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      • 2022
      • White Paper

      The Partnership Imperative: Community Colleges, Employers, & America's Chronic Skills Gap

      By: Joseph B. Fuller and Manjari Raman
      The nature of work has changed dramatically across industries in the last few decades due to rapid and repeated waves of automation. Nowhere is this more evident than in middle-skills positions—those that require less than a four-year college degree but more than... View Details
      Keywords: Future Of Work; Human Capital; Competency and Skills; Training; Higher Education; United States
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      Fuller, Joseph B., and Manjari Raman. "The Partnership Imperative: Community Colleges, Employers, & America's Chronic Skills Gap." White Paper, Harvard Business School Project on Managing the Future of Work, December 2022. (In partnership with the American Association of Community Colleges.)
      • 2022
      • Article

      Becoming a Learning Organization While Enhancing Performance: The Case of LEGO

      By: Thomas Borup Kristensen, Henrik Saabye and Amy Edmondson
      Purpose - The purpose of this study is to empirically test how problem-solving lean practices, along with leaders as learning facilitators in an action learning approach, can be transferred from a production context to a knowledge work context for the purpose... View Details
      Keywords: Performance Efficiency; Learning; Organizational Change and Adaptation
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      Kristensen, Thomas Borup, Henrik Saabye, and Amy Edmondson. "Becoming a Learning Organization While Enhancing Performance: The Case of LEGO." International Journal of Operations & Production Management 42, no. 13 (2022): 438–481.
      • 2022
      • Article

      Before Plagiarism: Lawyers and Copynorms in Europe, 1300–1600

      By: Robert Fredona and Sophus A. Reinert
      This essay uses the concept of 'copynorms', social norms about copying expressive works that can be distinct from legal norms about the same, in order to understand the meaning of intellectual property among Roman law and canon law jurists from the fourteenth through... View Details
      Keywords: Copyright; History; Europe
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      Fredona, Robert, and Sophus A. Reinert. "Before Plagiarism: Lawyers and Copynorms in Europe, 1300–1600." Rivista storica italiana 134, no. 3 (2022): 714–765.
      • December 2022
      • Article

      Competition, Contracts, and Creativity: Evidence from Novel Writing in a Platform Market

      By: Yanhui Wu and Feng Zhu
      A growing number of people today are participating in the gig economy, working as independent contractors on short-term projects. We study the effects of competition on gig workers' effort and creativity on a Chinese novel-writing platform. Authors produce and sell... View Details
      Keywords: Gig Workers; Platform-based Markets; Novel Writing; Creative Production; Platform Bias; Employment; Digital Platforms; Creativity; Books; Competition; Contracts
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      Wu, Yanhui, and Feng Zhu. "Competition, Contracts, and Creativity: Evidence from Novel Writing in a Platform Market." Management Science 68, no. 12 (December 2022): 8613–8634.
      • December 2022
      • Article

      Fostering Perceptions of Authenticity via Sensitive Self-Disclosure

      By: Li Jiang, Leslie K. John, Reihane Boghrati and Maryam Kouchaki
      Leaders’ perceived authenticity—the sense that leaders are acting in accordance with their “true self”—is associated with positive outcomes for both employees and organizations alike. How might leaders foster this impression? We show that sensitive self-disclosure, in... View Details
      Keywords: Authenticity; Weaknesses; Self-disclosure; Leaders; Impression Management; Leadership Style; Motivation and Incentives
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      Jiang, Li, Leslie K. John, Reihane Boghrati, and Maryam Kouchaki. "Fostering Perceptions of Authenticity via Sensitive Self-Disclosure." Journal of Experimental Psychology: Applied 28, no. 4 (December 2022): 898–915.
      • December 2022
      • Supplement

      Freelancer, Ltd. Case Supplement

      By: Christopher Stanton, Karim R. Lakhani, Jin Hyun Paik and Nina Cohodes
      Over the course of the 2010s, the rapid advancement of mobile technologies and the rise of online freelancing platforms seemed to portend a radical transformation of labor markets into on-demand, flexible talent pools. Even though several Fortune 500 companies,... View Details
      Keywords: Labor Markets; Freelancers; Change Management; Corporate Entrepreneurship; Globalized Firms and Management; Human Capital; Employment; Digital Platforms; Global Range; Adoption; Governing Rules, Regulations, and Reforms; Growth and Development Strategy; Computer Industry; Electronics Industry; Employment Industry; Information Industry; Australia; United States; Philippines
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      Stanton, Christopher, Karim R. Lakhani, Jin Hyun Paik, and Nina Cohodes. "Freelancer, Ltd. Case Supplement." Harvard Business School Multimedia/Video Supplement 823-707, December 2022. (Click here to access this case.)
      • 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).
      • 2022
      • Article

      Pills in a World of Activism and ESG

      By: Guhan Subramanian and Caley Petrucci
      Easterbrook and Fischel’s The Economic Structure of Corporate Law advances their now famous passivity thesis, which posits that managers should remain passive in the face of an unsolicited tender offer for the company’s shares. Consistent with the broader... View Details
      Keywords: Investment Activism; Governance Controls; Business and Shareholder Relations
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      Subramanian, Guhan, and Caley Petrucci. "Pills in a World of Activism and ESG." University of Chicago Business Law Review 1 (2022): 417–439.
      • December 2022
      • Article

      The Rise of People Analytics and the Future of Organizational Research

      By: Jeff Polzer
      Organizations are transforming as they adopt new technologies and use new sources of data, changing the experiences of employees and pushing organizational researchers to respond. As employees perform their daily activities, they generate vast digital data. These data,... View Details
      Keywords: Organizational Change and Adaptation; Analytics and Data Science; Technology Adoption; Employees
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      Polzer, Jeff. "The Rise of People Analytics and the Future of Organizational Research." Art. 100181. Research in Organizational Behavior 42 (December 2022). (Supplement.)
      • 2022
      • Article

      Which Explanation Should I Choose? A Function Approximation Perspective to Characterizing Post hoc Explanations

      By: Tessa Han, Suraj Srinivas and Himabindu Lakkaraju
      A critical problem in the field of post hoc explainability is the lack of a common foundational goal among methods. For example, some methods are motivated by function approximation, some by game theoretic notions, and some by obtaining clean visualizations. This... View Details
      Keywords: Mathematical Methods; Decision Choices and Conditions; Analytics and Data Science
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      Han, Tessa, Suraj Srinivas, and Himabindu Lakkaraju. "Which Explanation Should I Choose? A Function Approximation Perspective to Characterizing Post hoc Explanations." Advances in Neural Information Processing Systems (NeurIPS) (2022). (Best Paper Award, International Conference on Machine Learning (ICML) Workshop on Interpretable ML in Healthcare.)
      • November 2022 (Revised March 2024)
      • Case

      Replika AI: Monetizing a Chatbot

      By: Julian De Freitas and Nicole Tempest Keller
      In early 2018, Eugenia Kuyda, co-founder and CEO of San Francisco-based chatbot Replika AI, was deciding how to monetize the app she had built. Launched in 2017, Replika was a consumer AI “companion app” developed by a team of AI software engineers originally based in... View Details
      Keywords: Mental Health; Subscriber Models; TAM; Monetization Strategy; Marketing Strategy; Product Marketing; AI and Machine Learning; Applications and Software; Product Positioning; Health Disorders; Technology Industry
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      De Freitas, Julian, and Nicole Tempest Keller. "Replika AI: Monetizing a Chatbot." Harvard Business School Case 523-016, November 2022. (Revised March 2024.)
      • November 2022
      • Case

      Goonj: Growing in the Face of a Pandemic

      By: V. Kasturi Rangan and Priyank Narayan
      Founded by the husband and wife team of Anshu and Meenakshi Gupta in 1999, Goonj had quickly emerged as one of the leading disaster relief and rural development organizations in India. Their main mode of development was through providing a clothing kit to the village... View Details
      Keywords: COVID-19 Pandemic; Management; Family Business; Natural Disasters; Social Issues; Entrepreneurship; Operations; Business and Community Relations; Strategy; India
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      Rangan, V. Kasturi, and Priyank Narayan. "Goonj: Growing in the Face of a Pandemic." Harvard Business School Case 523-051, November 2022.
      • November 22, 2022
      • Article

      Is Novel Research Worth Doing? Evidence from Peer Review at 49 Journals

      By: Misha Teplitskiy, Hao Peng, Andrea Blasco and Karim R. Lakhani
      There are long-standing concerns that peer review, which is foundational to scientific institutions like journals and funding agencies, favors conservative ideas over novel ones. We investigate the association between novelty and the acceptance of manuscripts submitted... View Details
      Keywords: Research; Journals and Magazines
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      Teplitskiy, Misha, Hao Peng, Andrea Blasco, and Karim R. Lakhani. "Is Novel Research Worth Doing? Evidence from Peer Review at 49 Journals." e2118046119. Proceedings of the National Academy of Sciences 119, no. 47 (November 22, 2022).
      • November 2022 (Revised June 2023)
      • Case

      UGG Steps into the Metaverse

      By: Shunyuan Zhang, Sharon Joseph, Sunil Gupta and Julia Kelley
      In the fall of 2022, boot maker UGG and its parent company, Deckers, were working to position the brand in the nascent but fast growing metaverse. The metaverse, the online realm that individual users could navigate as digital avatars, was becoming more commercialized,... View Details
      Keywords: Metaverse; Digital Marketing; Innovation and Invention; Marketing Channels; Marketing Strategy; Social Marketing; Internet and the Web; Apparel and Accessories Industry; Fashion Industry; Information Technology Industry; United States
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      Zhang, Shunyuan, Sharon Joseph, Sunil Gupta, and Julia Kelley. "UGG Steps into the Metaverse." Harvard Business School Case 523-013, November 2022. (Revised June 2023.)
      • November 2022
      • Article

      A Language-Based Method for Assessing Symbolic Boundary Maintenance between Social Groups

      By: Anjali M. Bhatt, Amir Goldberg and Sameer B. Srivastava
      When the social boundaries between groups are breached, the tendency for people to erect and maintain symbolic boundaries intensifies. Drawing on extant perspectives on boundary maintenance, we distinguish between two strategies that people pursue in maintaining... View Details
      Keywords: Culture; Machine Learning; Natural Language Processing; Symbolic Boundaries; Organizations; Boundaries; Social Psychology; Interpersonal Communication; Organizational Culture
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      Bhatt, Anjali M., Amir Goldberg, and Sameer B. Srivastava. "A Language-Based Method for Assessing Symbolic Boundary Maintenance between Social Groups." Sociological Methods & Research 51, no. 4 (November 2022): 1681–1720.
      • November–December 2022
      • Article

      Can AI Really Help You Sell?: It Can, Depending on When and How You Implement It

      By: Jim Dickie, Boris Groysberg, Benson P. Shapiro and Barry Trailer
      Many salespeople today are struggling; only 57% of them make their annual quotas, surveys show. One problem is that buying processes have evolved faster than selling processes, and buyers today can access a wide range of online resources that let them evaluate products... View Details
      Keywords: Sales; AI and Machine Learning; Customers
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      Dickie, Jim, Boris Groysberg, Benson P. Shapiro, and Barry Trailer. "Can AI Really Help You Sell? It Can, Depending on When and How You Implement It." Harvard Business Review 100, no. 6 (November–December 2022): 120–129.
      • 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.
      • 2022
      • Working Paper

      How Do Investors Value ESG?

      By: Malcolm Baker, Mark Egan and Suproteem K. Sarkar
      Environmental, social, and governance (ESG) objectives have risen to near the top of the agenda for corporate executives and boards, driven in large part by their perceptions of shareholder interest. We quantify the value that shareholders place on ESG using a revealed... View Details
      Keywords: Investment; Investment Portfolio; Corporate Social Responsibility and Impact; Business and Shareholder Relations; Environmental Sustainability; Governance; Financial Services Industry; United States
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      Baker, Malcolm, Mark Egan, and Suproteem K. Sarkar. "How Do Investors Value ESG?" NBER Working Paper Series, No. 30708, December 2022. (Harvard Business School Working Paper, No. 23-028, November 2022.)
      • 2022
      • Article

      How Does Working from Home during COVID-19 Affect What Managers Do? Evidence from Time-Use Studies

      By: Thomaz Teodorovicz, Raffaella Sadun, Andrew L. Kun and Orit Shaer
      We assess how the sudden and widespread shift to working from home during the pandemic impacted how managers allocate time throughout their working day. We analyze the results from an online time-use survey with data on 1,192 knowledge workers (out of which 973 are... View Details
      Keywords: Time-use; Working-from-home; COVID; Managers; Knowledge Workers; Health Pandemics; Time Management
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      Teodorovicz, Thomaz, Raffaella Sadun, Andrew L. Kun, and Orit Shaer. "How Does Working from Home during COVID-19 Affect What Managers Do? Evidence from Time-Use Studies." Human-Computer Interaction 37, no. 6 (2022): 532–557.
      • November 2022
      • Article

      The Psychosocial Value of Employment: Evidence from a Refugee Camp

      By: Reshmaan Hussam, Erin M. Kelley, Gregory Lane and Fatima Zahra
      Employment may be important to wellbeing for reasons beyond its role as an income source. This paper presents a causal estimate of the psychosocial value of employment in refugee camps in Bangladesh. We involve 745 individuals in a field experiment with three arms: a... View Details
      Keywords: Psychosocial Wellbeing; Employment; Refugees; Well-being
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      Hussam, Reshmaan, Erin M. Kelley, Gregory Lane, and Fatima Zahra. "The Psychosocial Value of Employment: Evidence from a Refugee Camp." American Economic Review 112, no. 11 (November 2022): 3694–3724.
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