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      • Faculty Publications  (3,125)

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      • September 2024
      • Supplement

      Allbirds: Decarbonizing Fashion (B)

      By: Michael W. Toffel, Kenneth P. Pucker and Stacy Straaberg
      The Allbirds: Decarbonizing Fashion (B) case encourages students to assess Allbirds’ product development and go-to-market strategies now that Allbirds is a publicly listed company. The (B) case provides a 2024 update on Allbirds including its initial public offering,... View Details
      Keywords: Financial Markets; Initial Public Offering; Global Strategy; Collaborative Innovation and Invention; Innovation Strategy; Knowledge Sharing; Distribution; Corporate Social Responsibility and Impact; Mission and Purpose; Going Public; Performance; Diversification; Stocks; Transformation; Fashion Industry; United States; San Francisco; California; Europe; Asia; New Zealand
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      Toffel, Michael W., Kenneth P. Pucker, and Stacy Straaberg. "Allbirds: Decarbonizing Fashion (B)." Harvard Business School Supplement 625-004, September 2024.
      • September 20, 2024
      • Article

      It’s Time to Unbundle ESG

      By: Aaron K. Chatterji and Michael W. Toffel
      ESG is at an inflection point. It has come to represent a broad and inchoate aspiration for what business should be doing beyond maximizing shareholder value. With ESG advocates on the defensive, business leaders need a new roadmap to determine which factors to... View Details
      Keywords: ESG; ESG (Environmental, Social, Governance) Performance; ESG Ratings; ESG Reporting; ESG Disclosure; Sustainability; Climate; Climate Finance; Climate Risk; Social Accounting; Investment; Governance; Safety; Climate Change; Environmental Sustainability; Corporate Social Responsibility and Impact; Financial Services Industry
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      Chatterji, Aaron K., and Michael W. Toffel. "It’s Time to Unbundle ESG." Harvard Business Review (website) (September 20, 2024).
      • 2024
      • Working Paper

      Changing Perceptions and Post-Pandemic Monetary Policy

      By: Michael D. Bauer, Carolin Pflueger and Adi Sunderam
      We document that the Fed’s perceived monetary policy response to inflation shifted materially over the post-pandemic period. In forward-looking policy rules estimated from surveys of macroeconomic forecasters, the inflation coefficient rose significantly after liftoff... View Details
      Keywords: Policy; Inflation and Deflation; Interest Rates; Perception; Government Administration
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      Bauer, Michael D., Carolin Pflueger, and Adi Sunderam. "Changing Perceptions and Post-Pandemic Monetary Policy." Working Paper, September 2024.
      • September 2024
      • Case

      Google Quantum AI

      By: David B. Yoffie, Michael A. Cusumano and Matt Higgins
      Quantum computing may be the most important nascent computing technology of the 21st century. It has the potential to impact industries ranging from drug discovery to cybersecurity. Google's Quantum AI is one of the leaders in quantum research. This case explores the... View Details
      Keywords: Business Model; Price; Technological Innovation; Resource Allocation; Business Strategy; Information Technology Industry
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      Yoffie, David B., Michael A. Cusumano, and Matt Higgins. "Google Quantum AI." Harvard Business School Case 725-362, September 2024.
      • 2024
      • Working Paper

      Empirical Guidance: Data Processing and Analysis with Applications in Stata, R, and Python

      By: Melissa Ouellet and Michael W. Toffel
      This paper describes a range of best practices to compile and analyze datasets, and includes some examples in Stata, R, and Python. It is meant to serve as a reference for those getting started in econometrics, and especially those seeking to conduct data analyses in... View Details
      Keywords: Empirical Methods; Empirical Operations; Statistical Methods And Machine Learning; Statistical Interferences; Research Analysts; Analytics and Data Science; Mathematical Methods
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      Ouellet, Melissa, and Michael W. Toffel. "Empirical Guidance: Data Processing and Analysis with Applications in Stata, R, and Python." Harvard Business School Working Paper, No. 25-010, August 2024.
      • 2024
      • White Paper

      Modernizing the U.S. Exchange Visitor Skills List

      By: William R. Kerr and Michael C. Clemens
      Keywords: Immigration; Labor; Competency and Skills
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      Kerr, William R., and Michael C. Clemens. "Modernizing the U.S. Exchange Visitor Skills List." Peterson Institute for International Economics Policy Brief, 24-8, Peterson Institute for International Economics, September 2024.
      • September–October 2024
      • Article

      Where Data-Driven Decision-Making Can Go Wrong

      By: Michael Luca and Amy C. Edmondson
      When considering internal data or the results of a study, often business leaders either take the evidence presented as gospel or dismiss it altogether. Both approaches are misguided. What leaders need to do instead is conduct rigorous discussions that assess any... View Details
      Keywords: Information; Analytics and Data Science; Analysis; Decision Making
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      Luca, Michael, and Amy C. Edmondson. "Where Data-Driven Decision-Making Can Go Wrong." Harvard Business Review 102, no. 5 (September–October 2024): 80–89.
      • August 2024
      • Background Note

      Mitigating Climate Change with Machine Learning

      By: Michael W. Toffel, Kelsey Carter, Amy Chambers, Avery Park and Susan Pinckney
      This note highlights how machine learning is being used to decarbonize (reduce GHG emissions) several key sectors including electricity, transportation, building, industrial processes, and agriculture -- and how machine learning is being used to accelerate efforts to... View Details
      Keywords: Climate; Artificial Intelligence; Adaptation; Climate Change; AI and Machine Learning; Innovation and Invention
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      Toffel, Michael W., Kelsey Carter, Amy Chambers, Avery Park, and Susan Pinckney. "Mitigating Climate Change with Machine Learning." Harvard Business School Background Note 625-014, August 2024.
      • September 2024
      • Article

      Comprehensive Measurement of Biopharmaceutical R&D Investment

      By: Amitabh Chandra, John Drum, Michael Daly, Henry Mirsberger, Samuel Spare, Ulrich Neumann, Silas Martin and Noam Kirson
      Keywords: Research and Development; Investment; Pharmaceutical Industry
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      Chandra, Amitabh, John Drum, Michael Daly, Henry Mirsberger, Samuel Spare, Ulrich Neumann, Silas Martin, and Noam Kirson. "Comprehensive Measurement of Biopharmaceutical R&D Investment." Nature Reviews: Drug Discovery 23, no. 9 (September 2024): 652–653.
      • 2024
      • Article

      Neyman Meets Causal Machine Learning: Experimental Evaluation of Individualized Treatment Rules

      By: Michael Lingzhi Li and Kosuke Imai
      A century ago, Neyman showed how to evaluate the efficacy of treatment using a randomized experiment under a minimal set of assumptions. This classical repeated sampling framework serves as a basis of routine experimental analyses conducted by today’s scientists across... View Details
      Keywords: AI and Machine Learning; Research
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      Li, Michael Lingzhi, and Kosuke Imai. "Neyman Meets Causal Machine Learning: Experimental Evaluation of Individualized Treatment Rules." Journal of Causal Inference 12, no. 1 (2024).
      • July 2024
      • Case

      Negotiating in a Hurricane: John Branca and the Michael Jackson Estate

      By: James K. Sebenius and Alex Green
      When the "King of Pop," Michael Jackson, unexpectedly died in 2009, he left behind an estate that was over $500 million in debt, with largely illiquid assets, and legions of creditors poised to begin to seize assets in as soon as 60 days. The task of managing Jackson’s... View Details
      Keywords: Bargaining; Dispute Resolution; Negotiation; Entertainment; Financial Management; Financial Condition; Assets; Music Industry
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      Sebenius, James K., and Alex Green. "Negotiating in a Hurricane: John Branca and the Michael Jackson Estate." Harvard Business School Case 924-026, July 2024.
      • July 11, 2024
      • Article

      Research: New Hires’ Psychological Safety Erodes Quickly

      By: Derrick P. Bransby, Michael J. Kerrissey and Amy C. Edmondson
      Across industries, from manufacturing to health care, the luxury of waiting years to benefit from new talent is long gone. Thriving in today’s dynamic economy means bringing new hires up the learning curve faster than ever. Yet, the authors’ latest research suggests... View Details
      Keywords: Talent and Talent Management; Learning; Interpersonal Communication; Employees
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      Bransby, Derrick P., Michael J. Kerrissey, and Amy C. Edmondson. "Research: New Hires’ Psychological Safety Erodes Quickly." Harvard Business Review Digital Articles (July 11, 2024).
      • July 2024
      • Case

      Michael Ross: Whether to Move from Private Equity to Pest Control

      By: David L. Ager, Zeynep Ton and Amanda Silver
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      Ager, David L., Zeynep Ton, and Amanda Silver. "Michael Ross: Whether to Move from Private Equity to Pest Control." Harvard Business School Case 925-301, July 2024.
      • July 2024 (Revised December 2024)
      • Background Note

      District Heating: An Overview

      By: Willy Shih and Michael W. Toffel
      This note provides an overview of district heating: systems in which central plants generate heat that is conveyed by steam or water through a set of insulated pipes to send heat to residential and/or commercial buildings. It describes key elements of the system (heat... View Details
      Keywords: Decarbonization; Energy Efficiency; Energy Storage; Energy Transmission; Construction; Energy; Buildings and Facilities; Governing Rules, Regulations, and Reforms; Climate Change; Operations; Energy Industry; Denmark; Europe; United States
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      Shih, Willy, and Michael W. Toffel. "District Heating: An Overview." Harvard Business School Background Note 625-008, July 2024. (Revised December 2024.)
      • July 2024
      • Supplement

      Hospital for Special Surgery: Returning to a New Normal? (B)

      By: Robert S. Huckman, Michael Lingzhi Li and Camille Gregory
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      Huckman, Robert S., Michael Lingzhi Li, and Camille Gregory. "Hospital for Special Surgery: Returning to a New Normal? (B)." Harvard Business School Supplement 624-093, July 2024.
      • 2024
      • Working Paper

      Learning to Cover: Online Learning and Optimization with Irreversible Decisions

      By: Alexander Jacquillat and Michael Lingzhi Li
      Keywords: Buildings and Facilities; AI and Machine Learning; Geographic Location; Strategic Planning
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      Jacquillat, Alexander, and Michael Lingzhi Li. "Learning to Cover: Online Learning and Optimization with Irreversible Decisions." Working Paper, June 2024.
      • June 26, 2024
      • Article

      How NFT Royalties Work: Designs, Challenges, and New Ideas

      By: Michael Blau, Scott Duke Kominers and Daren Matsuoka
      Keywords: Royalties; NFTs; Framework; Ownership; Market Transactions
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      Blau, Michael, Scott Duke Kominers, and Daren Matsuoka. "How NFT Royalties Work: Designs, Challenges, and New Ideas." a16zcrypto.com (June 26, 2024).
      • June 2024 (Revised February 2025)
      • Case

      Accounting for Loans at SoFi Technologies

      By: Joseph Pacelli and Michael Norris
      At the release of its first quarter earnings report on May 1, 2023, digital bank SoFi beat its earnings guidance by 25%. On May 2, Wedbush Securities analyst David Chiaverini issued a report downgrading the stock. A second downgrade followed from Chiaverini on May 15.... View Details
      Keywords: Accounting; Banks and Banking; Financing and Loans; Valuation; Stocks; Banking Industry; United States
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      Pacelli, Joseph, and Michael Norris. "Accounting for Loans at SoFi Technologies." Harvard Business School Case 124-057, June 2024. (Revised February 2025.)
      • June 2024
      • Article

      Counterparty Risk and Counterparty Choice in the Credit Default Swap Market

      By: Wenxin Du, Salil Gadgil, Michael Gordy and Clara Vega
      We investigate how market participants price and manage counterparty credit risk using confidential trade repository data on single-name credit default swap (CDS) transactions. We find that counterparty risk has a modest impact on the pricing of CDS contracts but a... View Details
      Keywords: Credit Derivatives and Swaps; Market Participation; Risk and Uncertainty; Price; Financial Markets; Credit
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      Du, Wenxin, Salil Gadgil, Michael Gordy, and Clara Vega. "Counterparty Risk and Counterparty Choice in the Credit Default Swap Market." Management Science 70, no. 6 (June 2024): 3808–3826.
      • June 2024 (Revised August 2024)
      • Case

      Hospital for Special Surgery: Returning to a New Normal? (A)

      By: Robert S. Huckman, Michael Lingzhi Li and Camille Gregory
      Early on the morning of April 27, 2020, Justin Oppenheimer stood outside the entrance to the lobby of the Hospital for Special Surgery (HSS) Pavilion Building with mixed emotions. On one hand, Oppenheimer, HSS’ Enterprise Chief Operating Officer and Chief Strategy... View Details
      Keywords: Operations Management; Scheduling; Optimization; COVID-19; Health Care and Treatment; Operations; Customer Focus and Relationships; Disruption; Health Industry; United States
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      Huckman, Robert S., Michael Lingzhi Li, and Camille Gregory. "Hospital for Special Surgery: Returning to a New Normal? (A)." Harvard Business School Case 624-092, June 2024. (Revised August 2024.)
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