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      • Article

      Pattern Detection in the Activation Space for Identifying Synthesized Content

      By: Celia Cintas, Skyler Speakman, Girmaw Abebe Tadesse, Victor Akinwande, Edward McFowland III and Komminist Weldemariam
      Generative Adversarial Networks (GANs) have recently achieved unprecedented success in photo-realistic image synthesis from low-dimensional random noise. The ability to synthesize high-quality content at a large scale brings potential risks as the generated samples may... View Details
      Keywords: Subset Scanning; Generative Models; Synthetic Content Detection
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      Cintas, Celia, Skyler Speakman, Girmaw Abebe Tadesse, Victor Akinwande, Edward McFowland III, and Komminist Weldemariam. "Pattern Detection in the Activation Space for Identifying Synthesized Content." Pattern Recognition Letters 153 (January 2022): 207–213.
      • 2022
      • Conference Presentation

      Workplace Competition and the Desire for Uniqueness

      By: Samantha N. Smith, Edward H. Chang, Erika L. Kirgios and Katherine L. Milkman
      Across four preregistered studies (n=3,202), we find that intra-group competition increases people’s willingness to join groups where they will be underrepresented along a given identity dimension (e.g., area of specialization, political affiliation). Via mediation and... View Details
      Keywords: Groups and Teams; Motivation and Incentives; Organizational Culture
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      Smith, Samantha N., Edward H. Chang, Erika L. Kirgios, and Katherine L. Milkman. "Workplace Competition and the Desire for Uniqueness." In Work. Paper presented at the Society for Judgment and Decision Making Annual Meeting, San Diego, CA, 2022.
      • 2021
      • Working Paper

      Racial Inequality in Organizations: A Systems Psychodynamic Perspective

      By: Sanaz Mobasseri, William Kahn and Robin Ely
      This paper uses systems psychodynamic concepts to develop a theory about the persistence of racial inequality in U.S. companies, treating White men as the dominant group and Black people as an illustrative subordinate group. We theorize that this persistence is rooted... View Details
      Keywords: Systems Psychodynamics; Organizational Inequality; Masculinity; Equality and Inequality; Race; Gender; Identity; Power and Influence
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      Mobasseri, Sanaz, William Kahn, and Robin Ely. "Racial Inequality in Organizations: A Systems Psychodynamic Perspective." Harvard Business School Working Paper, No. 22-052, December 2021. (Revised September 2022.)
      • Article

      Megastudies Improve the Impact of Applied Behavioural Science

      By: Katherine L. Milkman, Dena Gromet, Hung Ho, Joseph S. Kay, Timothy W. Lee, Pepi Pandiloski, Yeji Park, Aneesh Rai, Max Bazerman, John Beshears, Lauri Bonacorsi, Colin Camerer, Edward Chang, Gretchen Chapman, Robert Cialdini, Hengchen Dai, Lauren Eskreis-Winkler, Ayelet Fishbach, James J. Gross, Samantha Horn, Alexa Hubbard, Steven J. Jones, Dean Karlan, Tim Kautz, Erika Kirgios, Joowon Klusowski, Ariella Kristal, Rahul Ladhania, Jens Ludwig, George Loewenstein, Barbara Mellers, Sendhil Mullainathan, Silvia Saccardo, Jann Spiess, Gaurav Suri, Joachim H. Talloen, Jamie Taxer, Yaacov Trope, Lyle Ungar, Kevin G. Volpp, Ashley V. Whillans, Jonathan Zinman and Angela L. Duckworth
      Policy-makers are increasingly turning to behavioural science for insights about how to improve citizens’ decisions and outcomes. Typically, different scientists test different intervention ideas in different samples using different outcomes over different time... View Details
      Keywords: Policy Making; Behavioral Science; Behavior; Change; Decision Making; Policy
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      Milkman, Katherine L., Dena Gromet, Hung Ho, Joseph S. Kay, Timothy W. Lee, Pepi Pandiloski, Yeji Park, Aneesh Rai, Max Bazerman, John Beshears, Lauri Bonacorsi, Colin Camerer, Edward Chang, Gretchen Chapman, Robert Cialdini, Hengchen Dai, Lauren Eskreis-Winkler, Ayelet Fishbach, James J. Gross, Samantha Horn, Alexa Hubbard, Steven J. Jones, Dean Karlan, Tim Kautz, Erika Kirgios, Joowon Klusowski, Ariella Kristal, Rahul Ladhania, Jens Ludwig, George Loewenstein, Barbara Mellers, Sendhil Mullainathan, Silvia Saccardo, Jann Spiess, Gaurav Suri, Joachim H. Talloen, Jamie Taxer, Yaacov Trope, Lyle Ungar, Kevin G. Volpp, Ashley V. Whillans, Jonathan Zinman, and Angela L. Duckworth. "Megastudies Improve the Impact of Applied Behavioural Science." Nature 600, no. 7889 (December 16, 2021): 478–483.
      • December 2021 (Revised May 2025)
      • Case

      Bed Bath & Beyond: The New Strategy to Drive Shareholder Value

      By: Benjamin C. Esty and Daniel W. Fisher
      At one time, Bed Bath & Beyond was one of the most successful specialty retailers in the United States—its growth and profit margins far exceeded both peer retailers in the home goods market as well as many other discount retailers. But in 2014, its stock price peaked,... View Details
      Keywords: Competitive Strategy; Competitive Advantage; Value Creation; Diversification; Corporate Governance; Leading Change; Performance Evaluation; Valuation; Investment Activism; Retail Industry; Consumer Products Industry; United States
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      Esty, Benjamin C., and Daniel W. Fisher. "Bed Bath & Beyond: The New Strategy to Drive Shareholder Value." Harvard Business School Case 722-408, December 2021. (Revised May 2025.)
      • December 2021
      • Case

      Danish Crown: Feeding the Future

      By: David E. Bell, Damien P. McLoughlin, Daniela Beyersdorfer and Mette Fuglsang Hjortshoej
      Danish Crown, one of the world’s largest exporters of pork meat and one of Europe’s top five producers of beef, faced increasing headwinds in 2021, making CEO Jais Valeur feel like the core of the meat business was under attack. As a cooperative and prominent player in... View Details
      Keywords: Agribusiness; Animal-Based Agribusiness; Food; Environmental Management; Climate Change; Environmental Sustainability; Nutrition; Cooperative Ownership; Change Management; Transition; Leadership; Leading Change; Marketing; Product Marketing; Corporate Strategy; Agriculture and Agribusiness Industry; Agriculture and Agribusiness Industry; Europe; Denmark
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      Bell, David E., Damien P. McLoughlin, Daniela Beyersdorfer, and Mette Fuglsang Hjortshoej. "Danish Crown: Feeding the Future." Harvard Business School Case 522-057, December 2021.
      • December 2021 (Revised March 2022)
      • Case

      Collaboration Wars: Slack vs. Microsoft Teams

      By: David B. Yoffie, Kriti Gupta, Mehek Punatar, Poonam Sacheti and Poorvi Vijay
      In 2021, Slack was acquired by Salesforce. While widely viewed as the best corporate collaboration and messaging software, Slack was being challenged by Microsoft, which was giving away its competitive product, Microsoft Teams, for free with a subscription to... View Details
      Keywords: Information Technology; Applications and Software; Technology Adoption; Acquisition; Business Model; Business Strategy; Competitive Strategy; Corporate Strategy; Competition; Expansion; Technology Industry
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      Yoffie, David B., Kriti Gupta, Mehek Punatar, Poonam Sacheti, and Poorvi Vijay. "Collaboration Wars: Slack vs. Microsoft Teams." Harvard Business School Case 722-398, December 2021. (Revised March 2022.)
      • December 2021
      • Case

      Grace Capital

      By: Sara Fleiss, Robin Greenwood, Eren Kuzucu and Denise Han
      In March 2020, the global pandemic was delivering a dose of volatility to the U.S. economy. Catherine Faddis, the CIO of Grace Capital, a Boston-based long-only equity manager, analyzed movements in her portfolio while eyeing previously shelved opportunities to invest... View Details
      Keywords: Preferred Stock; COVID-19 Pandemic; Economy; Health Pandemics; Volatility; Entrepreneurship; Finance; Investment; Strategy; Decision Making; Investment Portfolio; Financial Services Industry; United States
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      Fleiss, Sara, Robin Greenwood, Eren Kuzucu, and Denise Han. "Grace Capital." Harvard Business School Case 222-052, December 2021.
      • December 2021
      • Case

      The Instant Payment Mandate: The Central Bank of Brazil and Pix

      By: Lauren Cohen and Spencer C. N. Hagist
      João M. P. De Mello and his team at the Central Bank of Brazil are preparing a move that would seek to tilt the scales in favor of financial inclusion for the entire country. The innovation at hand is the unprecedented nation-wide instant payment scheme: Pix. The fruit... View Details
      Keywords: Fintech; Finance; Entrepreneurship; Innovation Strategy; Banking Industry; Brazil
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      Cohen, Lauren, and Spencer C. N. Hagist. "The Instant Payment Mandate: The Central Bank of Brazil and Pix." Harvard Business School Case 222-053, December 2021.
      • December 1, 2021
      • Article

      Do You Know How Your Teams Get Work Done?

      By: Rohan Narayana Murty, Rajath B. Das, Scott Duke Kominers, Arjun Narayan, Suraj Srinivasan, Tarun Khanna and Kartik Hosanagar
      In a research study at four Fortune 500 companies, when managers were asked about their teams’ work, on average they either did not know or could not remember 60% of the work their teams do. This is a major problem because it can lead to unrealistic digital... View Details
      Keywords: Leading Teams; Work Recall Gap; Machine Learning; Algorithms; Groups and Teams; Management; Technological Innovation
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      Murty, Rohan Narayana, Rajath B. Das, Scott Duke Kominers, Arjun Narayan, Suraj Srinivasan, Tarun Khanna, and Kartik Hosanagar. "Do You Know How Your Teams Get Work Done?" Harvard Business Review Digital Articles (December 1, 2021).
      • Article

      Surgeons and Administrators Co-Creating Value

      By: Michael Nurok, Thoralf Sundt, Robert S. Kaplan and Bruce Gewertz
      Most hospitals have arms-length relationships with physicians, viewing them as people they must ‘‘manage,’’ not as potentially valuable strategic partners. But surgeons make clinical decisions every day that have great influence on both patient outcomes and hospital... View Details
      Keywords: Value-based Health Care; Collaboration; Healthcare Administration; Health Care and Treatment; Management; Strategy; Value Creation
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      Nurok, Michael, Thoralf Sundt, Robert S. Kaplan, and Bruce Gewertz. "Surgeons and Administrators Co-Creating Value." Annals of Surgery 274, no. 6 (December 2021).
      • Article

      The Emergence of Mafia-like Business Systems in China

      By: Meg Rithmire and Hao Chen
      A large body of literature on state–business relations in China has examined the political role of capitalists and collusion between the state and the private sector. This paper contributes to that literature and understanding of the internal differentiation among... View Details
      Keywords: China's Political Economy; State-business Relations; Business Groups; Financial System; Business and Government Relations; Finance; Economic Systems; China
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      Rithmire, Meg, and Hao Chen. "The Emergence of Mafia-like Business Systems in China." China Quarterly 248 (December 2021): 1037–1058.
      • November 2021 (Revised May 2022)
      • Case

      QuantumScape's Mission to Revolutionize Energy Storage for a Sustainable Future

      By: William A. Sahlman, Allison M. Ciechanover and Jeff Huizinga
      QuantumScape CEO Jagdeep Singh juggles the many activities required to lead the next-generation battery pioneer. Founded in 2010, QuantumScape’s mission was to develop new “solid-state” car batteries that would improve upon traditional lithium-ion batteries in key... View Details
      Keywords: Batteries; Electric Vehicles; SPACs; Innovation and Management; Technological Innovation; Science-Based Business; Environmental Sustainability; Auto Industry; Energy Industry; California; San Jose
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      Sahlman, William A., Allison M. Ciechanover, and Jeff Huizinga. "QuantumScape's Mission to Revolutionize Energy Storage for a Sustainable Future." Harvard Business School Case 822-044, November 2021. (Revised May 2022.)
      • November 2021 (Revised January 2022)
      • Case

      KFA, Inc.: Building the Future

      By: Lynda M. Applegate and Elizabeth M. Adams
      In 2021, Greg Bush, Jr., owner, president, and CEO of KFA, Inc. is working with his leadership team to plan for the future. KFA provides consulting services on software and project management needs for infrastructure projects. Bush and his team have just debuted a new... View Details
      Keywords: Small Business; Communication Technology; Developing Countries and Economies; Growth and Development Strategy; Infrastructure; Consulting Industry; Information Technology Industry; Chicago; United States
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      Applegate, Lynda M., and Elizabeth M. Adams. "KFA, Inc.: Building the Future." Harvard Business School Case 822-046, November 2021. (Revised January 2022.)
      • November 15, 2021
      • Article

      What Do Black Executives Really Want?

      By: Frank Cooper III and Ranjay Gulati
      Recruiting and retaining Black talent is a priority for many organizations. Most are committed to and investing in diversity, equity, and inclusion (DEI). And yet, according to interviews and focus groups with Black executives working in a variety of blue-chip... View Details
      Keywords: Black Executives; Selection and Staffing; Retention; Race; Organizational Culture; Change Management
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      Cooper, Frank, III, and Ranjay Gulati. "What Do Black Executives Really Want?" Harvard Business Review (website) (November 15, 2021).
      • 9 Nov 2021
      • Interview

      How to Build Psychological Safety in Your Workplace with The Fearless Organization Author, Amy C. Edmondson

      By: Amy C. Edmondson and Dominic Monkhouse
      If you want to be better at leading a team. If you want to know how to lead a good decision making process. Or how to engage and inspire people to bring their full self to work, don’t miss Amy Edmondson, Harvard Business School professor and author of The Fearless... View Details
      Keywords: Psychological Safety; Organizational Culture; Groups and Teams; Decision Making; Motivation and Incentives
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      "How to Build Psychological Safety in Your Workplace with The Fearless Organization Author, Amy C. Edmondson." Episode 169. The Melting Pot (podcast), November 9, 2021.
      • November 2021
      • Case

      Tommy Hilfiger Adaptive: Fashion for All

      By: Elizabeth A. Keenan, Sandra J. Sucher and Shalene Gupta
      In Fall 2017, Tommy Hilfiger launched Tommy Hilfiger Adaptive, a line of adaptive and inclusive fashion apparel intended to make dressing easier. Now, Tommy Hilfiger is planning to launch Tommy Hilfiger Adaptive internationally in early 2020. The prospect of making... View Details
      Keywords: Marketing And Society; Brands; Fashion; Inclusion; Consumer; Corporate Social Responsibility; Retail; Apparel; Disability; Accessibility; Marketing; Brands and Branding; Marketing Communications; Product Marketing; Social Marketing; Product Launch; Product Positioning; Marketing Strategy; Social Enterprise; Society; Corporate Social Responsibility and Impact; Social Issues; Consumer Behavior; Apparel and Accessories Industry; Apparel and Accessories Industry; Apparel and Accessories Industry; Apparel and Accessories Industry; United States; North America
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      Keenan, Elizabeth A., Sandra J. Sucher, and Shalene Gupta. "Tommy Hilfiger Adaptive: Fashion for All." Harvard Business School Case 522-053, November 2021.
      • November 2021
      • Supplement

      Ant Group (B)

      By: Krishna G. Palepu, Feng Zhu and Susie L. Ma
      Keywords: Information Technology; Value Creation; Network Effects; Strategy; Disruptive Innovation; Technology Industry; Financial Services Industry; China
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      Palepu, Krishna G., Feng Zhu, and Susie L. Ma. "Ant Group (B)." Harvard Business School Supplement 122-040, November 2021.
      • Article

      Agility Hacks

      By: Amy C. Edmondson and Ranjay Gulati
      In the past 20 years, the agile approach to improving products, services, and processes has swept the business world. Rooted in software development, agile has spread to many other functions, and some companies have turned much of their organization, including the... View Details
      Keywords: Agile Practices; Agile Project Management; Projects; Management Practices and Processes; Groups and Teams; Innovation Strategy
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      Edmondson, Amy C., and Ranjay Gulati. "Agility Hacks." Harvard Business Review 99, no. 6 (November–December 2021).
      • Article

      B Corps: Can It Remake Capitalism in Japan?

      By: Geoffrey Jones
      This article examines the B Corporation movement that originated in the United States in 2006. The founders sought to create a new type of company whose governance structure mandated them to consider financial, social and environmental performance. A certification... View Details
      Keywords: Corporate Responsibility; Sustainability; B Corporations; Stakeholder Capitalism; Governance; Organizational Structure; Corporate Social Responsibility and Impact; Japan
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      Jones, Geoffrey. "B Corps: Can It Remake Capitalism in Japan?" Keizaikei [Kanto Gakuin Journal of Economics and Management] 284 (November 2021): 1–12.
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