expand into home delivery. Zipline must...  View Details
      Keywords: Drones; Business Startups; Expansion; Growth and Development Strategy; Governing Rules, Regulations, and Reforms; United States; Africa
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      Khanna, Tarun, and George Gonzalez. "Zipline: The World's Largest Drone Delivery Network." Harvard Business School Case 721-366, November 2020. (Revised January 2021.)
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