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      • April 2024
      • Article

      Decision Authority and the Returns to Algorithms

      By: Hyunjin Kim, Edward L. Glaeser, Andrew Hillis, Scott Duke Kominers and Michael Luca
      We evaluate a pilot in an Inspections Department to explore the returns to a pair of algorithms that varied in their sophistication. We find that both algorithms provided substantial prediction gains, suggesting that even simple data may be helpful. However, these... View Details
      Keywords: Algorithmic Aversion; Algorithmic Decision Making; Algorithms; Public Entrepreneurship; Govenment; Local Government; Crowdsourcing; Crowdsourcing Contests; Inspection; Principal-agent Theory; Government Administration; Decision Making; Public Administration Industry; United States
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      Kim, Hyunjin, Edward L. Glaeser, Andrew Hillis, Scott Duke Kominers, and Michael Luca. "Decision Authority and the Returns to Algorithms." Strategic Management Journal 45, no. 4 (April 2024): 619–648.
      • April 2024 (Revised February 2025)
      • Teaching Note

      eBee: Affordable Mobility for Africa

      By: Ramon Casadesus-Masanell, Gamze Yucaoglu and Jordan Mitchell
      Teaching Note for HBS Case No. 724-360.The case opens in March 2023, as Sten van der Ham and Jaap Maljers, CEO and co-founder of eBee, an electric bike (e-bike) company in Africa, are contemplating the different avenues for growth and path to profitability for the... View Details
      Keywords: Business Model; Value Creation; Competition; Expansion; Logistics; Profit; Resource Allocation; Corporate Strategy; Business Startups; Growth and Development Strategy; Business Strategy; Product Marketing; Entrepreneurial Finance; Bicycle Industry; Africa; Kenya
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      Casadesus-Masanell, Ramon, Gamze Yucaoglu, and Jordan Mitchell. "eBee: Affordable Mobility for Africa." Harvard Business School Teaching Note 724-435, April 2024. (Revised February 2025.)
      • April–May 2024
      • Article

      Gone with the Big Data: Institutional Lender Demand for Private Information

      By: Jung Koo Kang
      I explore whether big-data sources can crowd out the value of private information acquired through lending relationships. Institutional lenders have been shown to exploit their access to borrowers’ private information by trading on it in financial markets. As a shock... View Details
      Keywords: Analytics and Data Science; Borrowing and Debt; Financial Markets; Value; Knowledge Dissemination; Financing and Loans
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      Kang, Jung Koo. "Gone with the Big Data: Institutional Lender Demand for Private Information." Art. 101663. Journal of Accounting & Economics 77, nos. 2-3 (April–May 2024).
      • 2024
      • Working Paper

      Social Movements and Public Opinion in the United States

      By: Amory Gethin and Vincent Pons
      Recent social movements stand out by their spontaneous nature and lack of stable leadership, raising doubts on their ability to generate political change. This article provides systematic evidence on the effects of protests on public opinion and political attitudes.... View Details
      Keywords: Attitudes; Social Issues; Voting; Public Opinion; Social Media
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      Gethin, Amory, and Vincent Pons. "Social Movements and Public Opinion in the United States." NBER Working Paper Series, No. 32342, April 2024.
      • March 2024
      • Case

      Negotiating the Gift of Life (A)

      By: Alex Chan
      Describes a negotiation where lives are truly at stake, where key lessons on persuasion and the role that identity might play in a negotiation are on display through an effort by a frontline negotiator from OneLegacy, the US's largest organ procurement organization. As... View Details
      Keywords: Economics; Negotiation; Communication; Diversity; Nonprofit Organizations; Emotions; Health Industry
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      Chan, Alex. "Negotiating the Gift of Life (A)." Harvard Business School Case 924-020, March 2024.
      • March 2024
      • Supplement

      Negotiating the Gift of Life (B)

      By: Alex Chan
      Describes a negotiation where lives are truly at stake, where key lessons on persuasion and the role that identity might play in a negotiation are on display through an effort by a frontline negotiator from OneLegacy, the US's largest organ procurement organization. As... View Details
      Keywords: Economics; Negotiation; Communication; Diversity; Nonprofit Organizations; Emotions; Mission and Purpose; Health Industry
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      Chan, Alex. "Negotiating the Gift of Life (B)." Harvard Business School Supplement 924-021, March 2024.
      • March 2024 (Revised November 2024)
      • Case

      Kawasaki Heavy Industries Bets on Clean Hydrogen

      By: Gunnar Trumbull, Nobuo Sato and Akiko Kanno
      Kawasaki Heavy Industries (KHI), an engineering manufacturer headquartered in Japan, was aiming to scale up its hydrogen production and establish a global hydrogen supply chain. The initiative was in line with Japan's energy strategy, as the country seeks to transition... View Details
      Keywords: Renewable Energy; Demand and Consumers; Competition; Growth and Development Strategy; Infrastructure; Supply Chain; Manufacturing Industry; Energy Industry
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      Trumbull, Gunnar, Nobuo Sato, and Akiko Kanno. "Kawasaki Heavy Industries Bets on Clean Hydrogen." Harvard Business School Case 724-035, March 2024. (Revised November 2024.)
      • March 2024 (Revised January 2025)
      • Case

      Hippo: Weathering the Storm of the Home Insurance Crisis

      By: Lauren Cohen, Grace Headinger and Sophia Pan
      Rick McCathron, CEO of Hippo, considered how the firm’s underwriting model could account for the effects of climate change. Along with providing smart home packages, targeting risk-friendly customers, and using data-driven pricing, the Insurtech used technologically... View Details
      Keywords: Fintech; Underwriters; Big Data; Insurance Companies; Business Model Design; Weather Insurance; Business Model; Forecasting and Prediction; Climate Change; Environmental Sustainability; Green Technology; Technological Innovation; Natural Environment; Natural Disasters; Weather; Business Strategy; Competitive Advantage; Business Earnings; Insurance; Social Issues; Insurance Industry; United States; California
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      Cohen, Lauren, Grace Headinger, and Sophia Pan. "Hippo: Weathering the Storm of the Home Insurance Crisis." Harvard Business School Case 224-080, March 2024. (Revised January 2025.)
      • March 7, 2024
      • Article

      Integrating Digital Tools into Every Stage of Your Sales Strategy

      By: Frank V. Cespedes and Georg Krentzel
      In their growth and customer-acquisition activities, most companies now face twin challenges: understanding and responding to omni-channel buying behavior and doing that without inadvertently decreasing sales productivity. Thirty years ago, Peter Drucker noted that... View Details
      Keywords: Sales Management; Digital Tools; Sales; Marketing Channels; Technology Adoption; Brands and Branding
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      Cespedes, Frank V., and Georg Krentzel. "Integrating Digital Tools into Every Stage of Your Sales Strategy." Harvard Business Review (website) (March 7, 2024).
      • March 2024 (Revised April 2024)
      • Case

      'The Wheels on the Bus' Go Electric: Highland Electric Fleets and Partners

      By: Rosabeth M. Kanter and Jacob A. Small
      Founder Duncan McIntyre developed an innovative service-based business to electrify transportation fleets for school districts and scale through public-private partnerships while contributing to climate change solutions. The case covers the rationale for electric... View Details
      Keywords: Climate Change; Leadership; Growth Management; Supply Chain; Business and Stakeholder Relations; Innovation Leadership; Transportation Industry; United States; Canada
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      Kanter, Rosabeth M., and Jacob A. Small. "'The Wheels on the Bus' Go Electric: Highland Electric Fleets and Partners." Harvard Business School Case 324-107, March 2024. (Revised April 2024.)
      • 2024
      • Working Paper

      Anytime-Valid Inference in Linear Models and Regression-Adjusted Causal Inference

      By: Michael Lindon, Dae Woong Ham, Martin Tingley and Iavor I. Bojinov
      Linear regression adjustment is commonly used to analyze randomized controlled experiments due to its efficiency and robustness against model misspecification. Current testing and interval estimation procedures leverage the asymptotic distribution of such estimators to... View Details
      Keywords: Mathematical Methods; Analytics and Data Science
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      Lindon, Michael, Dae Woong Ham, Martin Tingley, and Iavor I. Bojinov. "Anytime-Valid Inference in Linear Models and Regression-Adjusted Causal Inference." Harvard Business School Working Paper, No. 24-060, March 2024.
      • 2023
      • Working Paper

      Design-Based Inference for Multi-arm Bandits

      By: Dae Woong Ham, Iavor I. Bojinov, Michael Lindon and Martin Tingley
      Multi-arm bandits are gaining popularity as they enable real-world sequential decision-making across application areas, including clinical trials, recommender systems, and online decision-making. Consequently, there is an increased desire to use the available... View Details
      Keywords: Analytics and Data Science; Mathematical Methods
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      Ham, Dae Woong, Iavor I. Bojinov, Michael Lindon, and Martin Tingley. "Design-Based Inference for Multi-arm Bandits." Harvard Business School Working Paper, No. 24-056, March 2024.
      • March 2024
      • Module Note

      Module Note on the Structuring of Collaborative Work

      By: Ethan Bernstein
      This module note for instructors describes the organizational structure module of the Managing Human Capital course that integrates insights from research on workplace connectivity (who gets to communicate with whom) and workplace transparency (who gets to observe... View Details
      Keywords: Human Resources; Management; Organizational Design; Organizational Structure; Human Capital
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      Bernstein, Ethan. "Module Note on the Structuring of Collaborative Work." Harvard Business School Module Note 424-054, March 2024.
      • March 2024
      • Case

      Unintended Consequences of Algorithmic Personalization

      By: Eva Ascarza and Ayelet Israeli
      “Unintended Consequences of Algorithmic Personalization” (HBS No. 524-052) investigates algorithmic bias in marketing through four case studies featuring Apple, Uber, Facebook, and Amazon. Each study presents scenarios where these companies faced public criticism for... View Details
      Keywords: Race; Gender; Marketing; Diversity; Customer Relationship Management; Prejudice and Bias; Customization and Personalization; Technology Industry; Retail Industry; United States
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      Ascarza, Eva, and Ayelet Israeli. "Unintended Consequences of Algorithmic Personalization." Harvard Business School Case 524-052, March 2024.
      • 2025
      • Working Paper

      Choosing and Using Information in Evaluation Decisions

      By: Katherine Baldiga Coffman, Scott Kostyshak and Perihan O. Saygin
      We use a controlled experiment to study how information acquisition impacts candidate evaluations. We provide evaluators with group-level information on performance and the opportunity to acquire additional, individual-level performance information before making a... View Details
      Keywords: Discrimination; Beliefs; Stereotypes; Gender; Prejudice and Bias; Selection and Staffing; Performance Evaluation
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      Coffman, Katherine Baldiga, Scott Kostyshak, and Perihan O. Saygin. "Choosing and Using Information in Evaluation Decisions." Working Paper, February 2025.
      • March 2024
      • Article

      Do Safety Management System Standards Indicate Safer Operations? Evidence from the OHSAS 18001 Occupational Health and Safety Standard

      By: Kala Viswanathan, Matthew S. Johnson and Michael W. Toffel
      Problem definition: Given the enormous disruptions and costs of occupational injuries, companies and buyers are increasingly looking to voluntary occupational health and safety standards to improve worker safety. Yet because these standards only require... View Details
      Keywords: Occupational Health; Occupational Safety; Program Evaluation; Safety Performance; Injuries; OHSAS 18001; ISO 45001; Working Conditions; Safety; Standards
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      Viswanathan, Kala, Matthew S. Johnson, and Michael W. Toffel. "Do Safety Management System Standards Indicate Safer Operations? Evidence from the OHSAS 18001 Occupational Health and Safety Standard." Art. 106383. Safety Science 171 (March 2024).
      • February 2024 (Revised July 2024)
      • Case

      Taffi: Entrepreneurship in Saudi Arabia

      By: Paul A. Gompers and Fares Khrais
      Taffi was a tech-enabled fashion styling startup founded by Shahad Geoffrey in Saudi Arabia in 2020. Within three years of operating, Geoffrey had pivoted the business multiple times. In 2023, Geoffrey was attempting the business’s most ambitious pivot yet, shifting... View Details
      Keywords: Business Startups; Disruption; Entrepreneurship; Venture Capital; Investment; Growth and Development Strategy; Business Strategy; AI and Machine Learning; Fashion Industry; Technology Industry; Saudi Arabia; Arabian Peninsula
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      Gompers, Paul A., and Fares Khrais. "Taffi: Entrepreneurship in Saudi Arabia." Harvard Business School Case 224-052, February 2024. (Revised July 2024.)
      • 2025
      • Working Paper

      Precautionary Debt Capacity

      By: Deniz Aydin and Olivia S. Kim
      The determinants of debt capacity are a central theme in finance and macroeconomics, yet it remains unclear why firms leave some of their debt capacity unused and whether this affects investment and growth. Textbook theory suggests that firms should not leave their... View Details
      Keywords: Borrowing and Debt; Credit; Financing and Loans
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      Aydin, Deniz, and Olivia S. Kim. "Precautionary Debt Capacity." SSRN Working Paper Series, No. 2024/01. (Best Paper Award, Red Rock Finance Conference.)
      • February 2024
      • Case

      ReSpo.Vision: The Kickstart of an AI Sports Revolution

      By: Paul A. Gompers, Elena Corsi and Nikolina Jonsson
      This case study explores the growth journey of Polish computer vision sports start-up ReSpo.Vision in an emerging entrepreneurial ecosystem. By providing 3D data and analysis to soccer clubs, ReSpo.Vision achieved significant milestones with a €1 million seed round, an... View Details
      Keywords: Business Startups; Business Plan; Experience and Expertise; Talent and Talent Management; Decisions; Decision Choices and Conditions; Forecasting and Prediction; Entrepreneurship; Venture Capital; AI and Machine Learning; Analytics and Data Science; Applications and Software; Business Strategy; Sports Industry; Technology Industry; Poland; Europe
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      Gompers, Paul A., Elena Corsi, and Nikolina Jonsson. "ReSpo.Vision: The Kickstart of an AI Sports Revolution." Harvard Business School Case 824-151, February 2024.
      • February 2024
      • Supplement

      Can Cities Beat the Heat? (B1): Birmingham Climate Action Snapshot

      By: Rosabeth Moss Kanter, Natania Elias and Jacob A. Small
      Climate snapshots provide a summary of climate actions that occurred between 2018 and 2024, highlighting major green initiatives, innovations, carbon mitigation strategy, and action across multiple levels of government and the private sector. Snapshots also provide an... View Details
      Keywords: Mitigation Policies; Carbon Footprint; Climate Finance; Mobility; Adaptation; Renewable Energy; Climate Change; Problems and Challenges; Sustainable Cities; City; Innovation Strategy; Investment; United States; Alabama
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      Kanter, Rosabeth Moss, Natania Elias, and Jacob A. Small. "Can Cities Beat the Heat? (B1): Birmingham Climate Action Snapshot." Harvard Business School Supplement 324-082, February 2024.
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