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      • October 2021 (Revised June 2022)
      • Case

      PittaRosso: Artificial Intelligence-Driven Pricing and Promotion

      By: Ayelet Israeli
      PittaRosso, a traditional Italian shoe retailer, is implementing an AI system to provide pricing and promotion recommendations. The system allows them to implement changes that would affect both the top of funnel and bottom of funnel activities for the company: once... View Details
      Keywords: Artificial Intelligence; Pricing; Pricing Algorithm; Pricing Decisions; Pricing Strategy; Pricing Structure; Promotion; Promotions; Online Marketing; Data-driven Decision-making; Data-driven Management; Retail; Retail Analytics; AI; Price; Advertising Campaigns; Analytics and Data Science; Analysis; Digital Marketing; Budgets and Budgeting; Marketing Strategy; Marketing; Transformation; Decision Making; AI and Machine Learning; Retail Industry; Italy
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      Israeli, Ayelet. "PittaRosso: Artificial Intelligence-Driven Pricing and Promotion." Harvard Business School Case 522-046, October 2021. (Revised June 2022.)
      • Article

      Behavioral and Neural Representations en route to Intuitive Action Understanding

      By: Leyla Tarhan, Julian De Freitas and Talia Konkle
      When we observe another person’s actions, we process many kinds of information—from how their body moves to the intention behind their movements. What kinds of information underlie our intuitive understanding about how similar actions are to each other? To address this... View Details
      Keywords: Action Perception; Intuitive Similarity; Multi-arrangement; fMRI; Representational Similarity Analysis; Behavior; Perception
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      Tarhan, Leyla, Julian De Freitas, and Talia Konkle. "Behavioral and Neural Representations en route to Intuitive Action Understanding." Neuropsychologia 163 (December 2021).
      • October 2021
      • Article

      Board Design and Governance Failures at Peer Firms

      By: Shelby Gai, J. Yo-Jud Cheng and Andy Wu
      Our study introduces board committees as a crucial determinant of board actions. We examine how directors who structurally link different board committees—referred to as multi-committee directors (MCDs)—explain why some board actions are merely symbolic while others... View Details
      Keywords: Board Committees; Board Monitoring; New Director Nomination; Peer Financial Restatements; Governing and Advisory Boards; Corporate Governance; Performance Effectiveness
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      Gai, Shelby, J. Yo-Jud Cheng, and Andy Wu. "Board Design and Governance Failures at Peer Firms." Strategic Management Journal 42, no. 10 (October 2021): 1909–1938.
      • October 2021
      • Article

      Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach

      By: Nicolas Padilla and Eva Ascarza
      The success of Customer Relationship Management (CRM) programs ultimately depends on the firm's ability to understand consumers' preferences and precisely capture how these preferences may differ across customers. Only by understanding customer heterogeneity, firms can... View Details
      Keywords: Customer Management; Targeting; Deep Exponential Families; Probabilistic Machine Learning; Cold Start Problem; Customer Relationship Management; Programs; Consumer Behavior; Analysis
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      Padilla, Nicolas, and Eva Ascarza. "Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach." Journal of Marketing Research (JMR) 58, no. 5 (October 2021): 981–1006.
      • September 28, 2021
      • Article

      12 Questions About Hybrid Work, Answered

      By: Tsedal Neeley
      As we move into the next phase of the pandemic, companies are grappling with whether and how to bring their employees back into the office after working from home extensively. According to multiple surveys, most people want a mix of in-person and remote work, and some... View Details
      Keywords: COVID-19 Pandemic; Remote Work; Transition; Employees; Job Design and Levels; Organizational Structure
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      Neeley, Tsedal. "12 Questions About Hybrid Work, Answered." Harvard Business Review (website) (September 28, 2021).
      • 2021
      • Working Paper

      Governance Transparency and Firm Value: Evidence from Korean Chaebols

      By: Akash Chattopadhyay, Sa-Pyung Sean Shin and Charles C.Y. Wang
      We examine Korean business groups' transition from circular-shareholding structures to (relatively simple) pyramidal-shareholding structures between 2011 and 2018. When firms were removed from ownership loops, chaebol families' control or incentive conflicts in them... View Details
      Keywords: Business Groups; Cross Shareholding; Circular Shareholding; Pyramidal Ownership; Governance Transparency; Ownership Transparency; Earnings Response Coefficient; Business Conglomerates; Corporate Governance; Valuation; Business Earnings
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      Chattopadhyay, Akash, Sa-Pyung Sean Shin, and Charles C.Y. Wang. "Governance Transparency and Firm Value: Evidence from Korean Chaebols." Harvard Business School Working Paper, No. 22-012, September 2021. (Revised November 2021.)
      • September 2021 (Revised November 2022)
      • Case

      MAYA Capital

      By: Robert F. White, Carla Larangeira and Pedro Levindo
      MAYA Capital co-founders Lara Lemann and Monica Saggioro raised $41.5 million through a series of closings for their early-stage Latin American venture capital fund. The two women had met for the first time in mid-2016 when Lemann was contemplating scaling her angel... View Details
      Keywords: Early Stage; Portfolio Construction; Fund Management; Investment; Entrepreneurship; Venture Capital; Investment Portfolio; Strategy; Business Startups; Management; Investment Funds; Latin America
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      White, Robert F., Carla Larangeira, and Pedro Levindo. "MAYA Capital." Harvard Business School Case 822-038, September 2021. (Revised November 2022.)
      • 2021
      • Article

      How Top Managers Use the Entrepreneurial Gap to Drive Strategic Change

      By: Robert L. Simons and Antonio Davila
      Prior research provides strong evidence for the association between business strategy and the design and use of management control systems. We complement this research by examining the role of management control systems in situations of strategic change. We report the... View Details
      Keywords: Management Control Systems; Accountability; Strategic Change; Organization Change And Adaptation; Organizational Performance; Management Systems; Organizational Structure; Corporate Accountability; Organizational Change and Adaptation; Performance
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      Simons, Robert L., and Antonio Davila. "How Top Managers Use the Entrepreneurial Gap to Drive Strategic Change." European Accounting Review 30, no. 4 (2021): 583–609.
      • 2021
      • Book

      Lead and Disrupt: How to Solve the Innovator's Dilemma

      By: Charles A. O'Reilly III and Michael Tushman
      Why do successful firms find it so difficult to adapt in the face of change—to innovate? In the past ten years, the importance of this question has increased as more industries and firms confront disruptive change. The pandemic has accelerated this crisis, collapsing... View Details
      Keywords: Organization Change And Adaptation; Organizational Change and Adaptation; Disruptive Innovation; Innovation and Management; Leading Change
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      O'Reilly, Charles A., III, and Michael Tushman. Lead and Disrupt: How to Solve the Innovator's Dilemma. Second ed. Stanford, CA: Stanford Business Books, 2021.
      • 2021
      • Book

      Time for Reparations: A Global Perspective

      By: Jaqueline Bhabha, Margareta Matache and Caroline M. Elkins
      In this sweeping international perspective on reparations, Time for Reparations makes the case that past state injustice—be it slavery or colonization, forced sterilization or widespread atrocities—has enduring consequences that generate ongoing harm, which... View Details
      Keywords: Reparations; Slavery; Colonization; Structural Racism; State Injustice
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      Bhabha, Jaqueline, Margareta Matache, and Caroline M. Elkins, eds. Time for Reparations: A Global Perspective. Philadelphia, PA: University of Pennsylvania Press, 2021.
      • Article

      Unconscious Bias Training That Works

      By: Francesca Gino and Katherine Coffman
      To become more diverse, equitable, and inclusive, many companies have turned to unconscious bias (UB) training. By raising awareness of the mental shortcuts that lead to snap judgments—often based on race and gender—about people’s talents or character, it strives to... View Details
      Keywords: Implicit Bias; Social Integration; Empathy; Prejudice and Bias; Employees; Training; Attitudes; Behavior; Organizational Change and Adaptation
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      Gino, Francesca, and Katherine Coffman. "Unconscious Bias Training That Works." Harvard Business Review 99, no. 5 (September–October 2021): 114–123.
      • August 2021
      • Case

      Zoom Video Communications: Building a Culture of Diversity, Equity, & Inclusion During COVID-19

      By: Karen G. Mills, Scott Duke Kominers, Christopher Stanton, Andy Wu, George Gonzalez and Gabriella Elanbeck
      Keywords: Diversity Management; Diversity Training; Cultural Change; Cultural Diversity; Inclusion; Inclusive Growth; Inclusive Hiring; Hiring; Hiring Of Employees; Recruiting; Performance Management; Change Leadership; Race And Ethnicity; Racial Bias; Racial Disparity; Racial Injustice; Racial Tensions; Racism; Organization; Organization Process; Organization Structure; Structural/institutional Racism; Leadership And Change Management; Leadership And Managing People; Leading; Gender Bias; Discrimination; Inequalities; Inequality; Social Change; Employee Attitude Development And Empowerment; Employee Bonding; Employee Empowerment; Employee Engagement; Employee Fairness; Employee Morale; Employee Performance Management; Employee Relations; Company Culture; Company Values; Values; COVID-19 Pandemic; Demographics; Diversity; Age; Ethnicity; Gender; Business Processes; Change Management; Change; Race; Human Capital; Human Resources; Compensation and Benefits; Employees; Employee Relationship Management; Recruitment; Retention; Selection and Staffing; Jobs and Positions; Job Interviews; Leadership; Leading Change; Management; Management Teams; Business or Company Management; Crisis Management; Goals and Objectives; Growth and Development; Growth and Development Strategy; Growth Management; Management Style; Organizational Change and Adaptation; Organizational Culture; Organizational Design; Organizational Structure; Organizations; Mission and Purpose; Culture; Happiness; Prejudice and Bias; Satisfaction; Equity; Identity; Leadership Style; Values and Beliefs; Technology Industry; United States
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      Mills, Karen G., Scott Duke Kominers, Christopher Stanton, Andy Wu, George Gonzalez, and Gabriella Elanbeck. "Zoom Video Communications: Building a Culture of Diversity, Equity, & Inclusion During COVID-19." Harvard Business School Case 322-031, August 2021.
      • August 2021
      • Teaching Note

      Moderna (A)

      By: Marco Iansiti, Karim R. Lakhani, Kerry Herman and Amy Klopfenstein
      Teaching Note for HBS Case No. 621-032. View Details
      Keywords: Organizational Structure; Operations; Management; Health Pandemics; Research and Development; Goals and Objectives
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      Iansiti, Marco, Karim R. Lakhani, Kerry Herman, and Amy Klopfenstein. "Moderna (A)." Harvard Business School Teaching Note 622-046, August 2021.
      • August 2021
      • Article

      Crowdsourcing Memories: Mixed Methods Research by Cultural Insiders-Epistemological Outsiders

      By: Tarun Khanna, Karim R. Lakhani, Shubhangi Bhadada, Nabil Khan, Saba Kohli Davé, Rasim Alam and Meena Hewett
      This paper examines the role that the two lead authors’ personal connections played in the research methodology and data collection for the Partition Stories Project—a mixed-methods approach to revisiting the much-studied historical trauma of the Partition of British... View Details
      Keywords: Mixed Methods; Insider-outsiders; Myth Of Informed Objectivity; Hybrid Research; Oral Narratives; Research; Analysis; India
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      Khanna, Tarun, Karim R. Lakhani, Shubhangi Bhadada, Nabil Khan, Saba Kohli Davé, Rasim Alam, and Meena Hewett. "Crowdsourcing Memories: Mixed Methods Research by Cultural Insiders-Epistemological Outsiders." Academy of Management Perspectives 35, no. 3 (August 2021): 384–399.
      • 2025
      • Working Paper

      How Do Households Suppress the Price of Tail Risk?

      By: Laurent Calvet, Claire Célérier, Gordon Liao and Boris Vallée
      This paper investigates the effects of the issuance of retail products with non-linear payoffs on option prices. For a given underlying asset, when the outstanding volume of products embedding a short-put position increases, implied volatility at the corresponding... View Details
      Keywords: Security Design; Dividend; Options; Structured Products; Market Segmentation; Financial Instruments; Design; Volatility; Markets; Segmentation
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      Calvet, Laurent, Claire Célérier, Gordon Liao, and Boris Vallée. "How Do Households Suppress the Price of Tail Risk?" Working Paper, 2025.
      • June 28, 2021
      • Article

      4 Imperatives for Managing in a Hybrid World

      By: Kalle Heikkinen, William R. Kerr, Mika Malin and Panu Routila
      As more and more companies turn to a hybrid model of work more than a year into the COVID-19 pandemic, what challenges are leaders likely to face when managing people both in the office and remotely? Interviews with 38 executives in Nordic countries point to four main... View Details
      Keywords: Hybrid Organizations; Organizational Structure; Management; Leadership
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      Heikkinen, Kalle, William R. Kerr, Mika Malin, and Panu Routila. "4 Imperatives for Managing in a Hybrid World." Harvard Business Review Digital Articles (June 28, 2021).
      • July 2021
      • Article

      Big Data for Social Benefits: Innovation as a Mediator of the Relationship between Big Data and Corporate Social Performance

      By: Goran Calic and Maryam Ghasemaghaei
      Over the last decade, the use big data in firms has seen a rapid increase. Whilst scholars have begun to unpack the relationship between big data utilisation and financial performance, significant uncertainty exists about the ethical uses of this new asset. Whether... View Details
      Keywords: Analytics and Data Science; AI and Machine Learning; Performance Improvement; Organizational Change and Adaptation
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      Calic, Goran, and Maryam Ghasemaghaei. "Big Data for Social Benefits: Innovation as a Mediator of the Relationship between Big Data and Corporate Social Performance." Journal of Business Research 131 (July 2021): 391–401.
      • July 2021
      • Teaching Note

      Digital Transformation 2.0: CEO Elie Girard at Atos

      By: Tsedal Neeley
      Teaching Note for HBS Case No. 421-024. Elie Girard has taken the helm as CEO of multinational IT giant Atos to lead the company into the next era of digital transformation. Noticing that customers’ digital needs were evolving to become even more specialized and global... View Details
      Keywords: Restructuring; Leading Change; Mergers and Acquisitions; Environmental Sustainability; Organizational Change and Adaptation; Digital Transformation; Information Technology Industry
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      Neeley, Tsedal. "Digital Transformation 2.0: CEO Elie Girard at Atos." Harvard Business School Teaching Note 422-006, 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 2021
      • Article

      Structuring Local Environments to Avoid Diversity: Anxiety Drives Whites' Geographical and Institutional Self-Segregation Preferences

      By: Eric Anicich, Jon M. Jachimowicz, Merrick Osborne and L. Taylor Phillips
      The current research explores how local racial diversity affects Whites’ efforts to structure their local communities to avoid incidental intergroup contact. In two experimental studies (N=509; Studies 1a-b), we consider Whites’ choices to structure a fictional,... View Details
      Keywords: Segregration; Structural/institutional Racism; Organizational Exclusion; Diversity; Race; Organizations; Local Range; Prejudice and Bias
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      Anicich, Eric, Jon M. Jachimowicz, Merrick Osborne, and L. Taylor Phillips. "Structuring Local Environments to Avoid Diversity: Anxiety Drives Whites' Geographical and Institutional Self-Segregation Preferences." Art. 104117. Journal of Experimental Social Psychology 95 (July 2021).
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