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    • All HBS Web  (3,284)
      • Faculty Publications  (654)

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      • Article

      Use of Crowd Innovation to Develop an Artificial Intelligence-Based Solution for Radiation Therapy Targeting

      By: Raymond H. Mak, Michael G. Endres, Jin Hyun Paik, Rinat A. Sergeev, Hugo Aerts, Christopher L. Williams, Karim R. Lakhani and Eva C. Guinan
      Importance: Radiation therapy (RT) is a critical cancer treatment, but the existing radiation oncologist work force does not meet growing global demand. One key physician task in RT planning involves tumor segmentation for targeting, which requires substantial... View Details
      Keywords: Crowdsourcing; AI Algorithms; Health Care and Treatment; Collaborative Innovation and Invention; AI and Machine Learning
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      Mak, Raymond H., Michael G. Endres, Jin Hyun Paik, Rinat A. Sergeev, Hugo Aerts, Christopher L. Williams, Karim R. Lakhani, and Eva C. Guinan. "Use of Crowd Innovation to Develop an Artificial Intelligence-Based Solution for Radiation Therapy Targeting." JAMA Oncology 5, no. 5 (May 2019): 654–661.
      • April 2019
      • Article

      Rituals and Nuptials: The Emotional and Relational Consequences of Relationship Rituals

      By: Ximena Garcia-Rada, Ovul Sezer and Michael I. Norton
      Four studies reveal the benefits of relationship rituals: couples with relationship rituals report more positive emotions and greater relationship satisfaction and commitment than those without them. We show that rituals are crucial for understanding consumption... View Details
      Keywords: Rituals; Relationship Satisfaction; Relationships; Satisfaction; Spending; Behavior; Perception; Emotions
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      Garcia-Rada, Ximena, Ovul Sezer, and Michael I. Norton. "Rituals and Nuptials: The Emotional and Relational Consequences of Relationship Rituals." Journal of the Association for Consumer Research 4, no. 2 (April 2019): 185–197.
      • Article

      Handshaking Promotes Deal-Making by Signaling Cooperative Intent

      By: Juliana Schroeder, Jane L. Risen, Francesca Gino and Michael I. Norton
      We examine how a simple handshake—a gesture that often occurs at the outset of social interactions—can influence deal-making. Because handshakes are social rituals, they are imbued with meaning beyond their physical features. We propose that during mixed-motive... View Details
      Keywords: Handshake; Cooperation; Affiliation; Competition; Negotiation; Nonverbal Communication; Negotiation Participants; Behavior; Communication Intention and Meaning; Negotiation Deal
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      Schroeder, Juliana, Jane L. Risen, Francesca Gino, and Michael I. Norton. "Handshaking Promotes Deal-Making by Signaling Cooperative Intent." Journal of Personality and Social Psychology 116, no. 5 (May 2019): 743–768.
      • Article

      The Right and Wrong Way to Do ‘CEO Activism’

      By: Aaron K Chatterji and Michael W. Toffel
      CEO activism—where leaders take public stands on controversial social and political issues that aren’t related to their company’s bottom line—has become increasingly common. CEO activism has attracted favorable media attention, but has also resulted in backlash and... View Details
      Keywords: Leadership; Social Issues; Communication Strategy; Performance Effectiveness
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      Chatterji, Aaron K., and Michael W. Toffel. "The Right and Wrong Way to Do ‘CEO Activism’." Wall Street Journal (February 22, 2019).
      • 2025
      • Working Paper

      A Preference for Revision Absent Improvement

      By: Ximena Garcia-Rada, Leslie K. John, Ed O’Brien and Michael I. Norton
      People regularly encounter revised stimuli (e.g., revised versions of products, new editions of books, tweaked recipes, and technological updates). In principle, a world of constant revision should benefit people by affording them the most up-to-date offerings. In... View Details
      Keywords: Product Change; Versioning; Expectancy Effects; Heuristics; Intuitive Processing; Product Marketing; Change; Perception; Consumer Behavior
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      Garcia-Rada, Ximena, Leslie K. John, Ed O’Brien, and Michael I. Norton. "A Preference for Revision Absent Improvement." Harvard Business School Working Paper, No. 19-087, February 2019. (Revised April 2025.)
      • February 2019
      • Article

      Pettiness in Social Exchange

      By: Tami Kim, Ting Zhang and Michael I. Norton
      We identify and document a novel construct—pettiness, or intentional attentiveness to trivial details—and examine its (negative) implications in interpersonal relationships and social exchange. Seven studies show that pettiness manifests across different types of... View Details
      Keywords: Relationships; Personal Characteristics; Perception; Societal Protocols
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      Kim, Tami, Ting Zhang, and Michael I. Norton. "Pettiness in Social Exchange." Journal of Experimental Psychology: General 148, no. 2 (February 2019): 361–373.
      • 2019
      • Article

      Fair Algorithms for Learning in Allocation Problems

      By: Hadi Elzayn, Shahin Jabbari, Christopher Jung, Michael J Kearns, Seth Neel, Aaron Leon Roth and Zachary Schutzman
      Settings such as lending and policing can be modeled by a centralized agent allocating a scarce resource (e.g. loans or police officers) amongst several groups, in order to maximize some objective (e.g. loans given that are repaid, or criminals that are apprehended).... View Details
      Keywords: Allocation Problems; Algorithms; Fairness; Learning
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      Elzayn, Hadi, Shahin Jabbari, Christopher Jung, Michael J Kearns, Seth Neel, Aaron Leon Roth, and Zachary Schutzman. "Fair Algorithms for Learning in Allocation Problems." Proceedings of the Conference on Fairness, Accountability, and Transparency (2019): 170–179.
      • January 2019 (Revised July 2019)
      • Case

      New Balance: Managing Orders and Working Conditions

      By: Michael W. Toffel, Eileen McNeely and Matthew Preble
      New Balance Athletics, Inc., a major U.S.-based athletic footwear and apparel brand, sources most of its footwear products from independent suppliers whose factories are located in China, Indonesia, and Vietnam. Monica Gorman, vice president of responsible leadership... View Details
      Keywords: Footwear; Athletic Footwear; Manufacturing; CSR; Sustainability; Quality Management; Supply Chains; Operations; Management; Production; Working Conditions; Corporate Social Responsibility and Impact; Labor and Management Relations; Supply Chain Management; Supply Chain; Order Taking and Fulfillment; Apparel and Accessories Industry; Consumer Products Industry
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      Toffel, Michael W., Eileen McNeely, and Matthew Preble. "New Balance: Managing Orders and Working Conditions." Harvard Business School Case 619-002, January 2019. (Revised July 2019.)
      • 2019
      • Article

      An Empirical Study of Rich Subgroup Fairness for Machine Learning

      By: Michael J Kearns, Seth Neel, Aaron Leon Roth and Zhiwei Steven Wu
      Kearns et al. [2018] recently proposed a notion of rich subgroup fairness intended to bridge the gap between statistical and individual notions of fairness. Rich subgroup fairness picks a statistical fairness constraint (say, equalizing false positive rates across... View Details
      Keywords: Machine Learning; Fairness; AI and Machine Learning
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      Kearns, Michael J., Seth Neel, Aaron Leon Roth, and Zhiwei Steven Wu. "An Empirical Study of Rich Subgroup Fairness for Machine Learning." Proceedings of the Conference on Fairness, Accountability, and Transparency (2019): 100–109.
      • December 2018 (Revised October 2019)
      • Case

      Barteca: The Challenge and Opportunity of Private Equity

      By: Lena G. Goldberg and Michael S. Kaufman
      Andy Pforzheimer and Sasa Mahr-Batuz, co-founders of a highly successful seven-location restaurant brand, had just opened the first location of a new brand. They had mapped out future expansion for both brands but wondered if, rather than lining up an assortment of... View Details
      Keywords: Restaurants; Brands and Branding; Expansion; Private Equity; Strategy; Decision Making
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      Goldberg, Lena G., and Michael S. Kaufman. "Barteca: The Challenge and Opportunity of Private Equity." Harvard Business School Case 319-076, December 2018. (Revised October 2019.)
      • Article

      Operational Efficiency and Effective Management in the Catheterization Laboratory

      By: Grant W. Reed, Michael L. Tushman and Samir R. Kapadia
      Operational efficiency is a core business principle in which organizations strive to deliver high-quality goods or services in a cost-effective manner. This concept has become increasingly relevant to cardiac catheterization laboratories, as insurers move away from... View Details
      Keywords: Cath Lab; Catheterization Laboratory; Health Care and Treatment; Performance Efficiency; Management; Performance Productivity; Cost Management; Health Industry
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      Reed, Grant W., Michael L. Tushman, and Samir R. Kapadia. "Operational Efficiency and Effective Management in the Catheterization Laboratory." Journal of the American College of Cardiology 72, no. 20 (November 20, 2018): 2507–2517.
      • 2018
      • Working Paper

      Towards a New Approach for Upgrading Europe's Competitiveness

      By: Christian Ketels and Michael E. Porter
      The traumatic experience of the European sovereign debt crisis, followed by the outcome of the British referendum on leaving the European Union, has sent shockwaves through Europe. For the first time since the signing of the Treaties of Rome six decades ago, the very... View Details
      Keywords: Competitiveness; Economy; Policy; Problems and Challenges; Europe; European Union
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      Ketels, Christian, and Michael E. Porter. "Towards a New Approach for Upgrading Europe's Competitiveness." Harvard Business School Working Paper, No. 19-033, September 2018.
      • 2018
      • Working Paper

      UK Competitiveness after Brexit

      By: Michael E. Porter
      On June 23rd, 2016 52% of UK voters opted to put their country on the path to leave the European Union by March 29, 2019. This result was a surprise to many, and went against the advice of the vast majority of economic experts and business leaders. Two years later, and... View Details
      Keywords: Competitiveness; International Relations; Trade; Economy; Strategy; United Kingdom
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      Porter, Michael E. "UK Competitiveness after Brexit." Harvard Business School Working Paper, No. 19-029, September 2018. (Revised January 2019.)
      • 2018
      • Working Paper

      Some Facts of High-Tech Patenting

      By: Michael Webb, Nick Short, Nicholas Bloom and Josh Lerner
      Patenting in software, cloud computing, and artificial intelligence has grown rapidly in recent years. Such patents are acquired primarily by large U.S. technology firms such as IBM, Microsoft, Google, and HP, as well as by Japanese multinationals such as Sony, Canon,... View Details
      Keywords: Patents; Applications and Software; Technological Innovation; United States
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      Webb, Michael, Nick Short, Nicholas Bloom, and Josh Lerner. "Some Facts of High-Tech Patenting." Harvard Business School Working Paper, No. 19-014, August 2018. (NBER Working Paper Series, No. 24793, July 2018.)
      • June 2018
      • Case

      Meridian Systems

      By: Frank V. Cespedes and Michael J. Roberts
      The Meridian Systems case focuses on a start-up in the restaurant point of sale (POS) systems market. In early 2018, Meridian is getting ready to roll out a POS system based on a new technology—a tablet-based, Wi-Fi-enabled POS system (the "tablet" system, or... View Details
      Keywords: Business Startups; Sales; Strategy; Salesforce Management; Organizational Structure; Technological Innovation; Marketing Strategy
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      Cespedes, Frank V., and Michael J. Roberts. "Meridian Systems." Harvard Business School Brief Case 918-533, June 2018.
      • June 2018
      • Article

      Cost of Experimentation and the Evolution of Venture Capital

      By: Michael Ewens, Ramana Nanda and Matthew Rhodes-Kropf
      We study how technological shocks to the cost of starting new businesses have led the venture capital model to adapt in fundamental ways over the prior decade. We both document and provide a framework to understand the changes in the investment strategy of VCs in... View Details
      Keywords: Innovation; Investing; Abandonment Option; Technological Innovation; Venture Capital; Investment
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      Ewens, Michael, Ramana Nanda, and Matthew Rhodes-Kropf. "Cost of Experimentation and the Evolution of Venture Capital." Journal of Financial Economics 128, no. 3 (June 2018): 422–442.
      • May 2018
      • Case

      Environmental Platform LEEDership at USGBC

      By: Michael W. Toffel, Timothy S. Simcoe and Aldo Sesia
      By 2018, it was clear that U.S. Green Building Council (USGBC) had significantly contributed to the growth of green building and over its 25-year history had become a powerful brand in the construction sector with its Leadership in Energy and Environmental Design... View Details
      Keywords: Environmental Sustainability; Standards; Business Model; Leadership; Problems and Challenges; Construction Industry; Green Technology Industry
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      Toffel, Michael W., Timothy S. Simcoe, and Aldo Sesia. "Environmental Platform LEEDership at USGBC." Harvard Business School Case 618-027, May 2018.
      • 2018
      • Chapter

      New Prospects for Organizational Democracy?: How the Joint Pursuit of Social and Financial Goals Challenges Traditional Organizational Designs

      By: Julie Battilana, Michael Fuerstein and Michael Lee
      For an extended period during the first half of the 20th century, industrial democracy was a vibrant movement, with ideological and organizational ties to a thriving unionism. In 2015, however, things look different. While there are instances of democracy in the... View Details
      Keywords: Organizational Design; Social Enterprise; Values and Beliefs; Integration; Theory
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      Battilana, Julie, Michael Fuerstein, and Michael Lee. "New Prospects for Organizational Democracy? How the Joint Pursuit of Social and Financial Goals Challenges Traditional Organizational Designs." In Capitalism Beyond Mutuality? Perspectives Integrating Philosophy and Social Science, edited by Subramanian Rangan, 256–288. Oxford, UK: Oxford University Press, 2018.
      • April 2018
      • Article

      Consumers Avoid Buying from Firms with Higher CEO-to-Worker Pay Ratios

      By: Bhavya Mohan, Tobias Schlager, Rohit Deshpandé and Michael I. Norton
      We document a novel driver of consumer behavior: pay ratio disclosure. Swiss corporation performance data gathered during a legally mandated pay ratio referendum reveals that salient high pay ratios are associated with decreased firm sales (Pilot Study). An... View Details
      Keywords: Pay Ratio; Wage Fairness; Purchase Intention; Customers; Wages; Fairness; Consumer Behavior
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      Mohan, Bhavya, Tobias Schlager, Rohit Deshpandé, and Michael I. Norton. "Consumers Avoid Buying from Firms with Higher CEO-to-Worker Pay Ratios." Special Issue on Marketplace Morality. Journal of Consumer Psychology 28, no. 2 (April 2018): 344–352.
      • April 2018
      • Article

      The Power of Voice in Stimulating Morality: Eliciting Taxpayer Preferences Increases Tax Compliance

      By: Cait Lamberton, Jan-Emmanuel De Neve and Michael I. Norton
      Decisions about paying taxes represent one of the most common moral quandaries faced by citizens. In the present research, we argue that taxpayer compliance can be raised by increasing “voice”: allowing taxpayers to express non-binding preferences about the way their... View Details
      Keywords: Morality; Public Policy; Ethics; Moral Sensibility; Taxation; Policy; Attitudes; Governance Compliance
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      Lamberton, Cait, Jan-Emmanuel De Neve, and Michael I. Norton. "The Power of Voice in Stimulating Morality: Eliciting Taxpayer Preferences Increases Tax Compliance." Special Issue on Marketplace Morality. Journal of Consumer Psychology 28, no. 2 (April 2018): 310–328.
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