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  • February 2021 (Revised April 2024)
  • Case

Shopify: The Conquest for Chinese E-Commerce

By: Jeffrey F. Rayport, Avani Patel, Samantha Lin and Ariel Yang
In mid-2020, Tobias Lütke, CEO of Shopify, faced a critical decision on how to time potential expansion into the China market. Over the prior 15 years, his Canadian software-as-a-service company had grown from a small e-commerce solutions provider to a full service... View Details
Keywords: Timing; Corporate Entrepreneurship; Service Operations; Business Model; Organizational Design; Change Management; Cross-Cultural and Cross-Border Issues; Global Strategy; Health Pandemics; Growth Management; Marketing Strategy; Digital Platforms; Alliances; Partners and Partnerships; Opportunities; Internet and the Web; E-commerce; United States; Canada; China
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  • February 2021 (Revised March 2022)
  • Case

TikTok in 2020: Super App or Supernova?

By: Jeffrey F. Rayport, Dan Maher and Dan O'Brien
TikTok’s parent company, ByteDance, was launched in 2012 around a simple idea – helping users entertain themselves on their smartphones while on the Beijing Subway. In less than a decade, it had become one of the world’s most valuable private companies, with investors... View Details
Keywords: Business Model; Business Startups; Business Organization; Change Management; Disruption; Cross-Cultural and Cross-Border Issues; Global Strategy; Health Pandemics; Innovation Strategy; Growth and Development Strategy; Growth Management; Brands and Branding; Marketing Strategy; Marketing Channels; Network Effects; Digital Platforms; Product Design; Product Development; Partners and Partnerships; Opportunities; Social Issues; Mobile and Wireless Technology; Internet and the Web; Value Creation; United States; China
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  • 18 Feb 2021
  • Interview

Amy Edmondson: Are You Missing One of Your Most Important Jobs as a Manager?

By: Amy C. Edmondson and Chris Clearfield
During our conversation, we talked about:

• The renewed interest in the concept of psychological safety
• J.D. Thompson’s notion of “reciprocal coordination needs”
• How knowledge work does not produce objective or mechanical... View Details
Keywords: Psychological Safety; Management Skills; Management Style; Interpersonal Communication
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  • 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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  • February 2021
  • Tutorial

Getting Started in RStudio Cloud

By: Chiara Farronato and Caleb Kwon
This video provides an introduction to the free programming language R using an online cloud version of RStudio, which is the most popular editor and interface for writing and executing R code. The video begins by providing a brief background of R and RStudio and... View Details
Keywords: Data Analysis; Data Analytics; Experiment; Experimental Design; Analytics and Data Science; Analysis; Applications and Software
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  • February 2021
  • Case

New England Baptist Hospital: Getting Paid for Value

By: Robert S. Kaplan, Mary Witkowski, Toby E. Emanuel and Syed S. Shehab
New England Baptist Hospital (NEBH), a national leader in adult orthopedic care, has the lowest rate of complications and 30-day readmissions in New England, but gets paid 30% less for its surgeries than nearby institutions. NEBH introduces, with several large... View Details
Keywords: Healthcare; Healthcare Spending; Healthcare Innovation; Healthcare Industry; Health Care Outcomes; Health Care Delivery; Health Care Reform; Bundled Payments; Health Care and Treatment; Spending; Innovation and Invention; Value Creation; Strategy; Health Industry; North America
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  • February 2021
  • Tutorial

T-tests: Theory and Practice

By: Michael Parzen, Natalie Epstein, Chiara Farronato and Michael Toffel
This video provides an introduction to hypothesis testing, sampling, t-tests, and p-values. It provides examples of A/B testing and t-testing to assess whether difference between two groups are statistically significant. This video can be assigned in conjunction with... View Details
Keywords: Data Analysis; Data Analytics; Experiment Design; Experimentation; Analytics and Data Science; Analysis
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  • February 2021 (Revised March 2022)
  • Teaching Note

Zillow Offers: Winning Online Real Estate 2.0

By: Marco Di Maggio, Luis M. Viceira and Julia Kelley
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  • Article

America's Pharmacies Can Do a Lot More Vaccinations

By: Scott Duke Kominers and Alex Tabarrok
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  • February 17, 2021
  • Article

Pandemic Self-Care for CEOs: Rituals, Running, and Cognitive Restructuring

By: Gamze Yucaoglu, Robin Abrahams and Boris Groysberg
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  • February 2021
  • Teaching Plan

Soofa: Displaying the Right Path?

By: Jeffrey J. Bussgang and Amy Klopfenstein
This teaching plan serves as a supplement to the case “Soofa: Displaying the Right Path?” HBS 820-098. The case explores the tension between two different financing and expansion plans for a startup, and explores issues related to business model pivots and industry... View Details
Keywords: Business Ventures; Business Model; Business Plan; Business Startups; Entrepreneurship; Decision Making; Decisions; Judgments; Ethics; Geography; Geopolitical Units; Finance; Investment; Markets; Market Entry and Exit; Demand and Consumers; Media; Society; Urban Development; Sustainable Cities; Information Technology; Information Infrastructure; Digital Platforms; Strategy; Business Strategy; Expansion; Relationships; Capital; Venture Capital; Advertising Industry; Technology Industry; Media and Broadcasting Industry; North and Central America; United States; Massachusetts; Cambridge
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  • February 2021
  • Case

Doist: Building the Future of Asynchronous Work

By: Prithwiraj Choudhury, Francesca Gino and Jeffrey Huizinga
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  • February 2021
  • Case

Enterprise Agility at Komerční Banka

By: Euvin Naidoo, Suraj Srinivasan and Sarah Gulick
In 2017, Jan Juchelka, the new CEO of Komerční Banka, identified the need for the bank to start an enterprise wide agile transformation. He started by working to create a sense of urgency to kick-start a process to enable the level of service delivery to customers he... View Details
Keywords: Agile; Agility; Transformation; Organizational Structure; Business Headquarters; Management Analysis, Tools, and Techniques; Management Systems; Banking Industry; Czech Republic
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  • February 2021 (Revised July 2022)
  • Case

Sarah Breedlove: Changing the World

By: Robert Simons and Max Saffer
This case describes the rise of Sarah Breedlove, who later called herself Madam C.J. Walker, from the cotton fields of Louisiana to the head of a successful, nationwide beauty company providing opportunity and hair care products to Black women. The case describes how... View Details
Keywords: Brands; African-american Entrepreneurs; Entrepreneurship; Values and Beliefs; Personal Characteristics; Success; Work-Life Balance; Business Startups; Brands and Branding; Marketing; Personal Development and Career; Beauty and Cosmetics Industry; United States
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  • February 2021
  • Tutorial

Action Plans

By: Tsedal Neeley
This video offers insight into the value of action plans in leading organizations. It provides a 6-step model for identifying situations which would benefit from action plans and gives suggestions for how to successfully implement them. The video traces the journey of... View Details
Keywords: Action Plan; Organizations; Planning; Strategic Planning
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  • Article

How Real Sales Learning Happens: In the Flow of Work

By: Yuchun Lee, Mark Magnacca and Frank V. Cespedes
Most learning in sales is through peer learning in task-specific contexts, and the effects are cumulative because modeling behavior is a big driver of how salespeople develop. This is very different from the experience in most training seminars, especially if the... View Details
Keywords: Sales; Learning; Training; Performance
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  • February 2021
  • Case

The Tulsa Massacre and the Call for Reparations

By: Mihir Desai, Ruth Page, Suzanne Antoniou and Leanne Fan
How should historic social injustices be addressed? Survivors of the 1921 Tulsa Massacre and their descendants, including Representative Regina Goodwin of Tulsa, believe they should be addressed through reparations and have consequently continued to push the government... View Details
Keywords: Costs And Consequences; Decisions; Judgment And Decision-making; Lawsuit; Leading Change; Conflict Resolution; Perspective Taking; Prejudice; Bias; Reparations; Decision Making; Decision Choices and Conditions; Cost vs Benefits; Judgments; Race; Ethics; Fairness; Moral Sensibility; Values and Beliefs; Conflict Management; Governance; Corporate Accountability; Corporate Governance; Governing Rules, Regulations, and Reforms; Policy; Government and Politics; Government Legislation; History; Lawsuits and Litigation; Legal Liability; Mission and Purpose; Corporate Social Responsibility and Impact; Motivation and Incentives; Civil Society or Community; Social Issues; Oklahoma; Tulsa; United States
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  • February 2021
  • Tutorial

What are Agile Teams?

By: Tsedal Neeley
This video explores the elements that constitute agile teams. From its history in the "Agile Manifesto," this philosophy for organizational behavior prioritizes working software over comprehensive documentation, customer collaboration over contract negotiation, and... View Details
Keywords: Agile Practices; Organization Behavior; Priorities; Groups and Teams; Decision Choices and Conditions; Values and Beliefs
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  • February 2021
  • Tutorial

What is AI?

By: Tsedal Neeley
This video explores the elements that constitute artificial intelligence (AI). From its mathematical basis to current advances in AI, this video introduces students to data, tools, and statistical models that make a computer 'intelligent.' Through an explanation of... View Details
Keywords: Artificial Intelligence; Digital; Technological Innovation; Leadership; AI and Machine Learning; Mathematical Methods
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  • February 2021 (Revised March 2025)
  • Case

Walt Disney: Changing the World

By: Robert Simons and Shirley Sun
This case describes the rise of Walt Disney, founder of the worldwide entertainment company. The case describes how Disney, as a young artist, created memorable figures such as Mickey Mouse and went on to produce Academy-award-winning films and build the world’s most... View Details
Keywords: Creativity Teams; Entertainment Industry; Family; Entertainment; Creativity; Personal Characteristics; Business Startups; Work-Life Balance; Personal Development and Career; Success; Entertainment and Recreation Industry
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