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      • May 2023
      • Article

      Equilibrium Effects of Pay Transparency

      By: Zoë B. Cullen and Bobak Pakzad-Hurson
      The public discourse around pay transparency has focused on the direct effect: how workers seek to rectify newly-disclosed pay inequities through renegotiations. The question of how wage-setting and hiring practices of the firm respond in equilibrium has received... View Details
      Keywords: Pay Transparency; Online Labor Market; Privacy; Wage Gap; Corporate Disclosure; Wages; Negotiation
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      Cullen, Zoë B., and Bobak Pakzad-Hurson. "Equilibrium Effects of Pay Transparency." Econometrica 91, no. 3 (May 2023): 765–802. (Lead Article.)
      • May–June 2023
      • Article

      Unmasking Behaviors During the Pandemic with Video Analytics

      By: Shunyuan Zhang, Kaiquan Xu and Kannan Srinivasan
      In 2020, as the novel coronavirus spread globally, face masks were recommended in public settings to protect against and slow down viral transmission. People complied to varying extents, and their reactions may have been driven by a variety of psychological factors.... View Details
      Keywords: COVID-19 Pandemic; Social Influence; Social Norms; Health Pandemics; Behavior
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      Zhang, Shunyuan, Kaiquan Xu, and Kannan Srinivasan. "Unmasking Behaviors During the Pandemic with Video Analytics." Marketing Science 42, no. 3 (May–June 2023): 440–450.
      • April 2023 (Revised September 2023)
      • Case

      Apple's iPhone Revolution: Pioneering the Circular Economy

      By: George Serafeim
      When asked to identify an example of a circular economy business model that has generated billions in revenues for a company, ChatGPT, the famous chatbot that in 2022 rocked the world with its ability to perform a variety of tasks, immediately identified and... View Details
      Keywords: Iphone; Smartphone; Waste Management; Recycling; Innovation; Product Upgrade; Product Life Cycle; Sustainability; Climate Impact; Digital; Business Model Innovation; Climate Change; Information Technology; Business Model; Electronics Industry; Information Technology Industry
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      Serafeim, George. "Apple's iPhone Revolution: Pioneering the Circular Economy." Harvard Business School Case 123-089, April 2023. (Revised September 2023.)
      • April 2023
      • Article

      Inattentive Inference

      By: Thomas Graeber
      This paper studies how people infer a state of the world from information structures that include additional, payoff-irrelevant states. For example, learning from a customer review about a product’s quality requires accounting for the reviewer’s otherwise irrelevant... View Details
      Keywords: Cognition and Thinking; Information Types; Behavior; Knowledge Acquisition
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      Graeber, Thomas. "Inattentive Inference." Journal of the European Economic Association 21, no. 2 (April 2023): 560–592.
      • March 2023
      • Case

      MrBeast: Building a YouTube Empire

      By: Anita Elberse and Oliver Band
      Wednesday November 16, 2022 was a historic day in the ascent of Jimmy Donaldson, better known as MrBeast, to the top echelon of YouTube creators. That day he became the YouTuber with the most subscribers ever—a total of 112 million. The meteoric rise of the 24-year-old... View Details
      Keywords: Philanthropy and Charitable Giving; Power and Influence; Internet and the Web; Entrepreneurship; Growth and Development Strategy; Motion Pictures and Video Industry; Entertainment and Recreation Industry
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      Elberse, Anita, and Oliver Band. "MrBeast: Building a YouTube Empire." Harvard Business School Case 523-103, March 2023.
      • March 2023 (Revised January 2024)
      • Case

      Deepa Bachu (A): Design Thinking at Pensaar Design

      By: Thomas Graeber, Joshua Schwartzstein and Amram Migdal
      In this case, set in June 2019 in Bangalore, Karnataka, India, Deepa Bachu of Pensaar Design and her team work with client ITC Ltd. to use design thinking and behavioral experiments to improve workplace safety and strive toward the company’s zero-accident goal. The... View Details
      Keywords: Buildings and Facilities; Design; Education; Training; Working Conditions; Business or Company Management; Production; Business Processes; Corporate Social Responsibility and Impact; Outcome or Result; Performance Improvement; Programs; Business and Stakeholder Relations; Groups and Teams; Labor and Management Relations; Rank and Position; Safety; Attitudes; Behavior; Motivation and Incentives; Trust; Well-being; Consulting Industry; Pulp and Paper Industry; Manufacturing Industry; India
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      Graeber, Thomas, Joshua Schwartzstein, and Amram Migdal. "Deepa Bachu (A): Design Thinking at Pensaar Design." Harvard Business School Case 923-026, March 2023. (Revised January 2024.)
      • March 2023
      • Supplement

      Deepa Bachu (B): Insights and Experiments at Pensaar Design

      By: Thomas Graeber, Joshua Schwartzstein and Amram Migdal
      In this case, set in June 2019 in Bangalore, Karnataka, India, Deepa Bachu of Pensaar Design and her team work with client ITC Ltd. to use design thinking and behavioral experiments to improve workplace safety and strive toward the company’s zero-accident goal. The... View Details
      Keywords: Buildings and Facilities; Design; Training; Working Conditions; Business or Company Management; Production; Business Processes; Corporate Social Responsibility and Impact; Outcome or Result; Performance Improvement; Programs; Business and Stakeholder Relations; Groups and Teams; Labor and Management Relations; Rank and Position; Safety; Attitudes; Behavior; Motivation and Incentives; Trust; Well-being; Consulting Industry; Pulp and Paper Industry; Manufacturing Industry; India
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      Graeber, Thomas, Joshua Schwartzstein, and Amram Migdal. "Deepa Bachu (B): Insights and Experiments at Pensaar Design." Harvard Business School Supplement 923-034, March 2023.
      • February 2023
      • Case

      Roblox: Virtual Commerce in the Metaverse

      By: Ayelet Israeli and Nicole Tempest Keller
      In 2022, Roblox had 58.8 million daily active users, including over half of all children and teens under the age of 16 in the United States. Roblox, a free-to-use “co-experience platform”, allowed users to come together in immersive 3D experiences to socialize, work,... View Details
      Keywords: Entertainment; Games, Gaming, and Gambling; Market Design; Marketing; Brands and Branding; Marketing Channels; Marketing Strategy; Business Strategy; Economics; Economy; Economic Systems; Advertising; Advertising Campaigns; Digital Platforms; Markets; Price; Innovation and Management; Entertainment and Recreation Industry; Video Game Industry; Technology Industry; United States; California; North America; South America; Asia; Europe
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      Israeli, Ayelet, and Nicole Tempest Keller. "Roblox: Virtual Commerce in the Metaverse." Harvard Business School Case 523-028, February 2023.
      • February 2023
      • Article

      Maintaining Health Care Innovations After the Pandemic

      By: Regina E. Herzlinger, Barak D. Richman and Kevin A. Schulman
      The COVID-19 pandemic exposed the worst failings of the health care system, but it also stimulated a flurry of innovations that could lead to a much-improved delivery system. These were innovations that were born out of necessity: telemedicine access and use... View Details
      Keywords: Health Care; Health Care Industry; Health Care Outcomes; Innovation; Innovation In Healthcare Delivery; COVID; COVID-19 Pandemic; Pandemics; Telemedicine; Telehealth; Ambulatory Care; Vaccines; Innovation and Invention; Change; Health Industry
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      Herzlinger, Regina E., Barak D. Richman, and Kevin A. Schulman. "Maintaining Health Care Innovations After the Pandemic." e225404. JAMA Health Forum 4, no. 2 (February 2023).
      • 2023
      • Working Paper

      'It Wouldn’t Have Mattered Anyway': When Overdetermined Outcomes Justify Our Sins

      By: Stephanie C. Lin, Julian J. Zlatev and Dale T. Miller
      We identify and document an “overdetermined outcome defense” which occurs when one learns that circumstances besides one’s own actions were sufficient to produce a negative effect (e.g., deciding not to go to the gym, but later discovering that the gym had been... View Details
      Keywords: Moral Sensibility; Decision Making; Outcome or Result; Behavior
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      Lin, Stephanie C., Julian J. Zlatev, and Dale T. Miller. "'It Wouldn’t Have Mattered Anyway': When Overdetermined Outcomes Justify Our Sins." Harvard Business School Working Paper, No. 23-045, January 2023.
      • 2023
      • Article

      Evaluating Explainability for Graph Neural Networks

      By: Chirag Agarwal, Owen Queen, Himabindu Lakkaraju and Marinka Zitnik
      As explanations are increasingly used to understand the behavior of graph neural networks (GNNs), evaluating the quality and reliability of GNN explanations is crucial. However, assessing the quality of GNN explanations is challenging as existing graph datasets have no... View Details
      Keywords: Analytics and Data Science
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      Agarwal, Chirag, Owen Queen, Himabindu Lakkaraju, and Marinka Zitnik. "Evaluating Explainability for Graph Neural Networks." Art. 114. Scientific Data 10 (2023).
      • December 2022
      • Case

      To Feed the Planet: Juan Luciano at ADM

      By: Joshua D. Margolis, David E. Bell, Damien McLoughlin, Stacy Straaberg and James Weber
      In December 2022, Juan Luciano, Chairman and CEO of agribusiness and nutrition giant ADM, considered the next phase of the historic company’s future. Beginning in 2011 when he joined as COO and moving into his tenure as CEO in 2015, Luciano led a transformation of ADM... View Details
      Keywords: Agriculture; Leadership; Agribusiness; Acquisition; Business Units; Customer Focus and Relationships; Customer Value and Value Chain; Forecasting and Prediction; Capital; Cash; Cost of Capital; Cost Management; Profit; Food; Global Range; Innovation Strategy; Leadership Development; Leadership Style; Leading Change; Growth and Development Strategy; Risk Management; Organizational Culture; Organizational Structure; Strategic Planning; Risk and Uncertainty; Adaptation; Business Strategy; Corporate Strategy; Vertical Integration; Value Creation; Transformation; Agriculture and Agribusiness Industry; Energy Industry; United States; Chicago
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      Margolis, Joshua D., David E. Bell, Damien McLoughlin, Stacy Straaberg, and James Weber. "To Feed the Planet: Juan Luciano at ADM." Harvard Business School Case 423-060, December 2022.
      • 2022
      • Chapter

      Corporate Misconduct’s Relevance to Society through Everyday Misconduct

      By: Eugene Soltes
      Terms like "corporate misconduct" and "white-collar crime" typically bring to mind major scandals like Enron or Bernie Madoff. This popular perception overlooks another important—and in fact much more typical—type of deviance: "everyday misconduct." Everyday misconduct... View Details
      Keywords: Research; Crime and Corruption; Society
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      Soltes, Eugene. "Corporate Misconduct’s Relevance to Society through Everyday Misconduct." Chap. 2 in A Research Agenda for Financial Crime, edited by Barry Rider, 31–48. Edward Elgar Publishing, 2022.
      • 2022
      • Article

      OpenXAI: Towards a Transparent Evaluation of Model Explanations

      By: Chirag Agarwal, Satyapriya Krishna, Eshika Saxena, Martin Pawelczyk, Nari Johnson, Isha Puri, Marinka Zitnik and Himabindu Lakkaraju
      While several types of post hoc explanation methods have been proposed in recent literature, there is very little work on systematically benchmarking these methods. Here, we introduce OpenXAI, a comprehensive and extensible opensource framework for evaluating and... View Details
      Keywords: Measurement and Metrics; Analytics and Data Science
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      Agarwal, Chirag, Satyapriya Krishna, Eshika Saxena, Martin Pawelczyk, Nari Johnson, Isha Puri, Marinka Zitnik, and Himabindu Lakkaraju. "OpenXAI: Towards a Transparent Evaluation of Model Explanations." Advances in Neural Information Processing Systems (NeurIPS) (2022).
      • December 2022 (Revised August 2023)
      • Case

      Ribbit Capital and the Gauntlet Investment Opportunity

      By: Shai Bernstein and Allison M. Ciechanover
      Ten-year-old, Palo Alto-based Ribbit Capital is best-known for its global investments in fintech. The firm was also an early advocate of crypto and blockchain, having invested in more than two dozen startups in the space in the past decade. In the Spring of 2022,... View Details
      Keywords: Alternative Assets; Cryptocurrency; Business Startups; Investment Portfolio; Decision Choices and Conditions; Negotiation Deal; Governing Rules, Regulations, and Reforms; Venture Capital; Financial Services Industry; California
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      Bernstein, Shai, and Allison M. Ciechanover. "Ribbit Capital and the Gauntlet Investment Opportunity." Harvard Business School Case 823-038, December 2022. (Revised August 2023.)
      • 2022
      • Case

      Charting a Course for Boston: Organizing for Change

      By: Lisa C. Cox, Mitchell B. Weiss and Jorrit De Jong
      Michelle Wu had been elected on the promise of systemic change, but four days after her November 2021 election and just eleven days before taking office as mayor of Boston, she was still considering how best to staff and manage a range of over-arching priorities.... View Details
      Keywords: Leadership; Selection and Staffing; City; Organizational Change and Adaptation; Boston
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      Cox, Lisa C., Mitchell B. Weiss, and Jorrit De Jong. "Charting a Course for Boston: Organizing for Change." Cambridge, MA, United States: Bloomberg Harvard City Leadership Initiative Case, 2022.
      • August 2022
      • Article

      The U.S. Approach to Antitrust Policy in Technology Markets

      By: Shane Greenstein
      This report illustrates the strengths and weaknesses of the U.S. approach to antitrust policy by drawing lessons from three cases: United States v. AT&T, United States v. Microsoft, and United States v. Google. The cases against AT&T and Microsoft are historical cases,... View Details
      Keywords: Antitrust; Lawsuits and Litigation; Information Technology; Competition
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      Greenstein, Shane. "The U.S. Approach to Antitrust Policy in Technology Markets." AEI Digital Platforms and American Life Project (August 2022).
      • 2022
      • Chapter

      Redirecting Rawlsian Reasoning Toward the Greater Good

      By: Joshua D. Greene, Karen Huang and Max Bazerman
      In A Theory of Justice, John Rawls employed the ‘veil of Ignorance’ as a moral reasoning device designed to promote impartial thinking. By imagining the choices of decision-makers who are blind to biasing information, one might see more clearly the organizing... View Details
      Keywords: Moral Sensibility; Judgments; Prejudice and Bias; Decision Making
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      Greene, Joshua D., Karen Huang, and Max Bazerman. "Redirecting Rawlsian Reasoning Toward the Greater Good." Chap. 15 in The Oxford Handbook of Moral Psychology, edited by Manuel Vargas and John M. Doris, 246–261. Oxford, UK: Oxford University Press, 2022.
      • Article

      How to Get the Most Out of Peer Support Groups: A Guide to the Benefits and Best Practices

      By: Boris Groysberg and Robert Russman Halperin
      For years business leaders have turned to peer forums—groups of four to 10 people with similar interests who meet regularly for confidential conversations—to share their problems, find support and insights, and learn and grow. But because such forums are small and... View Details
      Keywords: Peer Comparison; Support; Workplace; Peer Relationships; Personal Development and Career
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      Groysberg, Boris, and Robert Russman Halperin. "How to Get the Most Out of Peer Support Groups: A Guide to the Benefits and Best Practices." Harvard Business Review 100, no. 3 (May–June 2022): 130–141.
      • 2022
      • Article

      Values and Inequality: Prosocial Jobs and the College Wage Premium

      By: Nathan Wilmers and Letian Zhang
      Employers often recruit workers by invoking corporate social responsibility, organizational purpose, or other claims to a prosocial mission. In an era of substantial labor market inequality, commentators typically dismiss these claims as hypocritical: prosocial... View Details
      Keywords: Corporate Social Responsibility and Impact; Equality and Inequality; Wages; Recruitment
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      Wilmers, Nathan, and Letian Zhang. "Values and Inequality: Prosocial Jobs and the College Wage Premium." American Sociological Review 87, no. 3 (2022): 415–442.
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