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      • August 5, 2025
      • Article

      Data-driven Equation Discovery Reveals Nonlinear Reinforcement Learning in Humans

      By: Kyle J. LaFollette, Janni Yuval, Roey Schurr, David Melnikoff and Amit Goldenberg
      Computational models of reinforcement learning (RL) have significantly contributed to our understanding of human behavior and decision-making. Traditional RL models, however, often adopt a linear approach to updating reward expectations, potentially oversimplifying the... View Details
      Keywords: AI and Machine Learning; Behavior; Learning; Motivation and Incentives; Mathematical Methods
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      LaFollette, Kyle J., Janni Yuval, Roey Schurr, David Melnikoff, and Amit Goldenberg. "Data-driven Equation Discovery Reveals Nonlinear Reinforcement Learning in Humans." Proceedings of the National Academy of Sciences 122, no. 31 (August 5, 2025).
      • July–August 2025
      • Article

      Case Study: Do We Reskill or Replace Our Workforce?

      By: William Kerr
      To remain competitive in the internet-of-things era, should the CEO of SolidTech Innovations, a fictional elevator company, invest a lot of money in reskilling its entire staff? The industry is moving from hardware to software in the form of smart, connected elevators.... View Details
      Keywords: Training; Competency and Skills; Employees; Change Management; Leading Change
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      Kerr, William. "Case Study: Do We Reskill or Replace Our Workforce?" Harvard Business Review 103, no. 4 (July–August 2025): 141–145.
      • 2025
      • Book

      Concise Business Guide to Climate Change: What Managers, Executives, and Students Need to Know

      By: J. Gunnar Trumbull
      Understanding the ground rules of climate change for business.

      Climate has changed the game for businesses around the world. With climate-related disasters costing billions in damages and public pressure rising, over a hundred nations joined... View Details
      Keywords: Climate Change; Environmental Sustainability; Corporate Social Responsibility and Impact; Business or Company Management; Governing Rules, Regulations, and Reforms
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      Trumbull, J. Gunnar. Concise Business Guide to Climate Change: What Managers, Executives, and Students Need to Know. Boston, MA: Harvard Business Review Press, 2025.
      • August 1, 2025
      • Article

      When to Innovate and When to Imitate

      By: Felipe A. Csaszar, Rebecca Karp and Maria Roche
      Innovation is often the gold standard for firms looking to grow profits and become leaders in their industries. But given the steep cost of failure, is a relentless pursuit of innovation always advisable? Or might there be some instances when imitation may be a better... View Details
      Keywords: Imitation; Innovation Strategy; Competition; Innovation Leadership
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      Csaszar, Felipe A., Rebecca Karp, and Maria Roche. "When to Innovate and When to Imitate." Harvard Business Review Digital Articles (August 1, 2025).
      • July 2025
      • Case

      ICARE: Frontline Leadership at Michelin

      By: Hubert Joly and Emilie Billaud
      In 2025, Michelin CEO Florent Menegaux reflected on the company’s transformation since taking the helm in 2019. Amid a volatile global landscape marked by inflation, rising competition, and geopolitical and sustainability pressures, Michelin had achieved strong... View Details
      Keywords: Human Capital; Transformation; Management Practices and Processes; Managerial Roles; Organizational Culture; Leadership; Competency and Skills; Global Strategy; Multinational Firms and Management; Human Resources; Compensation and Benefits; Recruitment; Retention; Employee Relationship Management; Working Conditions; Leading Change; Growth and Development Strategy; Groups and Teams; Motivation and Incentives; Well-being; Auto Industry; Manufacturing Industry; Europe; China; United States
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      Joly, Hubert, and Emilie Billaud. "ICARE: Frontline Leadership at Michelin." Harvard Business School Case 326-024, July 2025.
      • 2025
      • Working Paper

      Rethinking Volume

      By: Philippe van der Beck, Lorenzo Bretscher and Zhiyu Julie Fu
      Gross trading volumes in financial markets are large and far exceed return volatility. In contrast, “net volume”—trading from persistent portfolio reallocations—is substantially lower, as it excludes transitory round-trip trades. This observation reveals a fundamental... View Details
      Keywords: Financial Markets; Investment Return; Asset Pricing; Volatility
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      van der Beck, Philippe, Lorenzo Bretscher, and Zhiyu Julie Fu. "Rethinking Volume." Harvard Business School Working Paper, No. 26-003, July 2025.
      • 2025
      • Chapter

      An Appraisal on 'Teaching the Early History of IB at Harvard Business School'

      By: Geoffrey Jones
      This chapter reviews new research about the origins of International Business as an academic discipline. Contrary to conventional wisdom that it originated in economics departments in the 1960s, this research highlights the importance of teaching at Harvard Business... View Details
      Keywords: Harvard Business School; International Business; Business Education
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      Jones, Geoffrey. "An Appraisal on 'Teaching the Early History of IB at Harvard Business School'." Chap. 10 in The Historical Evolution of International Business: Growth Trajectory of an Academic Field of Study, edited by Lilac Nachum and Attila Yaprak, 227–232. Palgrave Macmillan, 2025.
      • June 2025
      • Case

      The Value of Art on Campus as a Vision for Educating Leaders Who Make a Difference

      By: James Riley, Alexis Lefort and Helen Yap
      This case explores the debate surrounding the installation of a large contemporary sculpture, Inés by Jaume Plensa, at Harvard Business School under the leadership of Dean Nitin Nohria. Set in 2016, the case examines the role of physical campus design and public art in... View Details
      Keywords: Leadership; Mission and Purpose; Organizational Culture; United States
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      Riley, James, Alexis Lefort, and Helen Yap. "The Value of Art on Campus as a Vision for Educating Leaders Who Make a Difference." Harvard Business School Case 425-110, June 2025.
      • 2025
      • Working Paper

      Heterogeneous Beliefs and Stock Market Fluctuations

      By: Odhrain McCarthy and Sebastian Hillenbrand
      This paper examines the role of heterogeneous investor beliefs in explaining stock market puzzles. Using survey data, we show that individual investors and investment professionals, such as equity analysts and strategists, form distinct beliefs. These groups rely on... View Details
      Keywords: Financial Markets; Valuation; Stocks; Asset Pricing; Investment; Behavioral Finance
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      McCarthy, Odhrain, and Sebastian Hillenbrand. "Heterogeneous Beliefs and Stock Market Fluctuations." Working Paper, June 2025. (WFA Brattle Group Ph.D. Award for Outstanding Research.)
      • 2025
      • Working Paper

      Cash Flow Volatility, Return Predictability and Stock Price Decompositions: Why You Should Scale Prices by Trend Cash Flows

      By: Sebastian Hillenbrand and Odhrain McCarthy
      We address two inconvenient facts in asset pricing: (i) valuation ratios are often more related to future cash flows than to returns, and (ii) they mostly fail to predict returns. We show that these issues arise because stock prices are scaled by cash flows that... View Details
      Keywords: Cash Flow; Volatility; Investment Return; Asset Pricing; Forecasting and Prediction; Valuation; Stocks
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      Hillenbrand, Sebastian, and Odhrain McCarthy. "Cash Flow Volatility, Return Predictability and Stock Price Decompositions: Why You Should Scale Prices by Trend Cash Flows." Working Paper, June 2025.
      • June 2025
      • Case

      TagHive: Edtech Pricing and Distributor Decisions

      By: Isamar Troncoso, Frank V. Cespedes and Stacy Straaberg
      Education technology (edtech) company TagHive, founded in 2017, used a direct sales team and third-party distributors to sell its Class Saathi hardware and software solution to 300 clients, mainly primary and secondary schools in India. The product aimed to improve... View Details
      Keywords: Business Model; Marketing Channels; Marketing Strategy; Product Marketing; Social Marketing; Information Infrastructure; Internet and the Web; Mobile and Wireless Technology; Technology Adoption; Teaching; Price; Customer Relationship Management; Customer Satisfaction; Growth and Development; Technological Innovation; AI and Machine Learning; Applications and Software; Distribution Channels; Sales; Reputation; Education Industry; Education Industry; India; South Korea
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      Troncoso, Isamar, Frank V. Cespedes, and Stacy Straaberg. "TagHive: Edtech Pricing and Distributor Decisions." Harvard Business School Case 525-001, June 2025.
      • 2025
      • Working Paper

      Street Earnings: Implications for Asset Pricing

      By: Sebastian Hillenbrand and Odhrain McCarthy
      To address the excess volatility puzzle – the excessive movements in stock prices – researchers often study movements in valuation ratios. However, we demonstrate that movements in valuation ratios based on fundamental measures with high transitory volatility, such as... View Details
      Keywords: Investment Return; Asset Pricing; Valuation; Measurement and Metrics; Stocks
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      Hillenbrand, Sebastian, and Odhrain McCarthy. "Street Earnings: Implications for Asset Pricing." Working Paper, June 2025.
      • 2025
      • Chapter

      Commentary on 'Tracing the Early History of IB Teaching at Harvard Business School' by Teresa da Silva Lopes

      By: Louis T. Wells
      The Comments follow the evolution of International Business (IB) at Harvard Business School (HBS) after the IB Area was disbanded in 1973. Several IB faculty were relocated to a course on the economic and political environment of business. HBS dropped its doctoral... View Details
      Keywords: Business Education; Globalization
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      Wells, Louis T. "Commentary on 'Tracing the Early History of IB Teaching at Harvard Business School' by Teresa da Silva Lopes." Chap. 11 in The Historical Evolution of International Business: Growth Trajectory of an Academic Field of Study, edited by L. Nachum and A. Yaprak, 233–241. Palgrave Macmillan, 2025.
      • 2025
      • Working Paper

      An Empirical Examination of Business Climate Alliances: Effective and/or Harmful?

      By: Matteo Gasparini and Peter Tufano
      This research studies business alliances that seek to address climate change, offering empirical evidence to address claims advanced by alliance supporters and critics. We study eleven major alliances mostly focused on financial services firms and 424 major... View Details
      Keywords: Antitrust; Climate Change; Financial Institutions; Competition; Network Effects; Alliances
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      Gasparini, Matteo, and Peter Tufano. "An Empirical Examination of Business Climate Alliances: Effective and/or Harmful?" Harvard Business School Working Paper, No. 25-060, May 2025.
      • Working Paper

      Index Rebalancing and Stock Market Composition: Do Indexes Time the Market?

      By: Marco Sammon and John J. Shim
      Value-weighted indexes must rebalance in response to stock market composition changes, e.g., issuance, buybacks, and IPOs. In doing so, existing index funds implicitly engage in market timing. Index funds’ long-short rebalancing portfolios have a -3.5% annual return... View Details
      Keywords: Investment Funds; Financial Markets; Market Timing; Investment Return
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      Sammon, Marco, and John J. Shim. "Index Rebalancing and Stock Market Composition: Do Indexes Time the Market?" SSRN Working Paper Series, No. 5080459, May 2025.
      • May 2025
      • Case

      IQanat: Empowering Rural Youth in Kazakhstan

      By: Boris Groysberg and Maxim Pike Harrell
      In June 2025, IQanat CEO Aliya Salikova considered scaling opportunities for the foundation, which provided educational opportunities for children from rural regions of Kazakhstan. Established by Kazakhstani businessman and philanthropist Aidyn Rakhimbayev, IQanat... View Details
      Keywords: Mission and Purpose; Organizational Change and Adaptation; Leadership; Social Enterprise; Social Entrepreneurship; Growth and Development Strategy; Growth Management; Rural Scope; Philanthropy and Charitable Giving; Equality and Inequality; Education Industry; Central Asia; Kazakhstan
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      Groysberg, Boris, and Maxim Pike Harrell. "IQanat: Empowering Rural Youth in Kazakhstan." Harvard Business School Case 425-077, May 2025.
      • 2025
      • Working Paper

      Who Ends Up at Jobs in Impact Investing?

      By: Shawn Cole, Marcus Sander and Jonah Zahnd
      As the impact investing industry has grown, so too has students’ desire to find employment in jobs tasked with the dual mandate of creating financial and social or environmental returns. There is to date relatively little information available on employment in the... View Details
      Keywords: Impact Investing; Corporate Social Responsibility and Impact; Business Education; Job Search; Employment; Financial Services Industry
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      Cole, Shawn, Marcus Sander, and Jonah Zahnd. "Who Ends Up at Jobs in Impact Investing?" Harvard Business School Working Paper, No. 26-006, May 2025.
      • 2025
      • Chapter

      Marjorie Yang Mun Tak 楊梅德:Entrepreneur and Innovator

      By: William C. Kirby
      BOOK ABSTRACT:
      Chinese Encounters with America tells the stories of twelve women and men whose American experiences transformed their lives and influenced China’s trajectory, with a particular focus on the period after Beijing and Washington established... View Details
      Keywords: International Relations; Leadership; China
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      Kirby, William C. "Marjorie Yang Mun Tak 楊梅德:Entrepreneur and Innovator." Chap. 5 in Chinese Encounters with America: Journeys That Shaped the Future of China, edited by Terry Lautz and Deborah Davis. Columbia University Press, 2025.
      • 2025
      • Working Paper

      Race, Rental Yields, and Housing Decay in Manhattan

      By: Tom Nicholas and Christophe Spaenjers
      We develop a new dataset on real estate transactions in Manhattan (1912–1939), linked to federal Census records (1930 and 1940) and property images used for tax assessment purposes (around 1940 and 1980). We analyze investor returns and incentives to maintain... View Details
      Keywords: Housing Markets; Rental Yields; Urban Decay; Manhattan; Race; Equality and Inequality; Investment Return; Motivation and Incentives; Real Estate Industry; New York (city, NY)
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      Nicholas, Tom, and Christophe Spaenjers. "Race, Rental Yields, and Housing Decay in Manhattan." Working Paper, May 2025.
      • May 2025
      • Article

      Workplace Segregation Between College and Non-college Workers

      By: Francis Dillon, Edward L. Glaeser and William Kerr
      We measure the level and growth of education segregation in American workplaces from 2000 to 2020. American workplaces show an educational segregation, measured by the degree to which the establishment has mostly workers of similar education levels, that is... View Details
      Keywords: Isolation; Segregation; Mobility; Education; Demographics; Equality and Inequality; Labor
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      Dillon, Francis, Edward L. Glaeser, and William Kerr. "Workplace Segregation Between College and Non-college Workers." AEA Papers and Proceedings 115 (May 2025): 139–145.
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