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      • April 2021
      • Case

      Glass-Shattering Leaders: Ana Paula Pessoa

      By: Boris Groysberg and Colleen Ammerman
      Ana Paula Pessoa built a career at the largest media conglomerate in Latin America, combining a passion for digital transformation with a commitment to doing work that had a positive impact on society. Having grown up during a dictatorial military regime in Brazil, the... View Details
      Keywords: Glass Ceiling; Leadership; Gender; Power and Influence
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      Groysberg, Boris, and Colleen Ammerman. "Glass-Shattering Leaders: Ana Paula Pessoa." Harvard Business School Case 421-071, April 2021.
      • April 2021 (Revised January 2022)
      • Case

      SA Taxi: A Vehicle for Empowerment? (A)

      By: Nien-he Hsieh, Dilyana Karadzhova Botha and F. Christopher Eaglin
      SA Taxi was a vertically integrated business that operated in South Africa’s distinctive taxi industry. Despite being plagued by violence, informal structures, unsafe road practices and lack of government support, the taxi industry had grown to become South Africa’s... View Details
      Keywords: Corporate Accountability; Ownership; Ownership Stake; Business and Stakeholder Relations; Equality and Inequality; Race; Situation or Environment; Transportation Industry; South Africa; Africa
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      Hsieh, Nien-he, Dilyana Karadzhova Botha, and F. Christopher Eaglin. "SA Taxi: A Vehicle for Empowerment? (A)." Harvard Business School Case 321-138, April 2021. (Revised January 2022.)
      • April 2021 (Revised January 2022)
      • Supplement

      SA Taxi: A Vehicle for Empowerment? (B)

      By: Nien-he Hsieh, Dilyana Karadzhova Botha and F. Christopher Eaglin
      SA Taxi was a vertically integrated business that operated in South Africa’s distinctive taxi industry. Despite being plagued by violence, informal structures, unsafe road practices and lack of government support, the taxi industry had grown to become South Africa’s... View Details
      Keywords: Corporate Accountability; Ownership; Ownership Stake; Business and Stakeholder Relations; Equality and Inequality; Race; Situation or Environment; Transportation Industry; South Africa; Africa
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      Hsieh, Nien-he, Dilyana Karadzhova Botha, and F. Christopher Eaglin. "SA Taxi: A Vehicle for Empowerment? (B)." Harvard Business School Supplement 321-141, April 2021. (Revised January 2022.)
      • 2021
      • Working Paper

      Diversity and Performance in Entrepreneurial Teams

      By: Sophie Calder-Wang, Paul A. Gompers and Kevin Huang
      We study the role of diversity and performance in the entrepreneurial teams. We exploit a unique dataset of MBA students who participated in a required course to propose and start a real micro-business that allows us to examine horizontal diversity (i.e., within the... View Details
      Keywords: Entrepreneurship; Groups and Teams; Diversity; Performance
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      Calder-Wang, Sophie, Paul A. Gompers, and Kevin Huang. "Diversity and Performance in Entrepreneurial Teams." NBER Working Paper Series, No. 28684, April 2021.
      • March 2021
      • Case

      Astralis Group: Determining a Brand Strategy

      By: Benjamin C. Esty, Mette Fuglsang Hjortshoej and Emilie Billaud
      After launching a Danish esports company in July 2019, and going public in December 2019 with multiple brands associated with different games, the Astralis leadership team was contemplating a shift to a single, corporate brand. While the original arguments for... View Details
      Keywords: Brand Strategy; Esports; Video Games; Corporate Scope; Positioning; Ecosystem; Brands and Branding; Strategy; Business Ventures; Business Startups; Entrepreneurship; Ethics; Sports; Competitive Strategy; Value Creation; Diversification; Games, Gaming, and Gambling; Sports Industry; Entertainment and Recreation Industry; Denmark; Europe
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      Esty, Benjamin C., Mette Fuglsang Hjortshoej, and Emilie Billaud. "Astralis Group: Determining a Brand Strategy." Harvard Business School Case 721-382, March 2021.
      • March 2021
      • Supplement

      Facebook's Libra (B): The Privatization of Money?

      By: Marco Di Maggio, Ethan Rouen, George Serafeim and Amy Klopfenstein
      This case addresses the events that took place following the conclusion of the case “Facebook’s Libra (A): The Privatization of Money?” In October 2019, several months after the conclusion of the A case, multiple members of the Libra Association announced that they... View Details
      Keywords: Blockchain; Cryptocurrency; Accounting; Economics; Money; Governance; Governing and Advisory Boards; Policy; Governance Controls; Innovation and Invention; Innovation Strategy; Technological Innovation; Disruptive Innovation; Information Technology; Digital Platforms; Information Infrastructure; Technology Industry; Europe; Switzerland; United States; California
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      Di Maggio, Marco, Ethan Rouen, George Serafeim, and Amy Klopfenstein. "Facebook's Libra (B): The Privatization of Money?" Harvard Business School Supplement 121-055, March 2021.
      • March 2021
      • Article

      Assortment Rotation and the Value of Concealment

      By: Kris J. Ferreira and Joel Goh
      Assortment rotation—the retailing practice of changing the assortment of products offered to customers—has recently been used as a competitive advantage for both brick-and-mortar and online retailers. We focus on product categories where consumers may purchase multiple... View Details
      Keywords: Assortment Optimization; Retailing; Imperfect Information; Sales; Strategy; Consumer Behavior
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      Ferreira, Kris J., and Joel Goh. "Assortment Rotation and the Value of Concealment." Management Science 67, no. 3 (March 2021): 1489–1507.
      • March 2021
      • Article

      The Impact of the General Data Protection Regulation on Internet Interconnection

      By: Ran Zhuo, Bradley Huffaker, KC Claffy and Shane Greenstein
      The Internet comprises thousands of independently operated networks, where bilaterally negotiated interconnection agreements determine the flow of data between networks. The European Union’s General Data Protection Regulation (GDPR) imposes strict restrictions on... View Details
      Keywords: Personal Data; Privacy Regulation; GDPR; Interconnection Agreements; Internet and the Web; Governing Rules, Regulations, and Reforms
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      Zhuo, Ran, Bradley Huffaker, KC Claffy, and Shane Greenstein. "The Impact of the General Data Protection Regulation on Internet Interconnection." Telecommunications Policy 45, no. 2 (March 2021).
      • 2021
      • Working Paper

      Consuming Contests: Outcome Uncertainty and Spectator Demand for Contest-based Entertainment

      By: Patrick J. Ferguson and Karim R. Lakhani
      Contests that are designed to be consumed for entertainment by non-contestants are a fixture of economic, cultural and political life. In this paper, we examine whether individuals prefer to consume contests that have more uncertain outcomes. We look to... View Details
      Keywords: Contest Design; Information Preferences; Consumer Demand; Sports; Entertainment; Games, Gaming, and Gambling; Demand and Consumers; Outcome or Result
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      Ferguson, Patrick J., and Karim R. Lakhani. "Consuming Contests: Outcome Uncertainty and Spectator Demand for Contest-based Entertainment." Harvard Business School Working Paper, No. 21-087, February 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.
      • February 2021
      • Article

      Health Care Measurements That Improve Patient Outcomes

      By: Robert S. Kaplan, Lara Jehi, Clifford Y. Ko, Andrea Pusic and Mary Witkowski
      This article describes the challenges and solutions in determining whether a patient’s treatment has been successful. Such an assessment depends on multiple factors, including the patient’s pretreatment status; the qualifications of personnel performing the treatment;... View Details
      Keywords: Outcomes Measurement; Health Care and Treatment; Outcome or Result; Measurement and Metrics
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      Kaplan, Robert S., Lara Jehi, Clifford Y. Ko, Andrea Pusic, and Mary Witkowski. "Health Care Measurements That Improve Patient Outcomes." NEJM Catalyst Innovations in Care Delivery 2, no. 2 (February 2021).
      • February 2021
      • Article

      Platform Diffusion at Temporary Gatherings: Social Coordination and Ecosystem Emergence

      By: Tommy Pan Fang, Andy Wu and David R. Clough
      Software platforms create value by cultivating an ecosystem of complementary products and services. Existing explanations for how a prospective complementor chooses platforms to join assume the complementor has rich information about the range of available platforms.... View Details
      Keywords: Innovation Ecosystems; Technology Diffusion; Hackathon; Contagion; Software Applications; Software Development; Software Engineering; Technology Strategy; Technology Adoption; Technological Innovation; Information Infrastructure; Innovation Strategy; Digital Platforms; Network Effects; Applications and Software; Information Technology; Technology Industry; Computer Industry; Information Technology Industry; Video Game Industry
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      Fang, Tommy Pan, Andy Wu, and David R. Clough. "Platform Diffusion at Temporary Gatherings: Social Coordination and Ecosystem Emergence." Art. 1. Strategic Management Journal 42, no. 2 (February 2021): 233–272. (Lead article.)
      • 2021
      • Working Paper

      Connecting Expected Stock Returns to Accounting Valuation Multiples: A Primer

      By: Akash Chattopadhyay, Matthew R. Lyle and Charles C.Y. Wang
      We outline a framework in which accounting “valuation anchors" could be connected to expected stock returns. Under two general conditions, expected log returns is a log-linear function of a valuation (market value-to-accounting) multiple and the expected growth in the... View Details
      Keywords: Expected Returns; Present Value; Investment Return; Accounting; Valuation; Information; Framework
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      Chattopadhyay, Akash, Matthew R. Lyle, and Charles C.Y. Wang. "Connecting Expected Stock Returns to Accounting Valuation Multiples: A Primer." Harvard Business School Working Paper, No. 21-081, January 2021.
      • 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 October 2021)
      • Case

      eToro: Building the World's Largest Social Trading Network

      By: Elie Ofek and Danielle Golan
      Social trading platform eToro was preparing for the launch of its expanded offering in the U.S. The company faced critical decisions regarding product-market fit, go-to-market strategy, positioning and monetization. Moreover, it faced the challenge of how best to make... View Details
      Keywords: Social Trading Platform; Investment; Social and Collaborative Networks; Marketing Strategy; Expansion; Digital Platforms
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      Ofek, Elie, and Danielle Golan. "eToro: Building the World's Largest Social Trading Network." Harvard Business School Case 521-057, January 2021. (Revised October 2021.)
      • January 2021 (Revised January 2021)
      • Case

      Thomas Keller Restaurant Group: Leadership Through a Pandemic

      By: Lena G. Goldberg and Michael S. Kaufman
      Thomas Keller, the first and only American-born chef to hold multiple three-star ratings from the prestigious Michelin Guide, and Joe Essa, the immediate past Board Chair of the National Restaurant Association and the CEO of Keller’s restaurant group, were class guests... View Details
      Keywords: Restaurants; Restaurant Industry; COVID-19; Health Pandemics; Leadership; Business and Community Relations
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      Goldberg, Lena G., and Michael S. Kaufman. "Thomas Keller Restaurant Group: Leadership Through a Pandemic." Harvard Business School Case 321-112, January 2021. (Revised January 2021.)
      • Article

      Towards Robust and Reliable Algorithmic Recourse

      By: Sohini Upadhyay, Shalmali Joshi and Himabindu Lakkaraju
      As predictive models are increasingly being deployed in high-stakes decision making (e.g., loan approvals), there has been growing interest in post-hoc techniques which provide recourse to affected individuals. These techniques generate recourses under the assumption... View Details
      Keywords: Machine Learning Models; Algorithmic Recourse; Decision Making; Forecasting and Prediction
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      Upadhyay, Sohini, Shalmali Joshi, and Himabindu Lakkaraju. "Towards Robust and Reliable Algorithmic Recourse." Advances in Neural Information Processing Systems (NeurIPS) 34 (2021).
      • January 2021
      • Article

      Using Models to Persuade

      By: Joshua Schwartzstein and Adi Sunderam
      We present a framework where "model persuaders" influence receivers’ beliefs by proposing models that organize past data to make predictions. Receivers are assumed to find models more compelling when they better explain the data, fixing receivers’ prior beliefs. Model... View Details
      Keywords: Model Persuasion; Analytics and Data Science; Forecasting and Prediction; Mathematical Methods; Framework
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      Schwartzstein, Joshua, and Adi Sunderam. "Using Models to Persuade." American Economic Review 111, no. 1 (January 2021): 276–323.
      • Article

      Incorporating Interpretable Output Constraints in Bayesian Neural Networks

      By: Wanqian Yang, Lars Lorch, Moritz Graule, Himabindu Lakkaraju and Finale Doshi-Velez
      Domains where supervised models are deployed often come with task-specific constraints, such as prior expert knowledge on the ground-truth function, or desiderata like safety and fairness. We introduce a novel probabilistic framework for reasoning with such constraints... View Details
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      Yang, Wanqian, Lars Lorch, Moritz Graule, Himabindu Lakkaraju, and Finale Doshi-Velez. "Incorporating Interpretable Output Constraints in Bayesian Neural Networks." Advances in Neural Information Processing Systems (NeurIPS) 33 (2020).
      • 2020
      • Working Paper

      Dog Eat Dog: Balancing Network Effects and Differentiation in a Digital Platform Merger

      By: Chiara Farronato, Jessica Fong and Andrey Fradkin
      Digital platforms are increasingly the subject of regulatory scrutiny. In comparison to multiple competitors, a single platform may increase consumer welfare if network effects are large or may decrease welfare due to higher prices or reduction in platform variety. We... View Details
      Keywords: Platform Differentiation; Digital Platforms; Network Effects; Measurement and Metrics; Mergers and Acquisitions; Outcome or Result
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      Farronato, Chiara, Jessica Fong, and Andrey Fradkin. "Dog Eat Dog: Balancing Network Effects and Differentiation in a Digital Platform Merger." NBER Working Paper Series, No. 28047, November 2020.
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