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    • All HBS Web  (1,350)
      • Faculty Publications  (136)

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      • August 2023
      • Article

      Explaining Machine Learning Models with Interactive Natural Language Conversations Using TalkToModel

      By: Dylan Slack, Satyapriya Krishna, Himabindu Lakkaraju and Sameer Singh
      Practitioners increasingly use machine learning (ML) models, yet models have become more complex and harder to understand. To understand complex models, researchers have proposed techniques to explain model predictions. However, practitioners struggle to use... View Details
      Keywords: AI and Machine Learning; Technological Innovation; Technology Adoption
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      Slack, Dylan, Satyapriya Krishna, Himabindu Lakkaraju, and Sameer Singh. "Explaining Machine Learning Models with Interactive Natural Language Conversations Using TalkToModel." Nature Machine Intelligence 5, no. 8 (August 2023): 873–883.
      • March 2023 (Revised June 2023)
      • Case

      Pratham 2.0: Sustaining Innovation

      By: Brian Trelstad, Samantha Webster and Malini Sen
      Pratham is a Mumbai-based nonprofit, which focuses on high-quality, low-cost, and replicable interventions to address gaps in India’s education system. From inception, it has pioneered innovation, from early childhood learning centers to adaptive literacy programs, to... View Details
      Keywords: Nonprofit; Talent Management; Innovation; Early Childhood Education; Social Entrepreneurship; Literacy; Leadership Development; Value Creation; Education Industry; Asia; Africa; India
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      Trelstad, Brian, Samantha Webster, and Malini Sen. "Pratham 2.0: Sustaining Innovation." Harvard Business School Case 323-003, March 2023. (Revised June 2023.)
      • March 2023 (Revised March 2025)
      • Case

      Close Concerns: Diabetes Research and Advocacy

      By: Regina Herzlinger and Brian L. Walker
      Diagnosed with diabetes at the age of 18, Kelly Close understood the importance of balancing consistency and iteration. This principle had also informed her professional work, which started with a rapid promotion from financial analyst at Goldman Sachs to an analyst... View Details
      Keywords: Diabetes; Health; Health Care; Health Care And Treatment; Health Care Outcomes; Health Care Industry; Knowledge Dissemination; Outcome or Result; Equality and Inequality; Business Model; Entrepreneurship
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      Herzlinger, Regina, and Brian L. Walker. "Close Concerns: Diabetes Research and Advocacy." Harvard Business School Case 323-047, March 2023. (Revised March 2025.)
      • 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 Contribution of Price Growth to Pharmaceutical Revenue Growth in the United States: Evidence from Medicines Sold in Retail Pharmacies

      By: Pragya Kakani, Michael Chernew and Amitabh Chandra
      Context: To what extent does pharmaceutical revenue growth depend on new medicines versus increasing prices for existing medicines? Moreover, does using list prices, as is commonly done, instead of prices net of confidential rebates offered by manufacturers, which are... View Details
      Keywords: Revenue; Price; Policy; Business Strategy; Pharmaceutical Industry
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      Kakani, Pragya, Michael Chernew, and Amitabh Chandra. "The Contribution of Price Growth to Pharmaceutical Revenue Growth in the United States: Evidence from Medicines Sold in Retail Pharmacies." Journal of Health Politics, Policy and Law 47, no. 6 (December 2022): 629–648.
      • 2022
      • White Paper

      The American Opportunity Index: A Corporate Scorecard of Worker Advancement

      By: Matt Sigelman, Joseph Fuller, Nik Dawson and Gad Levanon
      The American Opportunity Index: A Corporate Scorecard of Worker Advancement is a new effort to give companies and other stakeholders a set of robust tools that measure how well major employers are doing in fostering economic mobility for workers and how they could do... View Details
      Keywords: Upward Mobility; Career Advancement; Personal Development and Career; Compensation and Benefits; Employees; Wages; Human Capital; Recruitment
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      Sigelman, Matt, Joseph Fuller, Nik Dawson, and Gad Levanon. "The American Opportunity Index: A Corporate Scorecard of Worker Advancement." White Paper, Burning Glass Institute, October 2022 (A joint project with Harvard Business School Project on Managing the Future of Work and Schultz Family Foundation.)
      • 2022
      • Article

      The Ordinary Concept of a Meaningful Life: The Role of Subjective and Objective Factors in Third-Person Attributions of Meaning

      By: Michael Prinzing, Julian De Freitas and Barbara L. Fredrickson
      The desire for a meaningful life is ubiquitous, yet the ordinary concept of a meaningful life is poorly understood. Across six experiments (total N = 2,539), we investigated whether third-person attributions of meaning depend on the psychological states an agent... View Details
      Keywords: Experimental Philosophy; Folk Theories; Meaning In Life; Moral Psychology; Positive Psychology; Moral Sensibility; Satisfaction
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      Prinzing, Michael, Julian De Freitas, and Barbara L. Fredrickson. "The Ordinary Concept of a Meaningful Life: The Role of Subjective and Objective Factors in Third-Person Attributions of Meaning." Journal of Positive Psychology 17, no. 5 (2022): 639–654.
      • August 2022
      • Case

      Meaningful Gigs

      By: Brian Trelstad and Rachel Philbin
      In October 2020, just a year after founding their company Meaningful Gigs, founders Ronnie Kwesi Coleman and Stephanie Nachemja-Burton prepared for a vital investment meeting with Rethink Education. They had already reached $400,000 in annually recurring revenue (ARR)... View Details
      Keywords: Venture Capital; Growth and Development Strategy; Revenue; Education Industry; Technology Industry; Africa; United States
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      Trelstad, Brian, and Rachel Philbin. "Meaningful Gigs." Harvard Business School Case 323-006, August 2022.
      • June 2022
      • Case

      Debbie Millman: Designing a Meaningful Life

      By: Francesca Gino, Frances X. Frei and Anne Morriss
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      Gino, Francesca, Frances X. Frei, and Anne Morriss. "Debbie Millman: Designing a Meaningful Life." Harvard Business School Multimedia/Video Case 922-703, June 2022.
      • March 22, 2022
      • Article

      The Great Resignation or the Great Rethink?

      By: Ranjay Gulati
      Unsettled by the pandemic, most people are considering our jobs with fresh perspective. Some are quitting, in what has been dubbed the Great Resignation. But, for many, it’s more of a Great Rethink. Do we really like our employers’ culture? Do we feel that we’re fairly... View Details
      Keywords: Employees; Personal Development and Career
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      Gulati, Ranjay. "The Great Resignation or the Great Rethink?" Harvard Business Review (website) (March 22, 2022).
      • May 2022
      • Article

      How Status of Research Papers Affects the Way They Are Read and Cited

      By: Misha Teplitskiy, Eamon Duede, Michael Menietti and Karim R. Lakhani
      Although citations are widely used to measure the influence of scientific works, research shows that many citations serve rhetorical functions and reflect little-to-no influence on the citing authors. If highly cited papers disproportionately attract rhetorical... View Details
      Keywords: Metrics; Influence; Status; Citations; Science; Measurement and Metrics; Research; Perception
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      Teplitskiy, Misha, Eamon Duede, Michael Menietti, and Karim R. Lakhani. "How Status of Research Papers Affects the Way They Are Read and Cited." Research Policy 51, no. 4 (May 2022).
      • March 31, 2022
      • Article

      Two Approaches to Capping Health Care Prices

      By: Michael E. Chernew, Maximilian J. Pany and Leemore S. Dafny
      High health care prices for the privately-insured contribute to high premiums, which put downward pressure on wages, and induce employers to reduce benefit generosity and charge employees more for coverage. As the average annual premium for family coverage currently... View Details
      Keywords: Price Caps; Health Care and Treatment; Price
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      Chernew, Michael E., Maximilian J. Pany, and Leemore S. Dafny. "Two Approaches to Capping Health Care Prices." Health Affairs Forefront (March 31, 2022).
      • March 2022 (Revised October 2022)
      • Case

      Transforming Kimball International, Inc. (A)

      By: Lynn S. Paine and Will Hurwitz
      Kimball International, Inc. (KII), led by CEO Kristie Juster, and its board of directors, chaired by Kim Ryan, faced critical questions about KII’s future in the spring of 2021. Two years earlier, the board had appointed Juster as the new CEO of KII, a publicly traded,... View Details
      Keywords: Board Of Directors; Board Committees; Board Decisions; Board Dynamics; CEO Compensation; CEO Succession; Compensation Committee; Compensation Consultants; Compensation Design; Compensation Mix; Corporate Purpose; COVID-19; ESG; Furniture; Furniture Industry; Manufacturing; Midwest; Pandemic; Purpose; Spin Off; Strategic Change; Strategic Decisions; Strategic Evolution; Target-setting; Executive Compensation; Family Ownership; Governance; Restructuring; Strategy; Transformation; Manufacturing Industry; United States
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      Paine, Lynn S., and Will Hurwitz. "Transforming Kimball International, Inc. (A)." Harvard Business School Case 322-083, March 2022. (Revised October 2022.)
      • February 2022
      • Case

      Agora (A)

      By: Lindsay N. Hyde, Thomas R. Eisenmann and Tom Quinn
      Agora was a civic technology (civic tech) startup founded by Elsa Sze, who wanted to enhance the connection between political officials and their constituents by facilitating virtual “town halls,” making underrepresented voices heard and benefiting elected and... View Details
      Keywords: Civic Technology; Government Administration; Conferences; Business Startups; Business Strategy
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      Hyde, Lindsay N., Thomas R. Eisenmann, and Tom Quinn. "Agora (A)." Harvard Business School Case 822-022, February 2022.
      • February 2022
      • Supplement

      Agora (B)

      By: Lindsay N. Hyde, Thomas R. Eisenmann and Tom Quinn
      This is the conclusion to Agora (A), where founder Elsa Sze decides if she wants to continue investing energy in her civic technology startup.
      Agora was a civic technology (civic tech) startup founded by Elsa Sze, who wanted to enhance the connection between... View Details
      Keywords: Civic Technology; Government Administration; Conferences; Business Startups; Business Strategy
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      Hyde, Lindsay N., Thomas R. Eisenmann, and Tom Quinn. "Agora (B)." Harvard Business School Supplement 822-026, February 2022.
      • 2022
      • Book

      Deep Purpose: The Heart and Soul of High-Performance Companies

      By: Ranjay Gulati
      This book offers a compelling reassessment and defense of purpose as a management ethos, documenting the vast performance gains and social benefits that become possible when firms manage to get purpose right. Few business topics have aroused more skepticism in recent... View Details
      Keywords: Purpose; Business And Society; Organizations; Mission and Purpose; Performance Effectiveness; Organizational Culture
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      Gulati, Ranjay. Deep Purpose: The Heart and Soul of High-Performance Companies. New York: Harper Business, 2022.
      • 2021
      • Conference Presentation

      Lifelines: Summarizing the Pattern of a Meaningful Life

      By: P. Kim, J. De Freitas and T. Ullman
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      Kim, P., J. De Freitas, and T. Ullman. "Lifelines: Summarizing the Pattern of a Meaningful Life." Paper presented at the Society for Philosophy and Psychology Annual Meeting, 2021. (Virtual meeting.)
      • 2022
      • Working Paper

      TalkToModel: Explaining Machine Learning Models with Interactive Natural Language Conversations

      By: Dylan Slack, Satyapriya Krishna, Himabindu Lakkaraju and Sameer Singh
      Practitioners increasingly use machine learning (ML) models, yet they have become more complex and harder to understand. To address this issue, researchers have proposed techniques to explain model predictions. However, practitioners struggle to use explainability... View Details
      Keywords: Natural Language Conversations; Predictive Models; AI and Machine Learning
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      Slack, Dylan, Satyapriya Krishna, Himabindu Lakkaraju, and Sameer Singh. "TalkToModel: Explaining Machine Learning Models with Interactive Natural Language Conversations." Working Paper, 2022.
      • December 2, 2021
      • Article

      Former Best Buy CEO Hubert Joly: Empowering Workers to Create ‘Magic’

      By: Hubert Joly and Adi Ignatius
      Hubert Joly was behind an amazing turnaround at Best Buy. While everybody was saying he should lay people off to solve the company’s problems, Joly instead listened to the people working for him and found solutions that didn’t involve people losing their jobs.... View Details
      Keywords: Purpose; Meaningful Work; Employee Empowerment; Mission and Purpose; Employees; Organizational Culture; Leadership
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      Joly, Hubert, and Adi Ignatius. "Former Best Buy CEO Hubert Joly: Empowering Workers to Create ‘Magic’." Harvard Business Review (website) (December 2, 2021). (Interview with Adi Ignatius, with embedded video.)
      • November 2021 (Revised January 2024)
      • Case

      The Global Great Depression, 1929-1939

      By: Alberto Cavallo, Sophus A. Reinert and Federica Gabrieli
      The Great Depression was, by far, the worst economic contraction of the twentieth century, and some of the most important ideas about both fiscal and monetary policy in the second half of the century were developed in response to it. The economic collapse, which... View Details
      Keywords: Great Depression; Economic Conditions; Unemployment; Homelessness; Financial Crisis; History; Economy; Policy; Poverty; Social Issues; Economic Slowdown and Stagnation
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      Cavallo, Alberto, Sophus A. Reinert, and Federica Gabrieli. "The Global Great Depression, 1929-1939." Harvard Business School Case 722-034, November 2021. (Revised January 2024.)
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