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Publications

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      • Faculty Publications  (2,841)

      Algorithmic Decision MakingRemove Algorithmic Decision Making →

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      • 2025
      • Working Paper

      Designing Consent: Choice Architecture and Consumer Welfare in Data Sharing

      By: Chiara Farronato, Audrey Fradkin and Tesary Lin
      We study the welfare consequences of choice architecture for online privacy using a field experiment that randomizes cookie consent banners. We study three ways in which firms or policymakers can influence choices: (1) nudging users through banner design to encourage... View Details
      Keywords: Consumer Behavior; Decision Choices and Conditions; Welfare; Policy
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      Farronato, Chiara, Audrey Fradkin, and Tesary Lin. "Designing Consent: Choice Architecture and Consumer Welfare in Data Sharing." NBER Working Paper Series, No. 34025, July 2025.
      • July 2025
      • Module Note

      Supply and Demand for Strategists

      By: Quan Le, Quan Le and Quan Le
      This module note introduces students to the foundational microeconomic principles of supply and demand. It uses the example of an aluminum plant (specifically, production quantity and shutdown decisions) to discuss short-run vs. long-run decisions, marginal costs, sunk... View Details
      Keywords: Business Exit or Shutdown; Business or Company Management; Business Strategy; Competition; Competitive Advantage; Cost of Capital; Cost vs Benefits; Decision Making; Decisions; Demand and Consumers; Economics; Economic Systems; For-Profit Firms; Market Entry and Exit; Market Participation; Markets; Metals and Minerals; Microeconomics; Price; Revenue; Strategy; Supply and Industry; Manufacturing Industry
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      Le, Quan. "Supply and Demand for Strategists." Harvard Business School Module Note 726-352, July 2025.
      • July 2025
      • Case

      The Future in Sight: LumineticsCore and the First Autonomous AI for Diagnostics

      By: Michael Lingzhi Li and Tinglong Dai
      After two decades of research, Dr. Michael Abramoff successfully launched LumineticsCore—the first autonomous AI system authorized by the FDA to diagnose diabetic retinopathy without physician oversight. The case traces his journey across algorithm design, clinical... View Details
      Keywords: Healthcare; AI; Regulation; Medical Technology; Health Care and Treatment; AI and Machine Learning; Medical Specialties; Health Industry; Technology Industry; United States
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      Li, Michael Lingzhi, and Tinglong Dai. "The Future in Sight: LumineticsCore and the First Autonomous AI for Diagnostics." Harvard Business School Case 626-019, July 2025.
      • 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
      • Teaching Note

      To Found or to Cofound? That Is the Question

      By: Christina Wallace and Stacy Straaberg
      Teaching Note for HBS Case No. 824-034. Entrepreneurs often struggle with the question of whether to found solo or alongside one or more cofounders. This case is comprised of three vignettes detailing common founding scenarios: the first-time technical founder; the... View Details
      Keywords: Business Startups; Decisions; Partners and Partnerships; Entrepreneurship; Fashion Industry; Financial Services Industry; Technology Industry; United States
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      Wallace, Christina, and Stacy Straaberg. "To Found or to Cofound? That Is the Question." Harvard Business School Teaching Note 825-148, June 2025.
      • June 2025
      • Case

      Khabar Lahariya

      By: Ranjay Gulati and Kanika Jain
      Founded and run entirely by women, Khabar Lahariya was a leading digital media portal, known for its uniquely feminist perspective and rural focus. It started in 2002 as a non-profit print publication, and by 2023, had evolved into a multimedia news site that was part... View Details
      Keywords: South Asia; India; Purpose; Strategy; Business Model; Leadership; Digital; Business Ventures; Change; Decision Making; Growth and Development; Management; Media; Social Enterprise; Journalism and News Industry; Media and Broadcasting Industry; Publishing Industry; Asia
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      Gulati, Ranjay, and Kanika Jain. "Khabar Lahariya." Harvard Business School Case 425-109, June 2025.
      • May–June 2025
      • Article

      Algorithmic Assortment Curation: An Empirical Study of Buybox in Online Marketplaces

      By: Santiago Gallino, Nil Karacaoglu and Antonio Moreno
      Most online sales worldwide take place in marketplaces that connect sellers and buyers. The presence of numerous third-party sellers leads to a proliferation of listings for each product, making it difficult for customers to choose between the available options. Online... View Details
      Keywords: Algorithms; Marketplaces; Marketplace Matching; E-commerce; Demand and Consumers; Customer Focus and Relationships; Market Participation; Technology Adoption
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      Gallino, Santiago, Nil Karacaoglu, and Antonio Moreno. "Algorithmic Assortment Curation: An Empirical Study of Buybox in Online Marketplaces." Manufacturing & Service Operations Management 27, no. 3 (May–June 2025): 917–934.
      • May 2025
      • Case

      Dell Med: Transforming Care Delivery & Payment

      By: Robert S. Kaplan, David N. Bernstein and Mary L. Witkowski
      Health care in the U.S. and globally continues to undergo massive transformation, surging towards a system that rewards value for patients. However, widespread adoption of value-based health care remains a challenge. This case study focuses on the care delivery... View Details
      Keywords: Integrated Practice Units; Outcomes Measurement; Time-Driven Activity-Based Costing; Health Care and Treatment; Business Strategy; Leading Change; Decisions; Transformation; Service Delivery; Adoption; Value; Health Industry; United States; Texas
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      Kaplan, Robert S., David N. Bernstein, and Mary L. Witkowski. "Dell Med: Transforming Care Delivery & Payment." Harvard Business School Case 125-117, May 2025.
      • May 2025
      • Case

      Wilburn Medical USA

      By: David Ager, Lynda M. Applegate and James Barnett
      In September 2024, Emily Wilburn Andrews, CEO of Wilburn Medical USA, is five years into her tenure leading the medical equipment supply company since taking over for her father, the company’s founder. She considers approaches to grow the company while maintaining the... View Details
      Keywords: Small Business; Change Management; Decision Making; Values and Beliefs; Health; Medical Specialties; Leadership; Mission and Purpose; Family Business; Health Industry; Medical Devices and Supplies Industry; United States
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      Ager, David, Lynda M. Applegate, and James Barnett. "Wilburn Medical USA." Harvard Business School Case 825-039, May 2025.
      • May 2025
      • Case

      'Net Zero in Action': Impact Investing at the McKnight Foundation

      By: Lauren Cohen, Christina R. Wing and Sophia Pan
      Elizabeth McGeveran, Vice President of Investments at the McKnight Foundation, reflected on how to effectively advance the organization’s net-zero strategy. The foundation had committed 10% of its endowment to building a portfolio of impact investments and was among... View Details
      Keywords: Foundation; Impact Investing; ESG; Family Business; Forecasting and Prediction; Private Sector; Renewable Energy; Social Entrepreneurship; Climate Change; Environmental Sustainability; Green Technology; Financial Strategy; Investment Funds; Investment Portfolio; Institutional Investing; Corporate Accountability; Corporate Social Responsibility and Impact; Mission and Purpose; Private Ownership; Philanthropy and Charitable Giving; Social Issues; Sustainable Cities; Financial Services Industry; Minnesota; United States
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      Cohen, Lauren, Christina R. Wing, and Sophia Pan. "'Net Zero in Action': Impact Investing at the McKnight Foundation." Harvard Business School Case 225-095, May 2025.
      • May 2025
      • Teaching Note

      From oneworld to a New World? LATAM’s High-Stakes Alliance Dilemma

      By: Juan Alcacer and Valentina Tarzijan
      As global alliances evolve and regulatory barriers mount, LATAM Airlines must reassess the strategic logic of partnerships. In 2019, Delta Air Lines proposed a $1.9 billion investment and deeper cooperation via a Joint Business Agreement, prompting LATAM to evaluate... View Details
      Keywords: Partners and Partnerships; Governing Rules, Regulations, and Reforms; Competitive Strategy; Decision Choices and Conditions; Air Transportation Industry; Latin America; North America
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      Alcacer, Juan, and Valentina Tarzijan. "From oneworld to a New World? LATAM’s High-Stakes Alliance Dilemma." Harvard Business School Teaching Note 725-454, May 2025.
      • May–June 2025
      • Article

      Branch-and-Price for Prescriptive Contagion Analytics

      By: Alexandre Jacquillat, Michael Lingzhi Li, Martin Ramé and Kai Wang
      Contagion models are ubiquitous in epidemiology, social sciences, engineering, and management. This paper formulates a prescriptive contagion analytics model where a decision maker allocates shared resources across multiple segments of a population, each governed by... View Details
      Keywords: COVID-19; Mathematical Methods
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      Jacquillat, Alexandre, Michael Lingzhi Li, Martin Ramé, and Kai Wang. "Branch-and-Price for Prescriptive Contagion Analytics." Operations Research 73, no. 3 (May–June 2025): 1558–1580.
      • April 2025
      • Case

      Campbell's Recipe for Advancing School Nutrition

      By: Hise O. Gibson, F. Christopher Eaglin and Ai-Ling Jamila Malone
      In 2021, The Campbell’s Company launched Full Futures, a collective impact initiative aimed at advancing school nutrition environments in underserved communities. The program started in Camden, NJ—home to Campbell’s headquarters—and later expanded to Charlotte, NC, and... View Details
      Keywords: Strategy; Leadership; Corporate Social Responsibility and Impact; Education; Nutrition; Social Enterprise; Business and Community Relations; Decision Making; Operations; Partners and Partnerships; Food and Beverage Industry; New Jersey; North Carolina; Pennsylvania
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      Gibson, Hise O., F. Christopher Eaglin, and Ai-Ling Jamila Malone. "Campbell's Recipe for Advancing School Nutrition." Harvard Business School Case 625-117, April 2025.
      • April 2025
      • Case

      Thrivent: From Insurance Agents to Financial Advisors

      By: Hubert Joly, Leonard A. Schlesinger and Tom Quinn
      Thrivent, a midwestern financial services company with a centuries-long history rooted in Lutheranism, had reached $10 billion in revenue mostly by selling life insurance. In the 2020s, however, CEO Terry Rasmussen began a transformation process centered around the... View Details
      Keywords: Change Management; Transformation; Talent and Talent Management; Customer Focus and Relationships; Customer Value and Value Chain; Forecasting and Prediction; Employee Relationship Management; Retention; Selection and Staffing; Job Design and Levels; Human Capital; Leading Change; Mission and Purpose; Organizational Change and Adaptation; Organizational Culture; Insurance Industry; Financial Services Industry; United States; Minneapolis
      Citation
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      Joly, Hubert, Leonard A. Schlesinger, and Tom Quinn. "Thrivent: From Insurance Agents to Financial Advisors." Harvard Business School Case 325-047, April 2025.
      • April 2025
      • Case

      Lisa Su and AMD (A)

      By: Joshua D. Margolis, Matthew Preble and Dave Habeeb
      This multimedia case study focuses on CEO Lisa Su’s turnaround and subsequent transformation of the technology company Advanced Micro Devices, Inc. (AMD). When Su accepted the top position in 2014, AMD was on the verge of collapse. Su focused on the company’s culture,... View Details
      Keywords: Turnaround; Change Management; Transformation; Decision Making; Globalized Markets and Industries; Government and Politics; AI and Machine Learning; Innovation and Management; Innovation Strategy; Innovation Leadership; Leadership Style; Leading Change; Management; Product Design; Product Development; Organizational Change and Adaptation; Organizational Culture; Organizational Design; Strategic Planning; Business and Shareholder Relations; Business and Stakeholder Relations; Research and Development; Business Strategy; Competitive Strategy; Competitive Advantage; Corporate Strategy; Semiconductor Industry; Computer Industry; United States; California; Texas
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      Margolis, Joshua D., Matthew Preble, and Dave Habeeb. "Lisa Su and AMD (A)." Harvard Business School Multimedia/Video Case 425-704, April 2025.
      • April 2025 (Revised May 2025)
      • Background Note

      Customer Acquisition and the Cash Flow Trap

      By: E. Ofek, Barak Libai and Eitan Muller
      Startups as well as existing firms recognize the need to invest in order to acquire customers for their new ventures. And as each customer is expected at some point to have generated sufficient gross margins to cover their CAC, management expects that, soon enough, the... View Details
      Keywords: Business Model; Customers; Forecasting and Prediction; Cash Flow; Business or Company Management
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      Ofek, E., Barak Libai, and Eitan Muller. "Customer Acquisition and the Cash Flow Trap." Harvard Business School Background Note 525-056, April 2025. (Revised May 2025.)
      • April 2025
      • Case

      Techint: Strategic Choices for Community Impact

      By: Lauren Cohen, Virak Prum, Kenneth Charman, Pedro Levindo and Mariana Cal
      In early 2024 Erika Bienek, Chief Community Relations Officer at Techint, had to decide whether to invest in a new company-owned and operated technical school in Veracruz, Mexico, or invest instead in strengthening the city’s public education system. Techint, a global... View Details
      Keywords: Technical Institutes; Community Relations; Social Impact; Argentina; Mexico; Brazil; Conglomerate; Stakeholder Management; Government And Business; Community Impact; Philanthropy; Business Conglomerates; Business Subsidiaries; Business Headquarters; Family Business; Decision Making; Private Sector; Public Sector; Education; Curriculum and Courses; Middle School Education; Secondary Education; Teaching; Training; Learning; Energy; Engineering; Construction; Values and Beliefs; Geography; Global Range; Local Range; Cross-Cultural and Cross-Border Issues; Globalized Firms and Management; Government Legislation; Recruitment; Innovation and Invention; Disruptive Innovation; Knowledge; Resource Allocation; Industry Clusters; Infrastructure; Family Ownership; Philanthropy and Charitable Giving; Business and Community Relations; Business and Stakeholder Relations; Business and Government Relations; Creativity; Reputation; Social and Collaborative Networks; Civil Society or Community; Social Issues; Poverty; Strategy; Construction Industry; Education Industry; Energy Industry; Industrial Products Industry; Manufacturing Industry; Steel Industry; Europe; Italy; Latin America; North and Central America; Mexico; North America; United States; South America; Argentina; Buenos Aires; Brazil
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      Cohen, Lauren, Virak Prum, Kenneth Charman, Pedro Levindo, and Mariana Cal. "Techint: Strategic Choices for Community Impact." Harvard Business School Case 825-058, April 2025.
      • April 2025
      • Teaching Note

      ZEISS: Commercializing Science

      By: Maria P. Roche
      Teaching Note for HBS Case No. 725-359. View Details
      Keywords: Business Model; Business Organization; Decisions; Business Strategy; Competition; Business History; Collaborative Innovation and Invention; Independent Innovation and Invention; Disruptive Innovation; Innovation and Management; Innovation Strategy; Technological Innovation; Growth and Development Strategy; Knowledge Sharing; Industry Growth; Monopoly; Organizational Culture; Supply Chain Management; Partners and Partnerships; Risk and Uncertainty; Adaptation; Commercialization; Resource Allocation; Corporate Strategy; Semiconductor Industry; Technology Industry; Germany; Europe
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      Roche, Maria P. "ZEISS: Commercializing Science." Harvard Business School Teaching Note 725-458, April 2025.
      • April 2025
      • Case

      Joe Mazzulla and the Boston Celtics (A)

      By: Linda A. Hill, James I. Cash and Lydia Begag
      Joe Mazzulla's leadership journey with the Boston Celtics began in 2016 when he served as an assistant coach for their NBA G-League affiliate. In 2019, he was promoted to a "behind-the-bench" assistant coaching role with the Celtics, before being asked to become the... View Details
      Keywords: Personal Development and Career; Change Management; Communication; Values and Beliefs; Decision Making; Innovation Leadership; Collaborative Innovation and Invention; Leading Change; Leadership Development; Leadership Style; Crisis Management; Management Skills; Business Processes; Organizational Culture; Organizational Structure; Performance Efficiency; Sports Industry; Entertainment and Recreation Industry; United States; Boston
      Citation
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      Hill, Linda A., James I. Cash, and Lydia Begag. "Joe Mazzulla and the Boston Celtics (A)." Harvard Business School Case 425-059, April 2025.
      • April 2025
      • Supplement

      Joe Mazzulla and the Boston Celtics (B)

      By: Linda A. Hill, James I. Cash and Lydia Begag
      This case is a supplement to “Joe Mazzulla and the Boston Celtics” (A) and is set against the backdrop of the 2024 NBA Finals. It describes the impact of Mazzulla’s decision to rally his team with an aggressive “go for the kill” mindset instead of choosing language... View Details
      Keywords: Personal Development and Career; Change Management; Communication; Values and Beliefs; Decision Making; Innovation Leadership; Collaborative Innovation and Invention; Leading Change; Leadership Development; Leadership Style; Crisis Management; Management Skills; Business Processes; Organizational Culture; Organizational Structure; Performance Efficiency; Sports Industry; Entertainment and Recreation Industry; United States
      Citation
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      Hill, Linda A., James I. Cash, and Lydia Begag. "Joe Mazzulla and the Boston Celtics (B)." Harvard Business School Supplement 425-060, April 2025.
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