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      • Faculty Publications  (201)

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      • 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 the company’s culture,... View Details
      Keywords: Turnaround; Artificial Intelligence; Semiconductors; Change Management; Transformation; Decision Making; Globalized Markets and Industries; Government and Politics; AI and Machine Learning; Innovation and Management; Innovation Strategy; Innovation Leadership; 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
      • Supplement

      Lisa Su and AMD (B)

      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 the company’s culture,... View Details
      Keywords: Leadership; Turnaround; Transformation; Semiconductors; Artificial Intelligence; Semiconductor Industry; Computer Industry; United States; California; Texas
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      Margolis, Joshua D., Matthew Preble, and Dave Habeeb. "Lisa Su and AMD (B)." Harvard Business School Supplement 425-705, April 2025.
      • 2025
      • Working Paper

      Blockchain-Induced Supply Chain Transparency and Firm Performance: The Role of Capacity Utilization

      By: ShinWoo Lee Lee, Jedson Pinto, Daniel Rabetti and Gil Sadka
      This study empirically investigates how blockchain adoption affects firm profitability. Employing a quasi-experimental design triggered by regulatory changes across the United States, we provide novel empirical evidence to recent theory, proposing that blockchain... View Details
      Keywords: Blockchain; Supply Chain; Technology Adoption; Profit; Governing Rules, Regulations, and Reforms; United States
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      Lee, ShinWoo Lee, Jedson Pinto, Daniel Rabetti, and Gil Sadka. "Blockchain-Induced Supply Chain Transparency and Firm Performance: The Role of Capacity Utilization." Working Paper, February 2025.
      • 2025
      • Book

      Space to Grow: Unlocking the Final Economic Frontier

      By: Matthew Weinzierl and Brendan Rosseau
      Your guide--using the compelling stories of changemakers and the tools of economics--to the transformation and future possibilities of the business and economics of space.

      Space is a place of unparalleled possibility for humanity, and it's undergoing a... View Details
      Keywords: Transformation; Economics; Innovation and Invention; Market Entry and Exit; Aerospace Industry
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      Weinzierl, Matthew, and Brendan Rosseau. Space to Grow: Unlocking the Final Economic Frontier. Harvard Business Review Press, 2025.
      • January 2025 (Revised February 2025)
      • Background Note

      A High-Tech Revolution with Chinese Characteristics: China's Drive Towards EV Supremacy

      By: William C. Kirby, Daniel Fu and Matthew Ngai
      This background note explains and documents the rise of China's EV industry. Moreover, it identifies the challenges facing it and posits several questions about the decisions needed to be made to sustain the industry's global dominance. Would Chinese producers be able... View Details
      Keywords: China; State Capitalism; Electric Vehicles; Tesla; Renewable Energy
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      Kirby, William C., Daniel Fu, and Matthew Ngai. "A High-Tech Revolution with Chinese Characteristics: China's Drive Towards EV Supremacy." Harvard Business School Background Note 325-073, January 2025. (Revised February 2025.)
      • December 2024
      • Technical Note

      Ethical Analysis: Complicity

      By: Nien-hê Hsieh and Matthew Souba
      This note introduces students to the concept of complicity and outlines key questions to determine whether a party is complicit in the wrong or harm caused by another. The note uses examples from the well-known case of Theranos. View Details
      Keywords: Ethics
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      Hsieh, Nien-hê, and Matthew Souba. "Ethical Analysis: Complicity." Harvard Business School Technical Note 325-076, December 2024.
      • November 2024
      • Case

      AlphaGo (A): Birth of a New Intelligence

      By: Shikhar Ghosh and Shweta Bagai
      This case, the first of a three-part series, traces DeepMind's evolution from its 2010 founding through its acquisition by Google in 2014. Often referred to as the "Apollo project" of artificial intelligence, DeepMind used games as a testing ground to develop AI... View Details
      Keywords: AI and Machine Learning; Technology Adoption; Games, Gaming, and Gambling; Technological Innovation; Creativity; Technology Industry; South Korea; China; United States
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      Ghosh, Shikhar, and Shweta Bagai. "AlphaGo (A): Birth of a New Intelligence." Harvard Business School Case 825-073, November 2024.
      • 2024
      • Working Paper

      Scaling Core Earnings Measurement with Large Language Models

      By: Matthew Shaffer and Charles CY Wang
      We study the application of large language models (LLMs) to the estimation of core earnings, i.e., a firm's persistent profitability from its core business activities. This construct is central to investors' assessments of economic performance and valuations. However,... View Details
      Keywords: Large Language Models; AI and Machine Learning; Accounting; Profit; Corporate Disclosure; Analytics and Data Science; Measurement and Metrics
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      Shaffer, Matthew, and Charles CY Wang. "Scaling Core Earnings Measurement with Large Language Models." Working Paper, November 2024.
      • August 2024
      • Case

      Lucky Ones Coffee: Employing People with Disabilities

      By: Richard S. Ruback, Robin Greenwood, Joe Higgins, Matthew Preble and Dave Habeeb
      Katie Holyfield and Taylor Matkins founded The Lucky Ones Coffee in 2017 with a mission to create jobs in Park City, Utah for people with intellectual and developmental disabilities. The company quickly earned strong support from the local community, and by early 2023... View Details
      Keywords: Entrepreneurship; Selection and Staffing; Growth and Development Strategy; Mission and Purpose; Service Industry; Tourism Industry; Retail Industry; Food and Beverage Industry; Utah; United States
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      Ruback, Richard S., Robin Greenwood, Joe Higgins, Matthew Preble, and Dave Habeeb. "Lucky Ones Coffee: Employing People with Disabilities." Harvard Business School Multimedia/Video Case 225-702, August 2024.
      • June 2024
      • Article

      Real Growth in Space Manufacturing Output Substantially Exceeds Growth in the Overall Space Economy

      By: Tina Highfill and Matthew Weinzierl
      Accurately measuring real economic output in the space economy is made difficult by the rapid increase in capabilities and decrease in prices of launch and satellite technologies achieved over the past two decades. Nominal measures of output in space will tend to... View Details
      Keywords: Technological Innovation; Economic Growth; Price; Production; Aerospace Industry
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      Highfill, Tina, and Matthew Weinzierl. "Real Growth in Space Manufacturing Output Substantially Exceeds Growth in the Overall Space Economy." Acta Astronautica 219 (June 2024): 236–242.
      • March–April 2024
      • Article

      Retailers and Health Systems Can Improve Care Together

      By: Robert S. Huckman, Vivian S. Lee and Bradley R Staats
      Health systems are struggling to address the many shortcomings of health care delivery: rapidly growing costs, inconsistent quality, and inadequate and unequal access to primary and other types of care. However, if retailers and health systems were to form strong... View Details
      Keywords: Health Care; Retail; Retailers; Consumer; Health Care and Treatment; Value; Consumer Behavior; Business Model; Partners and Partnerships; Health Industry; Retail Industry; United States
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      Huckman, Robert S., Vivian S. Lee, and Bradley R Staats. "Retailers and Health Systems Can Improve Care Together." Harvard Business Review 102, no. 2 (March–April 2024): 120–127.
      • 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 26, 2024
      • Article

      Making Workplaces Safer Through Machine Learning

      By: Matthew S. Johnson, David I. Levine and Michael W. Toffel
      Machine learning algorithms can dramatically improve regulatory effectiveness. This short article describes the authors' scholarly work that shows how the U.S. Occupational Safety and Health Administration (OSHA) could have reduced nearly twice as many occupational... View Details
      Keywords: Government Experimentation; Auditing; Inspection; Evaluation; Process Improvement; Government Administration; AI and Machine Learning; Safety; Governing Rules, Regulations, and Reforms
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      Johnson, Matthew S., David I. Levine, and Michael W. Toffel. "Making Workplaces Safer Through Machine Learning." Regulatory Review (February 26, 2024).
      • February 2024
      • Case

      Oak Street Health: From Start-up to Strategic Acquisition

      By: Leemore S. Dafny and Thomas H. Lee
      Oak Street Health opened its first primary care center for seniors in underserved communities in 2013. By 2022 the company had 169 centers and a market valuation exceeding $10 billion. Oak Street created value by accepting risk-adjusted, capitated payments for Medicare... View Details
      Keywords: Value Creation; Mergers and Acquisitions; Business Strategy; Health Industry
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      Dafny, Leemore S., and Thomas H. Lee. "Oak Street Health: From Start-up to Strategic Acquisition." Harvard Business School Case 324-053, February 2024.
      • February 2024 (Revised February 2025)
      • Case

      Financing Matillion's Scaleup (A)

      By: Raymond Kluender, Emanuele Colonnelli and Ramana Nanda
      In 2019, Matthew Scullion, founder and CEO of U.K. startup Matillion, faced a decision about which term sheet to accept for the lead investor in his company’s $35 million Series C financing round. Would the connections and opportunities offered by Silicon Valley-based... View Details
      Keywords: Entrepreneurship; Negotiation; Ownership; Business Startups; Decisions; Venture Capital; Financing and Loans; Valuation; Information Technology Industry; United Kingdom
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      Kluender, Raymond, Emanuele Colonnelli, and Ramana Nanda. "Financing Matillion's Scaleup (A)." Harvard Business School Case 824-140, February 2024. (Revised February 2025.)
      • 2024
      • Working Paper

      Does Pension Automatic Enrollment Increase Debt? Evidence from a Large-Scale Natural Experiment

      By: John Beshears, Matthew Blakstad, James J. Choi, Christopher Firth, John Gathergood, David Laibson, Richard Notley, Jesal D. Sheth, Will Sandbrook and Neil Stewart
      Does automatic enrollment into retirement saving increase household debt? We study the randomized roll-out of automatic enrollment pensions to ~160,000 employers in the United Kingdom with 2-29 employees. We find that the additional savings generated through automatic... View Details
      Keywords: Retirement; Saving; Personal Finance; Borrowing and Debt; Credit; Compensation and Benefits
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      Beshears, John, Matthew Blakstad, James J. Choi, Christopher Firth, John Gathergood, David Laibson, Richard Notley, Jesal D. Sheth, Will Sandbrook, and Neil Stewart. "Does Pension Automatic Enrollment Increase Debt? Evidence from a Large-Scale Natural Experiment." Working Paper, October 2024.
      • 2024
      • Working Paper

      Warnings and Endorsements: Improving Human-AI Collaboration Under Covariate Shift

      By: Matthew DosSantos DiSorbo and Kris Ferreira
      Problem definition: While artificial intelligence (AI) algorithms may perform well on data that are representative of the training set (inliers), they may err when extrapolating on non-representative data (outliers). These outliers often originate from covariate shift,... View Details
      Keywords: AI and Machine Learning; Decision Choices and Conditions
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      DosSantos DiSorbo, Matthew, and Kris Ferreira. "Warnings and Endorsements: Improving Human-AI Collaboration Under Covariate Shift." Working Paper, February 2024.
      • January 2024 (Revised October 2024)
      • Case

      DO & CO: Crafting Luxury in the Fast Lane (A)

      By: Juan Alcácer, Esel Cekin, Michael Lee and Noah Roberson
      In July 2023, Attila Dogudan, the chairman of DO & CO, a renowned international catering firm, found himself in a deep conversation with his two sons about a potential new venture: catering for the Las Vegas Grand Prix, a significant step beyond their 31-year history... View Details
      Keywords: Decision Choices and Conditions; Health Pandemics; Opportunities; Corporate Strategy; Luxury; Food and Beverage Industry; Las Vegas
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      Alcácer, Juan, Esel Cekin, Michael Lee, and Noah Roberson. "DO & CO: Crafting Luxury in the Fast Lane (A)." Harvard Business School Case 724-416, January 2024. (Revised October 2024.)
      • January 2024
      • Article

      Cost of Exempting Sole Orphan Drugs from Medicare Negotiation

      By: Matthew Vogel, Olivia Zhao, William B. Feldman, Amitabh Chandra, Aaron S. Kesselheim and Benjamin N. Rome
      Importance: The Inflation Reduction Act (IRA) requires Medicare to negotiate prices for some high-spending drugs but exempts drugs approved solely for the treatment of a single rare disease.
      Objective: To estimate Medicare spending and global... View Details
      Keywords: Health Care and Treatment; Insurance; Price; Health Industry
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      Vogel, Matthew, Olivia Zhao, William B. Feldman, Amitabh Chandra, Aaron S. Kesselheim, and Benjamin N. Rome. "Cost of Exempting Sole Orphan Drugs from Medicare Negotiation." JAMA Internal Medicine 184, no. 1 (January 2024): 63–69.
      • December 2023
      • Article

      Discerning Saints: Moralization of Intrinsic Motivation and Selective Prosociality at Work

      By: Mijeong Kwon, Julia Lee Cunningham and Jon M. Jachimowicz
      Intrinsic motivation has received widespread attention as a predictor of positive work outcomes, including employees’ prosocial behavior. In the current research, we offer a more nuanced view by proposing that intrinsic motivation does not uniformly increase prosocial... View Details
      Keywords: Motivation and Incentives; Behavior; Moral Sensibility; Employees
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      Kwon, Mijeong, Julia Lee Cunningham, and Jon M. Jachimowicz. "Discerning Saints: Moralization of Intrinsic Motivation and Selective Prosociality at Work." Academy of Management Journal 66, no. 6 (December 2023): 1625–1650.
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