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      • October 2023
      • Case

      Kevin O'Leary: Building a Brand in Shark-infested Waters

      By: Reza Satchu and Patrick Sanguineti
      For more than fifteen years, successful Canadian entrepreneur and investor Kevin O’Leary had developed his brand into a global powerhouse. Since his first appearance on the Canadian television program Dragons’ Den in 2006 and his meteoric rise to stardom through the... View Details
      Keywords: Personal Brand; Crisis; Brands and Branding; Entrepreneurship; Crisis Management; Social Media; Public Opinion; Power and Influence; Financial Services Industry
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      Satchu, Reza, and Patrick Sanguineti. "Kevin O'Leary: Building a Brand in Shark-infested Waters." Harvard Business School Case 824-095, October 2023.
      • October 2023
      • Supplement

      Making Progress at Progress Software (B)

      By: Katherine Coffman, Hannah Riley Bowles and Alexis Lefort
      In this case, the Human Capital team at Progress Software has identified that some employees have a hard time understanding how to advance within Progress. This realization leads the team to develop several major people-process innovations: the introduction of... View Details
      Keywords: Leading Change; Negotiation; Organizational Culture; Performance Evaluation; Prejudice and Bias; Talent and Talent Management; Employees; Technology Industry; United States; Bulgaria
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      Coffman, Katherine, Hannah Riley Bowles, and Alexis Lefort. "Making Progress at Progress Software (B)." Harvard Business School Supplement 924-011, October 2023.
      • October 2023
      • Article

      Innovation on Wings: When Do Nonstop Flights Matter for Global Innovation?

      By: Dany Bahar, Prithwiraj Choudhury, Do Yoon Kim and Wesley Koo
      We study whether, when, and how better connectivity through nonstop flights leads to positive innovation outcomes for firms in the global context. Using unique data of all flights emanating from 5,015 airports around the globe from 2005 to 2015 and exploiting a... View Details
      Keywords: Nonstop Flights; Collaborative Innovation and Invention; Patents; Research and Development; Air Transportation Industry
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      Bahar, Dany, Prithwiraj Choudhury, Do Yoon Kim, and Wesley Koo. "Innovation on Wings: When Do Nonstop Flights Matter for Global Innovation?" Management Science 69, no. 10 (October 2023): 6202–6223.
      • October 2023
      • Article

      Matching Mechanisms for Refugee Resettlement

      By: David Delacrétaz, Scott Duke Kominers and Alexander Teytelboym
      Current refugee resettlement processes account for neither the preferences of refugees nor the priorities of hosting communities. We introduce a new framework for matching with multidimensional knapsack constraints that captures the (possibly multidimensional) sizes of... View Details
      Keywords: Refugee Resettlement; Matching; Matching Markets; Matching Platform; Matching With Contracts; Algorithms; Refugees; Market Design
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      Delacrétaz, David, Scott Duke Kominers, and Alexander Teytelboym. "Matching Mechanisms for Refugee Resettlement." American Economic Review 113, no. 10 (October 2023): 2689–2717.
      • September 2023 (Revised September 2023)
      • Teaching Note

      Roche: Innovation and Access to Healthcare

      By: George Serafeim
      Teaching Note for HBS Case No. 123-075. In May 2022, Roche Group, one of the largest healthcare companies in the world, hosted its first investor event focused exclusively on its efforts to impact access to healthcare. While Roche had recently set an ambitious goal to... View Details
      Keywords: ESG; Access To Care; Healthcare; Healthcare Access; Innovation; Social Impact; Affordable; Health Care and Treatment; Innovation and Invention; Product Development; Resource Allocation; Corporate Social Responsibility and Impact; Health Industry
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      Serafeim, George. "Roche: Innovation and Access to Healthcare." Harvard Business School Teaching Note 124-028, September 2023. (Revised September 2023.)
      • September 2023 (Revised January 2024)
      • Case

      Icahn Enterprises: Ponzi Scheme or Sound Investment

      By: Aiyesha Dey, Jonas Heese and James Weber
      Icahn Enterprises, a publicly traded limited partnership founded and operated by famed activist investor Carl Icahn, had earned above market returns for over a decade. Between 2018 and early 2023, it had a compound annual return of 31%. Icahn invested in undervalued... View Details
      Keywords: Stock Shares; Investment Return; Business Model; Valuation; Financial Services Industry
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      Dey, Aiyesha, Jonas Heese, and James Weber. "Icahn Enterprises: Ponzi Scheme or Sound Investment." Harvard Business School Case 124-013, September 2023. (Revised January 2024.)
      • September 2023
      • Module Note

      Live Case Exercise for Financial Reporting

      By: Tatiana Sandino and Marshal Herrmann
      Harvard Business School employs the case method as a cornerstone of its pedagogy, providing students with opportunities to engage in discussions related to difficult or contentious decisions confronted by real-world organizations. In this “live case,” we depart from... View Details
      Keywords: Financial Reporting; Research; Corporate Disclosure
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      Sandino, Tatiana, and Marshal Herrmann. "Live Case Exercise for Financial Reporting." Harvard Business School Module Note 124-031, September 2023.
      • September–October 2023
      • Article

      Interpretable Matrix Completion: A Discrete Optimization Approach

      By: Dimitris Bertsimas and Michael Lingzhi Li
      We consider the problem of matrix completion on an n × m matrix. We introduce the problem of interpretable matrix completion that aims to provide meaningful insights for the low-rank matrix using side information. We show that the problem can be... View Details
      Keywords: Mathematical Methods
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      Bertsimas, Dimitris, and Michael Lingzhi Li. "Interpretable Matrix Completion: A Discrete Optimization Approach." INFORMS Journal on Computing 35, no. 5 (September–October 2023): 952–965.
      • September 2023
      • Article

      Stock Price Reactions to ESG News: The Role of ESG Ratings and Disagreement

      By: George Serafeim and Aaron Yoon
      We investigate whether ESG ratings predict future ESG news and the associated market reactions. We find that the consensus rating predicts future news, but its predictive ability diminishes for firms with large disagreement between raters. Relation between news and... View Details
      Keywords: ESG; ESG (Environmental, Social, Governance) Performance; ESG Disclosure; ESG Ratings; ESG Reporting; ESG Disclosure Metrics; Sustainability; Investments; Disagreement; Rating Disagreement; Ratings; Environmental Sustainability; Social Issues; Corporate Social Responsibility and Impact; Performance; News; Investment; Financial Markets; Stocks; Price
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      Serafeim, George, and Aaron Yoon. "Stock Price Reactions to ESG News: The Role of ESG Ratings and Disagreement." Special Issue on RAST 2022 Conference. Review of Accounting Studies 28, no. 3 (September 2023): 1500–1530.
      • Article

      Update on E-liability Accounting

      By: Robert Kaplan, Karthik Ramanna and Piyush Jha
      Since publication of the original E-liability carbon accounting paper (HBR, Nov 2021), we created the E-liability Institute to help companies, governments, and nonprofits implement the method. The Institute’s mission is to test and validate the method, and develop... View Details
      Keywords: Decarbonization; Carbon Footprint; Supply Chain; Environmental Sustainability; Environmental Accounting
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      Kaplan, Robert, Karthik Ramanna, and Piyush Jha. "Update on E-liability Accounting." Accountability in a Sustainable World Quarterly, no. 4 (September 2023): 96–117.
      • August 2023 (Revised October 2024)
      • Case

      Accounting Outages at Plug Power? (A)

      By: Jonas Heese, Joseph Pacelli and James Barnett
      Set immediately after a December 2019 short-seller attack, the case explores Plug Power’s long challenging history. It then focuses on two key issues raised in the short-seller report related to lease accounting and stock warrants that Plug purportedly used to boost... View Details
      Keywords: Accounting; Environmental Accounting; Financial Reporting; Ethics; Management; Social Enterprise; Investment; Stocks; Energy Industry; Green Technology Industry; United States; Europe
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      Heese, Jonas, Joseph Pacelli, and James Barnett. "Accounting Outages at Plug Power? (A)." Harvard Business School Case 124-009, August 2023. (Revised October 2024.)
      • August 2023 (Revised October 2024)
      • Supplement

      Accounting Outages at Plug Power? (B)

      By: Jonas Heese, Joseph Pacelli and James Barnett
      The case is set in spring 2021, immediately after Plug Power made financial restatements dating back to 2018. The case describes the restatements, which revealed that Plug was reclassifying expense items to boost gross profits. View Details
      Keywords: Environmental Accounting; Financial Reporting; Ethics; Profit; Management; Social Enterprise; Energy Industry; Green Technology Industry; United States; Europe
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      Heese, Jonas, Joseph Pacelli, and James Barnett. "Accounting Outages at Plug Power? (B)." Harvard Business School Supplement 124-018, August 2023. (Revised October 2024.)
      • July 2023 (Revised October 2024)
      • Case

      Revenue Recognition at Stride Funding: Making Sense of Revenues for a Fintech Startup

      By: Paul M. Healy and Jung Koo Kang
      The case explores the challenges of revenue recognition and financial reporting for Stride Funding (Stride), a fintech startup that has disrupted the student loan market. Stride leveraged proprietary machine learning and financial models to underwrite alternative... View Details
      Keywords: Revenue Recognition; Financial Reporting; Entrepreneurial Finance; Business Startups; Growth and Development Strategy; Governance Compliance; Accrual Accounting; Financial Services Industry; United States
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      Healy, Paul M., and Jung Koo Kang. "Revenue Recognition at Stride Funding: Making Sense of Revenues for a Fintech Startup." Harvard Business School Case 124-015, July 2023. (Revised October 2024.)
      • 2025
      • Working Paper

      Managing Remote Work Quality: Evidence from Auditing Management Systems Standards

      By: Ashley Palmarozzo, Michael W. Toffel and Melissa Ouellet
      Remote work has become more common, providing operational flexibility and productivity benefits, but questions remain about whether and how it affects work quality. We investigate the quality effects of remote work in a context in which remote work separates workers... View Details
      Keywords: Audit; Auditing; Remote Work; Compliance; Assessment; Environment; Management Systems; Quality Management; Quality Management System; Quality; Operations; Supply Chain Management; Environmental Management; Safety
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      Palmarozzo, Ashley, Michael W. Toffel, and Melissa Ouellet. "Managing Remote Work Quality: Evidence from Auditing Management Systems Standards." Harvard Business School Working Paper, No. 24-002, July 2023. (Revised February 2025.)
      • July 2023 (Revised November 2023)
      • Supplement

      Equity Restructuring at Dell Technologies: Buy Out, Buy Up, Buy In (B)

      By: Stuart C. Gilson and Sarah L. Abbott
      Following Dell’s return to the public market in 2018, the company’s stock underperformed. In June 2020, the Wall Street Journal reported that Dell was exploring various options with respect to its majority stake in the virtualization software company VMware. View Details
      Keywords: Recapitalization; Reverse Merger; Spin Off; Public Ownership; Restructuring; Technology Industry; United States
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      Gilson, Stuart C., and Sarah L. Abbott. "Equity Restructuring at Dell Technologies: Buy Out, Buy Up, Buy In (B)." Harvard Business School Supplement 224-006, July 2023. (Revised November 2023.)
      • June 2023 (Revised June 2023)
      • Supplement

      Roche: Innovation and Access to Healthcare

      By: George Serafeim
      In May 2022, Roche Group, one of the largest healthcare companies in the world, hosted its first investor event focused exclusively on its efforts to impact access to healthcare. While Roche had recently set an ambitious goal to double the number of patients that had... View Details
      Keywords: ESG (Environmental, Social, Governance) Performance; Sustainable Finance; Growth Strategy And Execution; Sustainability Targets; Impact Evaluation; Healthcare Access; Healthcare Innovation; Healthcare Systems; Healthcare Operations; Finance; Strategy; Health Testing and Trials; Health Care and Treatment; Growth Management; Measurement and Metrics; Innovation Strategy; Corporate Social Responsibility and Impact; Health Industry; Pharmaceutical Industry; Switzerland; North America; Europe; Asia; Latin America; Africa
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      Serafeim, George. "Roche: Innovation and Access to Healthcare." Harvard Business School Multimedia/Video Supplement 123-713, June 2023. (Revised June 2023.)
      • 2024
      • Working Paper

      Second- versus Third-party Audit Quality: Evidence from Global Supply Chain Monitoring

      By: Maria R. Ibanez, Ashley Palmarozzo, Jodi L. Short and Michael W. Toffel
      Capitalizing on the superior credibility and flexibility and potential lower cost of external assessments, many global buyers are relying less on their own employee (“second-party”) auditors and more on third-party auditors to monitor and prevent environmental and... View Details
      Keywords: Auditing; Audit Quality; Working Conditions; Sustainability; Empirical Operations; Empirical Service Operations; Sustainability Management; Corporate Accountability; Corporate Social Responsibility and Impact; Supply Chain Management
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      Ibanez, Maria R., Ashley Palmarozzo, Jodi L. Short, and Michael W. Toffel. "Second- versus Third-party Audit Quality: Evidence from Global Supply Chain Monitoring." Working Paper, August 2024.
      • June 2023 (Revised September 2023)
      • Simulation

      Managing the Customer Journey Marketing Simulation: Adobe's Data-Driven Operating Model (DDOM)

      By: Sunil Gupta, Rajiv Lal and Celine Chammas
      Adobe started monitoring Annual Recurring Revenue (ARR), one of its primary metrics, when it shifted from selling its software in a box to selling the software as a subscription-based cloud service. They wanted to know when, where, and how much to invest in marketing.... View Details
      Keywords: Customer Acquisition; Customer Journey; Marketing Strategy; Marketing; Customer Focus and Relationships; Budgets and Budgeting
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      Gupta, Sunil, Rajiv Lal, and Celine Chammas. "Managing the Customer Journey Marketing Simulation: Adobe's Data-Driven Operating Model (DDOM)." Harvard Business School Simulation 523-714, June 2023. (Revised September 2023.) (Click here to purchase the Simulation.)
      • June 2023
      • Case

      Accounting for Loan Losses at JPMorgan Chase: Predicting Credit Costs

      By: Jonas Heese, Jung Koo Kang and James Weber
      The case examines the accounting for loan losses at a large bank, how a bank sets its Allowance for Loan and Lease Losses (ALLL) on its financial statements. ALLL, and the rules that set them, determine when banks would and would not extend loans, which significantly... View Details
      Keywords: Accounting Standards; Accrual Accounting; Financial Statements; Financial Reporting; Banks and Banking; Financing and Loans; Banking Industry; United States
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      Heese, Jonas, Jung Koo Kang, and James Weber. "Accounting for Loan Losses at JPMorgan Chase: Predicting Credit Costs." Harvard Business School Case 123-042, June 2023.
      • 2023
      • Working Paper

      ESG: From Process to Product

      By: George Serafeim
      ESG measurement, analysis, management, and communication is a process that the financial industry has turned into a product, resulting in many investment funds using the ESG label. This has caused confusion, generating demand for a framework that defines... View Details
      Keywords: ESG; ESG (Environmental, Social, Governance) Performance; ESG Ratings; ESG Reporting; Investment Fund; Investment; Corporate Social Responsibility and Impact; Financial Services Industry
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      Serafeim, George. "ESG: From Process to Product." Harvard Business School Working Paper, No. 23-069, May 2023.
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