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      • 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; Apparel and Accessories 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; Apparel and Accessories 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; Apparel and Accessories 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; Apparel and Accessories 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

      Threadless: The Renewal of an Online Community

      By: Shane Greenstein, Karim Lakhani and Christian Godwin
      Threadless, an online apparel company and artist community which Jake Nickell founded in 2000, continued to maintain its status as a top company in the online apparel industry during its second decade. From 2010 to 2020, Threadless continued to operate its... View Details
      Keywords: Business Model; Decision Making; Entrepreneurship; Innovation and Invention; Leading Change; Management; Marketing; Product Launch; Operations; Supply Chain; Distribution; Networks; Sales; Strategy; Adaptation; Information Technology; Applications and Software; Digital Platforms; Apparel and Accessories Industry; Apparel and Accessories Industry; North America
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      Greenstein, Shane, Karim Lakhani, and Christian Godwin. "Threadless: The Renewal of an Online Community." Harvard Business School Case 621-056, 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: Statistics; Experiments; Forecasting and Prediction; Performance Evaluation; AI and Machine Learning
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      Toffel, Michael, and Natalie Epstein. Assessing Prediction Accuracy of Machine Learning Models. Harvard Business School Tutorial 621-706, February 2021. (Click here to access this tutorial.)
      • January 2021 (Revised March 2022)
      • Case

      Into the Raging Sea: Final Voyage of the SS El Faro

      By: Joseph B. Fuller and Mel Martin
      Captain Michael Davidson of the container ship SS El Faro was determined to make his planned shipping trip on time—but a hurricane was approaching his intended path. To succeed, Davidson and his fellow officers must plot a course to avoid the storm in the face of... View Details
      Keywords: Power Dynamics; Management; Leadership Style; Crisis Management; Failure; Groups and Teams; Rank and Position; Decision Choices and Conditions; Shipping Industry; United States
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      Fuller, Joseph B., and Mel Martin. "Into the Raging Sea: Final Voyage of the SS El Faro." Harvard Business School Case 321-014, January 2021. (Revised March 2022.)
      • January 2021 (Revised February 2021)
      • Case

      Carnival Corporation: Cruising Through COVID-19

      By: Stuart C. Gilson and Sarah Abbott
      In March 2020, in response to the global pandemic, the cruise industry ceased operations. Carnival was the largest cruise line operator in the world, and CEO Arnold Donald and his management team worked to position the company to survive. They slashed operating... View Details
      Keywords: Debt Issuance; Equity Issuances; Convertible Debt; Cruise Lines; Restructuring; Capital; Crisis Management; Cash Flow; Health Pandemics; Borrowing and Debt; Travel Industry; United States
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      Gilson, Stuart C., and Sarah Abbott. "Carnival Corporation: Cruising Through COVID-19." Harvard Business School Case 221-028, January 2021. (Revised February 2021.)
      • 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; Food and Beverage Industry; Food and Beverage 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 March 2023)
      • 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; Medical Devices and Supplies Industry; 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 March 2023.)
      • October 2020 (Revised March 2021)
      • Supplement

      Migros Turkey: Scaling Online Operations During COVID-19 (C)

      By: Antonio Moreno and Gamze Yucaoglu
      The case opens in August 2020 as Ozgur Tort and Mustafa Bartin, CEO and chief large-format and online retail officer of Migros Ticaret A.S. (Migros), Turkey’s oldest and one of its largest supermarket chains, are navigating Migros through COVID-19 and the unprecedented... View Details
      Keywords: Business Model; Strategy; Digital Platforms; Information Technology; Technology Adoption; Value Creation; Globalization; Competition; Expansion; Logistics; Profit; Resource Allocation; Diversification; Corporate Strategy; Crisis Management; Health Pandemics; Strategic Planning; Food and Beverage Industry; Turkey
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      Moreno, Antonio, and Gamze Yucaoglu. "Migros Turkey: Scaling Online Operations During COVID-19 (C)." Harvard Business School Supplement 621-062, October 2020. (Revised March 2021.)
      • September 2020
      • Case

      Jan Swartz: Steering Princess Cruises Through the COVID-19 Crisis

      By: Boris Groysberg and Michael Norris
      In the summer of 2020, Jan Swartz, President of Princess Cruises, was persevering to lead her company back from the depths of the COVID-19 Pandemic. Diamond Princess, one of Princess Cruises’ 18 ships was the site of one of the earliest large outbreaks of COVID-19... View Details
      Keywords: COVID-19 Pandemic; COVID-19; Leading Change; Crisis Management; Ship Transportation; Health Pandemics; Human Resources; Business Strategy; Gender; Personal Development and Career; Entertainment and Recreation Industry; Entertainment and Recreation Industry; Entertainment and Recreation Industry; Japan; United States
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      Groysberg, Boris, and Michael Norris. "Jan Swartz: Steering Princess Cruises Through the COVID-19 Crisis." Harvard Business School Case 421-036, September 2020.
      • September–October 2020
      • Article

      Global Supply Chains in a Post-Pandemic World: Companies Need to Make Their Networks More Resilient. Here's How.

      By: Willy C. Shih
      The COVID-19 pandemic exposed the vulnerabilities in the production strategies and supply chains of firms everywhere. Coupled with a rise in economic nationalism, manufacturers everywhere are going to be under pressure to rethink their sourcing and logistics... View Details
      Keywords: Resilience; Pandemic; Operations Management; Health Pandemics; Supply Chain; Supply Chain Management; Manufacturing Industry; United States; Asia; Europe
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      Shih, Willy C. "Global Supply Chains in a Post-Pandemic World: Companies Need to Make Their Networks More Resilient. Here's How." R2005F. Harvard Business Review 98, no. 5 (September–October 2020): 82–89.
      • August 2020 (Revised March 2021)
      • Case

      Migros Turkey: Scaling Online Operations (A)

      By: Antonio Moreno and Gamze Yucaoglu
      The case opens in November 2019 as Ozgur Tort and Mustafa Bartin, CEO and chief large-format and online retail officer of Migros Ticaret A.S. (Migros), Turkey’s oldest and one of its largest supermarket chains, are contemplating what the best fulfillment format and... View Details
      Keywords: Retail; Grocery; Business Model; Emerging Markets; For-Profit Firms; Strategy; Digital Platforms; Information Technology; Technology Adoption; Value Creation; Globalization; Competition; Expansion; Logistics; Profit; Resource Allocation; Corporate Strategy; Turkey
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      Moreno, Antonio, and Gamze Yucaoglu. "Migros Turkey: Scaling Online Operations (A)." Harvard Business School Case 621-026, August 2020. (Revised March 2021.)
      • August 2020 (Revised March 2021)
      • Supplement

      Migros Turkey: Scaling Online Operations (B)

      By: Antonio Moreno and Gamze Yucaoglu
      The case opens in February 2020 as Ozgur Tort and Mustafa Bartin, CEO and chief large-format and online retail officer of Migros Ticaret A.S. (Migros), Turkey’s oldest and one of its largest supermarket chains, are looking over the results of the fulfillment pilot the... View Details
      Keywords: Grocery; Business Model; Strategy; Digital Platforms; Information Technology; Technology Adoption; Value Creation; Globalization; Competition; Expansion; Logistics; Profit; Resource Allocation; Corporate Strategy; Retail Industry; Turkey
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      Moreno, Antonio, and Gamze Yucaoglu. "Migros Turkey: Scaling Online Operations (B)." Harvard Business School Supplement 621-027, August 2020. (Revised March 2021.)
      • July 2020
      • Case

      Super 30: Educating the Elite Poor

      By: Prithwiraj Choudhury, Tarun Khanna and Shreya Ramachandran
      In the summer of 2019 in New Delhi, S K Shahi and his daughter, Meenakshi, faced a difficult problem. India had 19 centers of their non-profit, the Center for Social Responsibility and Leadership. Also called the 'Super 30' program, this offered free training for... View Details
      Keywords: Non-profit; Inclusive Growth; Education; Higher Education; Diversity; Nonprofit Organizations; Operations; Expansion; Geographic Location; Strategy; Decision Making; India
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      Choudhury, Prithwiraj, Tarun Khanna, and Shreya Ramachandran. "Super 30: Educating the Elite Poor." Harvard Business School Case 621-004, July 2020.
      • May 2020 (Revised March 2022)
      • Case

      The Coronavirus (COVID-19) Pandemic and the Global Economy (A)

      By: Alberto Cavallo and Christian Godwin
      In April 2020, the world struggled to contain the exponential escalation of the coronavirus (COVID-19) pandemic. Dozens of countries had imposed restrictions on travel, work, and social gatherings. A large share of the global population was under lockdowns and... View Details
      Keywords: COVID-19 Pandemic; Demand and Consumers; Supply and Industry; Finance; Central Banking; Financial Markets; International Finance; Globalization; Government and Politics; Health Pandemics; Decision Making; Macroeconomics; Employment; Crisis Management; Supply Chain; Risk and Uncertainty; Food and Beverage Industry; Food and Beverage Industry; Food and Beverage Industry; Food and Beverage Industry; Food and Beverage Industry; Food and Beverage Industry; Food and Beverage Industry; Food and Beverage Industry; Food and Beverage Industry; Food and Beverage Industry; Food and Beverage Industry; Food and Beverage Industry; Food and Beverage Industry; Food and Beverage Industry; Food and Beverage Industry; Asia; China; Europe; Latin America; Africa; United States
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      Cavallo, Alberto, and Christian Godwin. "The Coronavirus (COVID-19) Pandemic and the Global Economy (A)." Harvard Business School Case 720-031, May 2020. (Revised March 2022.)
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