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Publications

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      • December 2023
      • Article

      Self-Orienting in Human and Machine Learning

      By: Julian De Freitas, Ahmet Uğuralp, Zeliha Uğuralp, Laurie Paul, Joshua B. Tenenbaum and T. Ullman
      A current proposal for a computational notion of self is a representation of one’s body in a specific time and place, which includes the recognition of that representation as the agent. This turns self-representation into a process of self-orientation, a challenging... View Details
      Keywords: AI and Machine Learning; Behavior; Learning
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      De Freitas, Julian, Ahmet Uğuralp, Zeliha Uğuralp, Laurie Paul, Joshua B. Tenenbaum, and T. Ullman. "Self-Orienting in Human and Machine Learning." Nature Human Behaviour 7, no. 12 (December 2023): 2126–2139.
      • 2023
      • Other Article

      The Harvard USPTO Patent Dataset: A Large-Scale, Well-Structured, and Multi-Purpose Corpus of Patent Applications

      By: Mirac Suzgun, Luke Melas-Kyriazi, Suproteem K. Sarkar, Scott Duke Kominers and Stuart Shieber
      Innovation is a major driver of economic and social development, and information about many kinds of innovation is embedded in semi-structured data from patents and patent applications. Though the impact and novelty of innovations expressed in patent data are difficult... View Details
      Keywords: USPTO; Natural Language Processing; Classification; Summarization; Patent Novelty; Patent Trolls; Patent Enforceability; Patents; Innovation and Invention; Intellectual Property; AI and Machine Learning; Analytics and Data Science
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      Suzgun, Mirac, Luke Melas-Kyriazi, Suproteem K. Sarkar, Scott Duke Kominers, and Stuart Shieber. "The Harvard USPTO Patent Dataset: A Large-Scale, Well-Structured, and Multi-Purpose Corpus of Patent Applications." Conference on Neural Information Processing Systems (NeurIPS), Datasets and Benchmarks Track 36 (2023).
      • 2023
      • Working Paper

      The Buy-In Effect: When Increasing Initial Effort Motivates Behavioral Follow-Through

      By: Holly Dykstra, Shibeal O'Flaherty and A.V. Whillans
      Behavioral interventions often focus on reducing friction to encourage behavior change. In contrast, we provide evidence that adding friction can promote long-term behavior change when behaviors involve repeated costly efforts over longer time horizons. In... View Details
      Keywords: Friction; Behavior; Environmental Sustainability; Transportation; Outcome or Result
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      Dykstra, Holly, Shibeal O'Flaherty, and A.V. Whillans. "The Buy-In Effect: When Increasing Initial Effort Motivates Behavioral Follow-Through." Harvard Business School Working Paper, No. 24-020, October 2023.
      • September 13, 2023
      • Article

      The Myth of the CEO as Ultimate Decision Maker

      By: Nitin Nohria
      Chief executives are responsible for guiding corporations, so the role inevitably requires making many decisions. But people overestimate the level of personal involvement CEOs have in this process. Instead of making decisions, CEOs tend to shape decisions, by... View Details
      Keywords: Problem Solving; Delegation; Leadership Style; Decision Making; Time Management; Power and Influence
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      Nohria, Nitin. "The Myth of the CEO as Ultimate Decision Maker." Harvard Business Review (website) (September 13, 2023).
      • September 2023 (Revised October 2023)
      • Case

      Mohamed Salah

      By: Anita Elberse and Taher El Moataz Bellah
      In June 2022, Mohamed Salah, one of the world’s best soccer players, and his lawyer and advisor Ramy Abbas Issa were in ongoing discussions with top English Premier League club Liverpool FC about a new playing contract for Salah. Arguably the Arab world’s biggest... View Details
      Keywords: Soccer; Football; Superstars; General Management; Sports; Entertainment; Media; Marketing; Strategy; Compensation and Benefits; Contracts; Negotiation Participants; Negotiation Process; Sports Industry; England
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      Elberse, Anita, and Taher El Moataz Bellah. "Mohamed Salah." Harvard Business School Case 524-031, September 2023. (Revised October 2023.)
      • July 2023
      • Article

      Before or After? The Effects of Payment Decision Timing in Pay-What-You-Want Contexts

      By: Raghabendra P. KC, Vincent Mak and Elie Ofek
      We study how payment decision timing—before versus after product delivery—influences consumer payment under pay-what-you-want pricing. We focus on situations where there is minimal change in consumer uncertainty regarding the product before versus after receiving it.... View Details
      Keywords: Price; Behavior; Valuation; Philanthropy and Charitable Giving
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      KC, Raghabendra P., Vincent Mak, and Elie Ofek. "Before or After? The Effects of Payment Decision Timing in Pay-What-You-Want Contexts." Journal of Marketing 87, no. 4 (July 2023): 618–635.
      • April 6, 2023
      • Article

      A New NFT Launch Strategy: The Wave Mint

      By: Scott Duke Kominers and 1337 Skulls Sers
      In an NFT project, the mint—the process by which tokens are initially allocated—largely determines who your community is and how they and the broader market view the project going forward. In this piece, we review a new minting strategy recently introduced by 1337... View Details
      Keywords: NFTs; Mechanism Design; Sales Management; Sales Model; Crypto Economy; Non-fungible Tokens; Networks; Product Launch; Auctions; Market Design
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      Kominers, Scott Duke, and 1337 Skulls Sers. "A New NFT Launch Strategy: The Wave Mint." a16zcrypto.com (April 6, 2023).
      • April 2023
      • Technical Note

      An Art & A Science: How to Apply Design Thinking to Data Science Challenges

      By: Michael Parzen, Eddie Lin, Douglas Ng and Jessie Li
      We hear it all the time as managers: “what is the data that backs up your decisions?” Even local mom-and-pop shops now have access to complex point-of-sale systems that can closely track sales and customer data. Social media influencers have turned into seven-figure... View Details
      Keywords: Decision Making; Framework; Analytics and Data Science
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      Parzen, Michael, Eddie Lin, Douglas Ng, and Jessie Li. "An Art & A Science: How to Apply Design Thinking to Data Science Challenges." Harvard Business School Technical Note 623-070, April 2023.
      • April 2023 (Revised September 2023)
      • Case

      Levels: The Remote, Asynchronous, Deep Work Management System

      By: Joseph B. Fuller and George Gonzalez
      Levels is a highly innovative startup in the health care space. They intend to revolutionize health by linking behavior—eating, exercise, sleeping, etc.—to changes in metabolism. They believe metabolic health can be managed through careful monitoring of changes in... View Details
      Keywords: Applications and Software; Business Startups; Organizational Culture; Management Style; Technology Industry; United States
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      Fuller, Joseph B., and George Gonzalez. "Levels: The Remote, Asynchronous, Deep Work Management System." Harvard Business School Case 323-069, April 2023. (Revised September 2023.)
      • March–April 2023
      • Article

      Market Segmentation Trees

      By: Ali Aouad, Adam Elmachtoub, Kris J. Ferreira and Ryan McNellis
      Problem definition: We seek to provide an interpretable framework for segmenting users in a population for personalized decision making. Methodology/results: We propose a general methodology, market segmentation trees (MSTs), for learning market... View Details
      Keywords: Decision Trees; Computational Advertising; Market Segmentation; Analytics and Data Science; E-commerce; Consumer Behavior; Marketplace Matching; Marketing Channels; Digital Marketing
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      Aouad, Ali, Adam Elmachtoub, Kris J. Ferreira, and Ryan McNellis. "Market Segmentation Trees." Manufacturing & Service Operations Management 25, no. 2 (March–April 2023): 648–667.
      • January 2023 (Revised June 2023)
      • Case

      Replika: Embodying AI

      By: Shikhar Ghosh, Shweta Bagai and Marilyn Morgan Westner
      Replika was a virtual AI companion that provided a way for people to process their emotions, build connections in a safe environment, and get through periods of loneliness. The chatbot fulfilled a user's need for a friend, romantic partner, or purely an emotional... View Details
      Keywords: AI; AI and Machine Learning; Applications and Software; Human Needs; California
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      Ghosh, Shikhar, Shweta Bagai, and Marilyn Morgan Westner. "Replika: Embodying AI." Harvard Business School Case 823-090, January 2023. (Revised June 2023.)
      • January 2023 (Revised August 2023)
      • Case

      Nick Saban: Embracing 'The Process' of Sustaining Success

      By: Ranjay Gulati and Eppa Rixey
      Nick Saban, head coach of the University of Alabama football team from 2007-2022, fielded teams that won 183 of 208 games (88%), including a record-tying six national championships. Saban’s approach to coaching, known to many as “The Process,” and the consistent... View Details
      Keywords: Purpose; Leadership And Managing People; Football; Recruiting; Talent Acquisition; Talent And Talent Management; Talent Development And Retention; Organization Change And Adaptation; Organizational Behavior; Sports; Leadership; Leadership Development; Organizational Culture; Organizational Change and Adaptation; Sports Industry; United States
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      Gulati, Ranjay, and Eppa Rixey. "Nick Saban: Embracing 'The Process' of Sustaining Success." Harvard Business School Case 423-033, January 2023. (Revised August 2023.)
      • October 14, 2022
      • Editorial

      Is Agenda Theater Ruining Your Meetings?

      By: A.V. Whillans, Dave Feldman and Damian Wisniewski
      Like triaging our inboxes, clearing our Slack messages, or managing our to-do lists, preparing an agenda can make us feel like we’ve accomplished something. And when we go through our detailed, bulleted agendas with our colleagues before or during a meeting, it sure... View Details
      Keywords: Management Practices and Processes
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      Whillans, A.V., Dave Feldman, and Damian Wisniewski. "Is Agenda Theater Ruining Your Meetings?" Harvard Business Review (website) (October 14, 2022).
      • September–October 2022
      • Article

      Seeking Purity, Avoiding Pollution: Strategies for Moral Career Building

      By: Erin Reid and Lakshmi Ramarajan
      This study builds theory on how people construct moral careers. Analyzing interviews with 102 journalists, we show how people build moral careers by seeking jobs that allow them to fulfill both the institution’s moral obligations and their own material aims. We... View Details
      Keywords: Personal Development and Career; Moral Sensibility
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      Reid, Erin, and Lakshmi Ramarajan. "Seeking Purity, Avoiding Pollution: Strategies for Moral Career Building." Organization Science 33, no. 5 (September–October 2022): 1909–1937.
      • August 2022
      • Case

      One Tiger Per Mountain: The He Family Office

      By: Lauren Cohen, Fei Wu and Grace Headinger
      Roy He, founder and majority shareholder of his family construction material production company, was preparing to pass down the family business through its first generational handover to his children. His decision would establish his familial legacy and set a precedent... View Details
      Keywords: Governance Structure; Family Business; Family Ownership; Strategic Planning; Family and Family Relationships; Leadership; Construction Industry; Canton (city, China); Canton (province, China); China
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      Cohen, Lauren, Fei Wu, and Grace Headinger. "One Tiger Per Mountain: The He Family Office." Harvard Business School Case 223-001, August 2022.
      • June 2022
      • Case

      PFA Pensions: The Climate Plus Product

      By: Daniel Green, Victoria Ivashina and Alys Ferragamo
      The case explores whether alternative investments play a unique role in achieving low carbon dioxide emissions at the portfolio level. This case is set in April of 2020 and follows Kasper Ahrndt Lorenzen, Chief Investment Officer, and Peter Tind Larsen, Head of... View Details
      Keywords: Carbon Emissions; Carbon Footprint; Alternative Assets; Alternative Investment Vehicles; Pension Fund Investing; Private Equity; Renewable Energy; Investment Portfolio; Corporate Social Responsibility and Impact; Environmental Sustainability; Denmark
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      Green, Daniel, Victoria Ivashina, and Alys Ferragamo. "PFA Pensions: The Climate Plus Product." Harvard Business School Case 222-088, June 2022.
      • June 2022 (Revised March 2024)
      • Case

      Netflix's Culture: Binge or Cringe?

      By: Hubert Joly, Leonard A. Schlesinger, James Barnett and Stacy Straaberg
      In May 2022, streaming entertainment company Netflix lost customers for the first time in more than 10 years. Once a first mover in the streaming landscape, Netflix was facing competition from Amazon Prime Video, Disney+, HBO Max, and others. A key component of... View Details
      Keywords: Compensation and Benefits; Employees; Recruitment; Resignation and Termination; Retention; Selection and Staffing; Innovation and Management; Innovation Strategy; Leadership Style; Business or Company Management; Management Style; Media; Business Processes; Organizational Culture; Organizational Structure; Performance Expectations; Performance Productivity; Creativity; Business Strategy; Entertainment and Recreation Industry; Media and Broadcasting Industry; Motion Pictures and Video Industry; Video Game Industry; North America; California; Canada; Europe; Middle East; Africa; Asia; Latin America
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      Joly, Hubert, Leonard A. Schlesinger, James Barnett, and Stacy Straaberg. "Netflix's Culture: Binge or Cringe?" Harvard Business School Case 522-096, June 2022. (Revised March 2024.)
      • May 2022
      • Case

      Executive Decision-Making at Zola

      By: Amy C. Edmondson and Michael Roberto
      In April 2020, Rachel Jarrett, President and COO of wedding technology company Zola, called a meeting with the organization’s key decision-makers. The company had previously launched three business expansions: a vendor marketplace, a wedding apparel division, and a... View Details
      Keywords: Decision Making; Voting; Decision Choices and Conditions; Management Skills; Management; Management Style; Organizations; Organizational Culture; Technology Industry; Entertainment and Recreation Industry; United States
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      Edmondson, Amy C., and Michael Roberto. "Executive Decision-Making at Zola." Harvard Business School Case 622-074, May 2022.
      • March 2022 (Revised May 2022)
      • Case

      Winning Business at Russell Reynolds (A)

      By: Ethan Bernstein and Cara Mazzucco
      In an effort to make compensation drive collaboration, Russell Reynolds Associates’ (RRA) CEO Clarke Murphy sought to re-engineer the bonus system for his executive search consultants in 2016. As his HR analytics guru, Kelly Smith, points out, that risks upsetting–and... View Details
      Keywords: Compensation; Collaboration; Executive Search Firms; Consulting Firms; Compensation and Benefits; Restructuring; Human Resources; Human Capital; Management Practices and Processes; Organizational Culture; Organizational Change and Adaptation; Social and Collaborative Networks; Recruitment; Selection and Staffing; Talent and Talent Management; Consulting Industry; Employment Industry; Asia; Europe; Latin America; Middle East; North and Central America; South America; Oceania
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      Bernstein, Ethan, and Cara Mazzucco. "Winning Business at Russell Reynolds (A)." Harvard Business School Case 422-045, March 2022. (Revised May 2022.)
      • March 2022
      • Supplement

      Winning Business at Russell Reynolds (B)

      By: Ethan Bernstein and Cara Mazzucco
      In an effort to make compensation drive collaboration, Russell Reynolds Associates’ (RRA) CEO Clarke Murphy sought to re-engineer the bonus system for his executive search consultants in 2016. As his HR analytics guru, Kelly Smith, points out, that risks upsetting–and... View Details
      Keywords: Compensation; Collaboration; Executive Search Firms; Consulting Firms; Compensation and Benefits; Restructuring; Human Resources; Human Capital; Management Practices and Processes; Organizational Culture; Organizational Change and Adaptation; Social and Collaborative Networks; Recruitment; Selection and Staffing; Talent and Talent Management; Consulting Industry; Employment Industry; Asia; Europe; Latin America; Middle East; North and Central America; South America; Oceania
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      Bernstein, Ethan, and Cara Mazzucco. "Winning Business at Russell Reynolds (B)." Harvard Business School Supplement 422-046, March 2022.
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