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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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      Rayport, Jeffrey F., Dan Maher, and Dan O'Brien. "TikTok in 2020: Super App or Supernova?" Harvard Business School Case 821-087, February 2021. (Revised March 2022.)
      • 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.)
      • 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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      Bussgang, Jeffrey J., and Amy Klopfenstein. "Soofa: Displaying the Right Path?" Harvard Business School Teaching Plan 821-055, February 2021.
      • 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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      Neeley, Tsedal. Action Plans. Harvard Business School Tutorial 421-714, February 2021. (https://hbsp.harvard.edu/product/421714-HTM-ENG?Ntt=tsedal%20neeley%20action%20aplans.)
      • 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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      Neeley, Tsedal. What is AI? Harvard Business School Tutorial 421-713, February 2021. (https://hbsp.harvard.edu/product/421713-HTM-ENG?Ntt=tsedal%20neeley%20what%20is%20ai.)
      • February 2021
      • Case

      Yellow Digital Retailers: Providing Solar Electricity to Transform Rural Africa

      By: Lynda M. Applegate, Frank V. Cespedes and Michael Norris
      In 2020, Mike Heyink and Maya Stewart, co-founders of the Pay-as-you-Go Solar company Yellow were considering how to grow their startup. They had achieved some success in their first market, Malawi, and had recently entered Uganda, where business was slower. What did... View Details
      Keywords: Solar Energy; Business Model; Business Startups; Developing Countries and Economies; Alternative Energy; Renewable Energy; Social Entrepreneurship; Green Technology; Salesforce Management; Diversification; Expansion; Energy Industry; Africa; South Africa; Malawi; Uganda
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      Applegate, Lynda M., Frank V. Cespedes, and Michael Norris. "Yellow Digital Retailers: Providing Solar Electricity to Transform Rural Africa." Harvard Business School Case 821-041, February 2021.
      • February 2021 (Revised October 2024)
      • Case

      Muhammad Ali: Changing The World

      By: Robert Simons and Max Saffer
      This case describes the rise of Cassius Clay, who later called himself Muhammad Ali, from the poor streets of Louisville, Kentucky to international fame. The case describes how Ali won a gold medal in the Olympics, three heavyweight boxing titles, and became a role... View Details
      Keywords: Sports; Mission and Purpose; Personal Characteristics; Religion; Work-Life Balance; Family and Family Relationships; Success; Power and Influence; Personal Development and Career; Sports Industry
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      Simons, Robert, and Max Saffer. "Muhammad Ali: Changing The World." Harvard Business School Case 121-053, February 2021. (Revised October 2024.)
      • Article

      Reimagining the Balanced Scorecard for the ESG Era

      By: Robert S. Kaplan and David McMillan
      Companies are increasingly aware that their customers and society in general expect businesses to adopt and work towards social and environmental objectives as well as the traditional financial ones. This involves not only re-evaluating firms’ models but re-imagining... View Details
      Keywords: ESG (Environmental, Social, Governance) Performance; Business Ecosystems; Balanced Scorecard; Adaptation; Business Model; Business and Stakeholder Relations
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      Kaplan, Robert S., and David McMillan. "Reimagining the Balanced Scorecard for the ESG Era." Harvard Business Review Digital Articles (February 3, 2021).
      • February 2021
      • Article

      A Dynamic Theory of Multiple Borrowing

      By: Daniel Green and Ernest Liu
      Multiple borrowing—a borrower obtains overlapping loans from multiple lenders—is a common phenomenon in many credit markets. We build a highly tractable, dynamic model of multiple borrowing and show that, because overlapping creditors may impose default externalities... View Details
      Keywords: Commitment; Multiple Borrowing; Common Agency; Misallocation; Microfinance; Investment; Mathematical Methods
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      Green, Daniel, and Ernest Liu. "A Dynamic Theory of Multiple Borrowing." Journal of Financial Economics 139, no. 2 (February 2021): 389–404.
      • 2025
      • Working Paper

      Competitive Two-Part Tariffs

      By: Jorge Tamayo and Guofu Tan
      We study competitive two-part tariffs in a model of asymmetric duopoly firms offering vertically and horizontally differentiated products. We provide necessary and sufficient conditions for marginal cost pricing to arise in equilibrium, respectively, and determine the... View Details
      Keywords: Product Differentiation; Two-part Tariffs; Marginal-cost Pricing; Cross-subsidization; Competition; Price
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      Tamayo, Jorge, and Guofu Tan. "Competitive Two-Part Tariffs." Harvard Business School Working Paper, No. 21-089, March 2021. (Revised January 2025. R&R American Economic Journal: Microeconomics.)
      • February 2021
      • Case

      Digital Manufacturing at Amgen

      By: Shane Greenstein, Kyle R. Myers and Sarah Mehta
      This case discusses efforts made by biotechnology (biotech) company Amgen to introduce digital technologies into its manufacturing processes. Doing so is complicated by the fact that the process for manufacturing biologics—or therapeutics made from living cells—is... View Details
      Keywords: Digital Technologies; Change; Change Management; Decision Making; Cost vs Benefits; Decisions; Information; Analytics and Data Science; Innovation and Invention; Innovation and Management; Innovation Leadership; Innovation Strategy; Technological Innovation; Jobs and Positions; Knowledge; Leadership; Organizational Culture; Science; Strategy; Information Technology; Technology Adoption; Biotechnology Industry; Pharmaceutical Industry; United States; California; Puerto Rico; Rhode Island
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      Greenstein, Shane, Kyle R. Myers, and Sarah Mehta. "Digital Manufacturing at Amgen." Harvard Business School Case 621-008, February 2021.
      • Article

      Variety of Innovation in Global Value Chains

      By: Giulio Buciuni and Gary P. Pisano
      This article analyzes how the geography and organization of pre- and production stages in Global Value Chains (GVC) contribute to lead firms' innovation development. A novel approach in GVC studies is introduced based on transaction cost economics (TCE) and the... View Details
      Keywords: GVC; Global Value Chains; Manufacturing; Production; Global Range; Innovation and Invention
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      Buciuni, Giulio, and Gary P. Pisano. "Variety of Innovation in Global Value Chains." Art. 101167. Journal of World Business 56, no. 2 (February 2021).
      • January 2021
      • Supplement

      Bespoken Spirits: Disrupting Distilling

      By: Benjamin C. Esty and Daniel Fisher
      On October 7, 2020, Bespoken Spirits publicly announced it had received $2.6 million of seed funding for its “sustainable maturation process,” a process that could produce award-winning whiskeys in just days rather than years using a novel technology and data science. ... View Details
      Keywords: Business Ventures; Business Strategy; Competitive Advantage; Disruption; Entrepreneurship; Environmental Sustainability; Cash Flow; Disruptive Innovation; Innovation Strategy; Brands and Branding; Business Model; Consumer Products Industry; Food and Beverage Industry; Service Industry; United States; California
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      Esty, Benjamin C., and Daniel Fisher. "Bespoken Spirits: Disrupting Distilling." Harvard Business School Spreadsheet Supplement 721-852, January 2021.
      • January 2021
      • Case

      Bespoken Spirits: Disrupting Distilling

      By: Benjamin C. Esty and Daniel Fisher
      On October 7, 2020, Bespoken Spirits publicly announced it had received $2.6 million of seed funding for its “sustainable maturation process,” a process that could produce award-winning whiskeys in just days rather than years using a novel technology and data science. ... View Details
      Keywords: Business Ventures; Business Strategy; Competitive Advantage; Disruption; Entrepreneurship; Environmental Sustainability; Cash Flow; Disruptive Innovation; Innovation Strategy; Brands and Branding; Business Model; Consumer Products Industry; Food and Beverage Industry; Service Industry; United States; California
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      Esty, Benjamin C., and Daniel Fisher. "Bespoken Spirits: Disrupting Distilling." Harvard Business School Case 721-419, January 2021.
      • January 2021 (Revised June 2021)
      • Supplement

      Eaton Corporation: Portfolio Transformation and The Cost of Capital (Abridged)

      By: Benjamin C. Esty, E. Scott Mayfield and Daniel Fisher
      In 2000, Eaton Corporation was a broadly diversified industrial conglomerate. But its strategy was evolving and its focus was narrowing around “power management” and more recently on “intelligent power,” the use of digitally enabled products and services designed to... View Details
      Keywords: Mergers and Acquisitions; Business Conglomerates; Business Divisions; Cost of Capital; Corporate Finance; Value; Valuation; Industrial Products Industry; United States; Denmark; Republic of Ireland
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      Esty, Benjamin C., E. Scott Mayfield, and Daniel Fisher. "Eaton Corporation: Portfolio Transformation and The Cost of Capital (Abridged)." Harvard Business School Spreadsheet Supplement 221-708, January 2021. (Revised June 2021.)
      • January 2021 (Revised June 2021)
      • Case

      Eaton Corporation: Portfolio Transformation and the Cost of Capital (Abridged)

      By: Benjamin C. Esty, E. Scott Mayfield and Daniel Fisher
      In 2000, Eaton Corporation was a broadly diversified industrial conglomerate. But its strategy was evolving and its focus was narrowing around “power management” and more recently on “intelligent power,” the use of digitally enabled products and services designed to... View Details
      Keywords: Mergers and Acquisitions; Business Conglomerates; Business Divisions; Cost of Capital; Corporate Finance; Value; Valuation; Industrial Products Industry; United States; Denmark; Republic of Ireland
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      Esty, Benjamin C., E. Scott Mayfield, and Daniel Fisher. "Eaton Corporation: Portfolio Transformation and the Cost of Capital (Abridged)." Harvard Business School Case 221-070, January 2021. (Revised June 2021.)
      • January 2021 (Revised October 2021)
      • Case

      iOpenEye: Theater and #MeToo in Nigeria

      By: Caroline Elkins, Tarun Khanna and Joyce J. Kim
      In 2014, Ifeoma Fafunwa, an award-winning playwright and director, founded iOpenEye, a commercial production company dedicated to driving social change through performance art. iOpenEye’s flagship theatrical production was called “Hear Word! Naija Woman Talk True,”... View Details
      Keywords: Theatre; Social Change; Entrepreneurship; Social Enterprise; Arts; Entertainment; Social Issues; Health Pandemics; Organizational Change and Adaptation; Business Model; Nigeria
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      Elkins, Caroline, Tarun Khanna, and Joyce J. Kim. "iOpenEye: Theater and #MeToo in Nigeria." Harvard Business School Case 321-111, January 2021. (Revised October 2021.)
      • January 2021 (Revised March 2021)
      • Case

      Juno (A): Leveraging Student Power

      By: Joshua Schwartzstein, Kathleen L. McGinn and Amy Klopfenstein
      In March 2020, Chris Abkarians and Nikhil Agarwal were in the midst of preparing the annual auction for their student loan assistance startup, Juno. Both current MBA students at Harvard Business School, the duo founded Juno in 2018 to leverage student bargaining power... View Details
      Keywords: Decision Making; Decision Choices and Conditions; Decisions; Cost vs Benefits; Education; Higher Education; Finance; Borrowing and Debt; Strategy; Adaptation; Alignment; Negotiation; Agreements and Arrangements; Negotiation Participants; Negotiation Process; Negotiation Tactics; Negotiation Deal; Negotiation Offer; Negotiation Types; Financial Services Industry; Education Industry; North and Central America; United States; Massachusetts; Boston
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      Schwartzstein, Joshua, Kathleen L. McGinn, and Amy Klopfenstein. "Juno (A): Leveraging Student Power." Harvard Business School Case 921-032, January 2021. (Revised March 2021.)
      • January 2021
      • Case

      Toyota and Its Labor Union in Argentina (A)

      By: Jorge Tamayo, Erik Snowberg and Jenyfeer Martinez Buitrago
      In 2011, Daniel Herrero, CEO of Toyota Argentina (TASA) since 2010, was about to meet with the Secretary-General of the union representing automotive industry workers in the country. The company produced vehicles in Argentina since 1997 at their plant at Zárate, and,... View Details
      Keywords: Manufacturing Performance; Bargaining; Production; Performance; Labor Unions; Labor and Management Relations; Fairness; Factories, Labs, and Plants; Auto Industry; Argentina
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      Tamayo, Jorge, Erik Snowberg, and Jenyfeer Martinez Buitrago. "Toyota and Its Labor Union in Argentina (A)." Harvard Business School Case 721-394, January 2021.
      • January 2021
      • Case

      mPharma (A)

      By: Rembrand Koning, John D. Macomber, Pippa Tubman Armerding and Wale Lawal
      mPharma pioneered electronic prescriptions in Ghana, and aimed to increase drug affordability and accessibility in Africa, but the company remained unprofitable. Following investor concerns about mPharma's business, CEO Gregory Rockson considered alternative business... View Details
      Keywords: Strategy; Entrepreneurship; Acquisition; Health; Business Model; Health Industry; Technology Industry; Ghana
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      Koning, Rembrand, John D. Macomber, Pippa Tubman Armerding, and Wale Lawal. "mPharma (A)." Harvard Business School Case 721-428, January 2021.
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