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      • July 2021 (Revised December 2021)
      • Case

      Pershing Square's Pandemic Trade (A)

      By: Emil N. Siriwardane, Luis M. Viceira, Dean Xu and Lucas Baker
      This case explores the decision that Bill Ackman, CEO and founder of the hedge fund Pershing Square Capital, was considering in late February 2020 about hedging the exposure of the fund’s portfolio from the potential financial fallout ensuing from an extreme event like... View Details
      Keywords: Health Pandemics; Financial Liquidity; Cost Management; Decision Choices and Conditions; Risk Management
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      Siriwardane, Emil N., Luis M. Viceira, Dean Xu, and Lucas Baker. "Pershing Square's Pandemic Trade (A)." Harvard Business School Case 222-007, July 2021. (Revised December 2021.)
      • July 2021 (Revised August 2021)
      • Supplement

      Airbnb Emerges from the Pandemic: Lessons for Stakeholder Governance (B)

      By: Benjamin C. Esty and Allison M. Ciechanover
      As the COVID pandemic spread in early 2020, global travel ground to a halt. For Airbnb, the San Francisco-based platform for renting accommodations, the impact was both swift and severe as revenues plummeted more than 70% over the prior year. Responding to the sudden... View Details
      Keywords: Business and Stakeholder Relations; Corporate Governance; Crisis Management; Leadership; Two-Sided Platforms; Corporate Social Responsibility and Impact; Mission and Purpose; Value Creation; Decision Making; Goals and Objectives; Travel Industry; Tourism Industry; Service Industry; United States
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      Esty, Benjamin C., and Allison M. Ciechanover. "Airbnb Emerges from the Pandemic: Lessons for Stakeholder Governance (B)." Harvard Business School Supplement 222-003, July 2021. (Revised August 2021.) (To be taught in September 2021.)
      • July 2021
      • Case

      Performance Review: Joseph Park and Elena Ramírez

      By: David G. Fubini and Patrick Sanguineti
      Niya Jones, a Partner at a major management consulting firm, must review the work of two of her mentees––Joseph Park and Elena Ramírez––for their first end-of-year performance review as new Project Leaders. Both have produced strong results in their new roles, but... View Details
      Keywords: Personal Development and Career; Management Style; Goals and Objectives; Management Analysis, Tools, and Techniques; Leadership Style
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      Fubini, David G., and Patrick Sanguineti. "Performance Review: Joseph Park and Elena Ramírez." Harvard Business School Case 422-008, July 2021.
      • July 2021
      • Case

      Kevin D. Johnson: To Be a Venture Capitalist or an Operator?

      By: Jo Tango and Alys Ferragamo
      In May of 2021, Kevin D. Johnson had just graduated from a rigorous Executive MBA program, and he quickly needed to decide on his next career move. Johnson was the founder and CEO of a successful media company, Johnson Media Inc., but his career goals had shifted while... View Details
      Keywords: Entrepreneurship; Business Startups; Goals and Objectives; Race; Wealth; Decisions; Venture Capital; Personal Development and Career; United States
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      Tango, Jo, and Alys Ferragamo. "Kevin D. Johnson: To Be a Venture Capitalist or an Operator?" Harvard Business School Case 822-012, July 2021.
      • July 2021
      • Article

      Redistribution through Markets

      By: Piotr Dworczak, Scott Duke Kominers and Mohammad Akbarpour
      Policymakers frequently use price regulations as a response to inequality in the markets they control. In this paper, we examine the optimal structure of such policies from the perspective of mechanism design. We study a buyer-seller market in which agents have private... View Details
      Keywords: Optimal Mechanism Design; Redistribution; Inequality; Welfare Theorems; Market Design; Equality and Inequality
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      Dworczak, Piotr, Scott Duke Kominers, and Mohammad Akbarpour. "Redistribution through Markets." Econometrica 89, no. 4 (July 2021): 1665–1698. (Authors' names are in certified random order.)
      • July–August 2021
      • Article

      Surfacing the Submerged State: Operational Transparency Increases Trust in and Engagement with Government

      By: Ryan W. Buell, Ethan Porter and Michael I. Norton
      Problem definition: As trust in government reaches historic lows, frustration with government performance approaches record highs. Academic/practical relevance: We propose that in co-productive settings like government services, peoples’ trust and... View Details
      Keywords: Government Services; Behavioral Operations; Operational Transparency; Government Administration; Service Operations; Programs; Perception; Attitudes; Behavior; Trust
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      Buell, Ryan W., Ethan Porter, and Michael I. Norton. "Surfacing the Submerged State: Operational Transparency Increases Trust in and Engagement with Government." Manufacturing & Service Operations Management 23, no. 4 (July–August 2021): 781–802.
      • Summer 2021
      • Article

      The World Management Survey at 18: lessons and the way forward

      By: Daniela Scur, Raffaella Sadun, John Van Reenen, Renata Lemos and Nicholas Bloom
      Understanding how differences in management ‘best practices’ affect organizational outcomes has been a focus of both theoretical and empirical work in the fields of management, sociology, economics, and public policy. The World Management Survey (WMS) project was born... View Details
      Keywords: Firm Objectives, Organization, And Behavior; Business Economics; Choice Of Technology; Management Of Technological Innovation And R&D; Technological Change: Choices And Consequences; Management Practices and Processes
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      Scur, Daniela, Raffaella Sadun, John Van Reenen, Renata Lemos, and Nicholas Bloom. "The World Management Survey at 18: lessons and the way forward." Oxford Review of Economic Policy 37, no. 2 (Summer 2021): 231–258.
      • 2021
      • Chapter

      Towards a Unified Framework for Fair and Stable Graph Representation Learning

      By: Chirag Agarwal, Himabindu Lakkaraju and Marinka Zitnik
      As the representations output by Graph Neural Networks (GNNs) are increasingly employed in real-world applications, it becomes important to ensure that these representations are fair and stable. In this work, we establish a key connection between counterfactual... View Details
      Keywords: Graph Neural Networks; AI and Machine Learning; Prejudice and Bias
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      Agarwal, Chirag, Himabindu Lakkaraju, and Marinka Zitnik. "Towards a Unified Framework for Fair and Stable Graph Representation Learning." In Proceedings of the 37th Conference on Uncertainty in Artificial Intelligence, edited by Cassio de Campos and Marloes H. Maathuis, 2114–2124. AUAI Press, 2021.
      • May 2021
      • Case

      Inclusive Innovation at Mass General Brigham

      By: Katherine Baldiga Coffman and Olivia Hull
      Massachusetts General Brigham (MGB) Chief Innovation Officer Christopher Coburn had overseen a period of exciting transformation and growth in healthcare innovation at MGB. In November 2019, the health system was the largest recipient of National Institutes of Health... View Details
      Keywords: Inclusion; Innovation; Invention; Gender; Business Startups; Investment Funds; Private Equity; Health Care and Treatment; Innovation Strategy; Technological Innovation; Intellectual Property; Copyright; Patents; Research; Research and Development; Diversification; Technology; Health Industry; Massachusetts; Boston
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      Coffman, Katherine Baldiga, and Olivia Hull. "Inclusive Innovation at Mass General Brigham." Harvard Business School Case 921-006, May 2021.
      • May 2021 (Revised August 2021)
      • Case

      Airbnb During the Pandemic: Stakeholder Capitalism Faces a Critical Test

      By: Benjamin C. Esty and Allison Ciechanover
      As the COVID pandemic spread in early 2020, global travel ground to a halt. For Airbnb, the San Francisco-based platform for renting accommodations, the impact was both swift and severe as revenues plummeted more than 70% over the prior year. Responding to the sudden... View Details
      Keywords: COVID-19 Pandemic; Business and Stakeholder Relations; Corporate Governance; Crisis Management; Leadership; Digital Platforms; Corporate Social Responsibility and Impact; Mission and Purpose; Value Creation; Decision Making; Goals and Objectives; Cross-Cultural and Cross-Border Issues; Travel Industry; Tourism Industry; Service Industry; United States
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      Esty, Benjamin C., and Allison Ciechanover. "Airbnb During the Pandemic: Stakeholder Capitalism Faces a Critical Test." Harvard Business School Case 221-050, May 2021. (Revised August 2021.)
      • April 2021 (Revised June 2021)
      • Case

      IBM: Design Thinking

      By: Srikant M. Datar, Amram Migdal and Paul Hamilton
      This case describes the 2012-2020 effort at IBM to implement design thinking throughout the company and hire thousands of designers to serve on every product team alongside technical engineers and developers and product managers. IBM’s design transformation is told... View Details
      Keywords: Business Ventures; Business Divisions; Business Units; Business Organization; Change; Change Management; Transformation; Competency and Skills; Talent and Talent Management; Design; Human Resources; Recruitment; Selection and Staffing; Innovation and Invention; Collaborative Innovation and Invention; Innovation and Management; Innovation Strategy; Jobs and Positions; Job Design and Levels; Leading Change; Management; Business or Company Management; Goals and Objectives; Management Practices and Processes; Operations; Product; Product Design; Product Development; Organizations; Business Processes; Organizational Change and Adaptation; Organizational Design; Organizational Structure; Strategy; Adaptation; Adoption; Technological Innovation; Information Infrastructure; Information Technology; Technology Industry; Information Technology Industry; United States
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      Datar, Srikant M., Amram Migdal, and Paul Hamilton. "IBM: Design Thinking." Harvard Business School Case 121-007, April 2021. (Revised June 2021.)
      • April 2021
      • Case

      The Incentive for Legacy: Tsinghua University Education Foundation

      By: Lauren Cohen, Hao Gao and Spencer C.N. Hagist
      Vivian Yuan seeks to bolster the Tsinghua University Education Foundation's fundraising efforts and investment goals in a new era of Chinese higher education. Competing with elite members of China's C9 League of top universities, she must develop a set of incentives... View Details
      Keywords: Finance; Marketing; Strategy; Negotiation; Organizations; Markets; Higher Education; Philanthropy and Charitable Giving; Motivation and Incentives; China
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      Cohen, Lauren, Hao Gao, and Spencer C.N. Hagist. "The Incentive for Legacy: Tsinghua University Education Foundation." Harvard Business School Case 221-100, April 2021.
      • April 2021
      • Article

      The Effects of Quota Frequency: Sales Performance and Product Focus

      By: Doug J. Chung, Das Narayandas and Dongkyu Chang
      This study investigates the comprehensive and multidimensional effects of quota (goal) frequency on sales force performance. We develop a theory of salespeople’s behavior—aggregate effort and the product type focus—in response to the temporal length of a sales-quota... View Details
      Keywords: Sales Force Compensation; Field Experiment; Quotas; Quota Frequency; Commissions; Bonuses; Goals; Salesforce Management; Compensation and Benefits; Goals and Objectives; Behavior; Performance
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      Chung, Doug J., Das Narayandas, and Dongkyu Chang. "The Effects of Quota Frequency: Sales Performance and Product Focus." Management Science 67, no. 4 (April 2021): 2151–2170.
      • March 2021
      • Teaching Note

      Performance Improvement Consulting and Hi-R-Me: Making Sales Calls

      By: Frank V. Cespedes
      Teaching Note for HBS Case No. 819-043. This case study focuses on concepts, tools, and behaviors relevant to making sales calls along a typical progression with a prospect: from an initial phone call thru more in-depth discovery to a go/no-go meeting. The teaching... View Details
      Keywords: Sales Calls; Sales; Competency and Skills
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      Cespedes, Frank V. "Performance Improvement Consulting and Hi-R-Me: Making Sales Calls." Harvard Business School Teaching Note 821-079, March 2021.
      • 2021
      • Working Paper

      Time Dependency, Data Flow, and Competitive Advantage

      By: Ehsan Valavi, Joel Hestness, Marco Iansiti, Newsha Ardalani, Feng Zhu and Karim R. Lakhani
      Data is fundamental to machine learning-based products and services and is considered strategic due to its externalities for businesses, governments, non-profits, and more generally for society. It is renowned that the value of organizations (businesses, government... View Details
      Keywords: Economics Of AI; Value Of Data; Perishability; Time Dependency; Flow Of Data; Data Strategy; Analytics and Data Science; Value; Strategy; Competitive Advantage
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      Valavi, Ehsan, Joel Hestness, Marco Iansiti, Newsha Ardalani, Feng Zhu, and Karim R. Lakhani. "Time Dependency, Data Flow, and Competitive Advantage." Harvard Business School Working Paper, No. 21-099, March 2021.
      • March 2021
      • Supplement

      Toyota and Its Labor Union in Argentina (C)

      By: Jorge Tamayo, Erik Snowberg and Jenyfeer Martinez Buitrago
      Toyota Argentina (TASA) and the union representing automotive industry workers in the country had been working together since 2011 to address the challenges faced by Toyota’s manufacturing plant in Zárate (Argentina). In 2019, after achieving all the goals set forward... View Details
      Keywords: Strategy; Alignment; Cooperation; Negotiation; Agreements and Arrangements; Labor Unions; Labor and Management Relations; Factories, Labs, and Plants; Goals and Objectives; Auto Industry; Latin America; South America; Argentina
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      Tamayo, Jorge, Erik Snowberg, and Jenyfeer Martinez Buitrago. "Toyota and Its Labor Union in Argentina (C)." Harvard Business School Supplement 721-413, March 2021.
      • March 2021
      • Article

      Bayesian Signatures of Confidence and Central Tendency in Perceptual Judgment

      By: Yang Xiang, Thomas Graeber, Benjamin Enke and Samuel Gershman
      This paper theoretically and empirically investigates the role of Bayesian noisy cognition in perceptual judgment, focusing on the central tendency effect: the well-known empirical regularity that perceptual judgments are biased towards the center of the... View Details
      Keywords: Visual Perception; Bayesian Modeling; Perception; Judgments
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      Xiang, Yang, Thomas Graeber, Benjamin Enke, and Samuel Gershman. "Bayesian Signatures of Confidence and Central Tendency in Perceptual Judgment." Attention, Perception, & Psychophysics (March 2021): 1–11.
      • 2021
      • Working Paper

      First Law of Motion: Influencer Video Advertising on TikTok

      By: Jeremy Yang, Juanjuan Zhang and Yuhan Zhang
      This paper engineers an intuitive feature that is predictive of the causal effect of influencer video advertising on product sales. We propose the concept of m-score, a summary statistic that captures the extent to which a product is advertised in the most engaging... View Details
      Keywords: Influencer Advertising; Video Advertising; Computer Vision; Machine Learning; Advertising; Online Technology
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      Yang, Jeremy, Juanjuan Zhang, and Yuhan Zhang. "First Law of Motion: Influencer Video Advertising on TikTok." Working Paper, March 2021.
      • February 2021
      • Case

      Drizly: Managing Supply and Demand through Disruption

      By: Kris Ferreira
      It was April 6th, 2020, and the management team at Drizly—an online alcohol marketplace where consumers could browse and purchase alcohol from local liquor retail stores via Drizly’s app for immediate home delivery—were thrilled to see record-breaking sales from the... View Details
      Keywords: COVID-19 Pandemic; Demand and Consumers; Growth and Development; Customer Focus and Relationships; Customer Value and Value Chain; Customer Satisfaction; Goals and Objectives; Supply Chain Management
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      Ferreira, Kris. "Drizly: Managing Supply and Demand through Disruption." Harvard Business School Case 621-097, February 2021.
      • 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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      "Amy Edmondson: Are You Missing One of Your Most Important Jobs as a Manager?" Episode 18. The Breakdown with Chris Clearfield (podcast), February 18, 2021.
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