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      • February 2023 (Revised March 2025)
      • Case

      Graphic Packaging: Project Cowboy (A)

      By: Benjamin C. Esty and E. Scott Mayfield
      In July 2019, Graphic Packaging CEO Michael Doss was proposing a $600 million investment in a new machine to produce coated recycled board (CRB), a type of paper packaging used for consumer products (cups, cereal boxes, beverage boxes, etc.) that utilized recycled... View Details
      Keywords: Capital Budgeting; Growth Management; Demand and Consumers; Duopoly and Oligopoly; Competitive Strategy; Competitive Advantage; Expansion; Value Creation; Supply and Industry; Pulp and Paper Industry; Manufacturing Industry; United States; North America
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      Esty, Benjamin C., and E. Scott Mayfield. "Graphic Packaging: Project Cowboy (A)." Harvard Business School Case 223-009, February 2023. (Revised March 2025.)
      • February 2023
      • Supplement

      Graphic Packaging: Project Cowboy (A) Courseware

      By: Benjamin C. Esty and Scott Mayfield
      In July 2019, Graphic Packaging CEO Michael Doss was proposing a $600 million investment in a new machine to produce coated recycled board (CRB), a type of paper packaging used for consumer products (cups, cereal boxes, beverage boxes, etc.) that utilized recycled... View Details
      Keywords: Capital Budgeting; Growth Management; Demand and Consumers; Duopoly and Oligopoly; Competitive Strategy; Competitive Advantage; Expansion; Value Creation; Supply and Industry; Pulp and Paper Industry; Manufacturing Industry; United States; North America
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      Esty, Benjamin C., and Scott Mayfield. "Graphic Packaging: Project Cowboy (A) Courseware." Harvard Business School Spreadsheet Supplement 223-709, February 2023.
      • 2023
      • Working Paper

      Distributionally Robust Causal Inference with Observational Data

      By: Dimitris Bertsimas, Kosuke Imai and Michael Lingzhi Li
      We consider the estimation of average treatment effects in observational studies and propose a new framework of robust causal inference with unobserved confounders. Our approach is based on distributionally robust optimization and proceeds in two steps. We first... View Details
      Keywords: AI and Machine Learning; Mathematical Methods
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      Bertsimas, Dimitris, Kosuke Imai, and Michael Lingzhi Li. "Distributionally Robust Causal Inference with Observational Data." Working Paper, February 2023.
      • January–February 2023
      • Article

      Forecasting COVID-19 and Analyzing the Effect of Government Interventions

      By: Michael Lingzhi Li, Hamza Tazi Bouardi, Omar Skali Lami, Thomas Trikalinos, Nikolaos Trichakis and Dimitris Bertsimas
      We developed DELPHI, a novel epidemiological model for predicting detected cases and deaths in the prevaccination era of the COVID-19 pandemic. The model allows for underdetection of infections and effects of government interventions. We have applied DELPHI across more... View Details
      Keywords: COVID-19 Pandemic; Epidemics; Analytics and Data Science; Health Pandemics; AI and Machine Learning; Forecasting and Prediction
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      Li, Michael Lingzhi, Hamza Tazi Bouardi, Omar Skali Lami, Thomas Trikalinos, Nikolaos Trichakis, and Dimitris Bertsimas. "Forecasting COVID-19 and Analyzing the Effect of Government Interventions." Operations Research 71, no. 1 (January–February 2023): 184–201.
      • Other Article

      Introduction

      By: Stefano Brusoni, Joachim Henkel, Michael G Jacobides, Samina Karim, Alan MacCormack, Phanish Puranam and Melissa Schilling
      In 2000, Carliss Baldwin and Kim Clark published Design Rules: The Power of Modularity, a book that introduced new ways of understanding and explaining the architecture of complex systems. This Special Issue of Industrial and Corporate Change celebrates... View Details
      Keywords: Complex Systems; Industry Structure; Systems Design; Complexity; Organizational Design; Competitive Strategy; Innovation and Management
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      Brusoni, Stefano, Joachim Henkel, Michael G Jacobides, Samina Karim, Alan MacCormack, Phanish Puranam, and Melissa Schilling. "Introduction." Special Issue on The Power of Modularity: Twenty Years of Design Rules. Industrial and Corporate Change 32, no. 1 (February 2023): 1–10.
      • 2023
      • White Paper

      Managing Workforce Risk in an Era of Unpredictability and Disruption

      By: Joseph B. Fuller, Michael Griffiths, Reem Janho, Michael Stephan, Carey Oven, Keri Calagna, George Fackler, Robin Jones, Sue Cantrell and Zac Shaw
      Keywords: Employees; Human Capital; Risk and Uncertainty; Talent and Talent Management
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      Fuller, Joseph B., Michael Griffiths, Reem Janho, Michael Stephan, Carey Oven, Keri Calagna, George Fackler, Robin Jones, Sue Cantrell, and Zac Shaw. "Managing Workforce Risk in an Era of Unpredictability and Disruption." White Paper, February 2023.
      • January 2023 (Revised June 2024)
      • Case

      Zaoui & Co. (A): Consigliere for High Stakes M&A Transactions

      By: Ashish Nanda, Alex Kitsberg and Zack Kurtovich
      In September 2019, Zaoui & Co.’s close-knit team of professionals convened for their annual off-site. In its nine years of operation, the boutique investment bank founded by the brothers Michael (HBS ’83) and Yoel Zaoui (Stanford GSB ’88), had garnered a track record... View Details
      Keywords: Professional Service Firm; Entrepreneurship; Finance; Strategy; Investment Banking; Organizational Change and Adaptation; Growth and Development Strategy; Europe; United Kingdom
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      Nanda, Ashish, Alex Kitsberg, and Zack Kurtovich. "Zaoui & Co. (A): Consigliere for High Stakes M&A Transactions." Harvard Business School Case 723-399, January 2023. (Revised June 2024.)
      • January 2023 (Revised June 2024)
      • Supplement

      Zaoui & Co. (B): Executing the Odyssey SPAC Transaction

      By: Ashish Nanda, Alex Kitsberg and Zack Kurtovich
      In September 2019, founding partners Michael and Yoel Zaoui decided to add principal investing to Zaoui & Co.’s offerings. The case outlines how, over the next two years, Zaoui & Co. pursued the formation of a SPAC, Odyssey Acquisitions, followed by the identification... View Details
      Keywords: Finance; Investment Banking; SPACs; M&A; Strategy; Entrepreneurship; Europe; United Kingdom
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      Nanda, Ashish, Alex Kitsberg, and Zack Kurtovich. "Zaoui & Co. (B): Executing the Odyssey SPAC Transaction." Harvard Business School Supplement 723-400, January 2023. (Revised June 2024.)
      • 13 Jan 2023 - 14 Jan 2023
      • Conference Presentation

      India’s Quest for Sustainable Growth in a New Global Reality:: The Need for a Region- and Sector-Driven Approach

      By: Christian H.M. Ketels and Michael E. Porter
      Keywords: Sustainable Growth; Economic Development; Economic Growth; Developing Countries and Economies; Employment; India
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      Ketels, Christian H.M., and Michael E. Porter. "India’s Quest for Sustainable Growth in a New Global Reality: The Need for a Region- and Sector-Driven Approach." Paper presented at the 2nd Global Conference on Regional Development, Talent Institute and Tsinghua University, School of Public Policy and Management, Shenzen, China, January 13–14, 2023.
      • January 2023
      • Supplement

      Global Sourcing at Nike

      By: Nien-hê Hsieh and Michael W. Toffel
      Powerpoint Supplement for “Global Sourcing at Nike,” HBS No. 619-008 View Details
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      Hsieh, Nien-hê, and Michael W. Toffel. "Global Sourcing at Nike." Harvard Business School PowerPoint Supplement 623-709, January 2023.
      • January 11, 2023
      • Article

      Russia and Ukraine Are Not Ready for Talks: But They Might Get There If Ukraine Keeps Winning

      By: James K. Sebenius and Michael Singh
      While there are many calls for negotiation between Ukraine and Russia to end their war, there does now (early 2023) not appear to be a zone of possible agreement (ZOPA), since each side's best no-agreement option ("BATNA") likely appears superior to any mutually... View Details
      Keywords: Diplomacy; Agreements; Ukraine; International Relations; War; Negotiation; Ukraine; Russia
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      Sebenius, James K., and Michael Singh. "Russia and Ukraine Are Not Ready for Talks: But They Might Get There If Ukraine Keeps Winning." ForeignAffairs.com (January 11, 2023).
      • January 2023 (Revised January 2024)
      • Teaching Note

      Shanty Real Estate: Teaching Note

      By: Michael Luca, Jesse M. Shapiro and Nathan Sun
      Teaching note to Prof. Luca and Prof. Shapiro's Shanty Real Estate Case. View Details
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      Luca, Michael, Jesse M. Shapiro, and Nathan Sun. "Shanty Real Estate: Teaching Note." Harvard Business School Teaching Note 923-031, January 2023. (Revised January 2024.) (Teaching Note for HBS Case Nos. 923-016, 923-017, 923-018, 923-019, 923-020, 923-021, 923-022, and 923-023.)
      • January 2023
      • Article

      Calculators for Women: When Identity-Based Appeals Backfire

      By: Tami Kim, Kate Barasz, Michael I. Norton and Leslie K. John
      From “Chick Beer” to “Dryer Sheets for Men,” identity-based labeling is frequently deployed by marketers to appeal to specific target markets. Yet such identity appeals can backfire, alienating the very consumers they aim to attract. We theorize and empirically... View Details
      Keywords: Categorization Threat; Stereotypes; Identity; Labels; Gender; Perception; Consumer Behavior
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      Kim, Tami, Kate Barasz, Michael I. Norton, and Leslie K. John. "Calculators for Women: When Identity-Based Appeals Backfire." Special Issue on Racism and Discrimination in the Marketplace edited by Samantha N. N. Cross and Stephanie Dellande. Journal of the Association for Consumer Research 8, no. 1 (January 2023): 72–82.
      • January–February 2023
      • Article

      Data-Driven COVID-19 Vaccine Development for Janssen

      By: Dimitris Bertsimas, Michael Lingzhi Li, Xinggang Liu, Jennings Xu and Najat Khan
      The COVID-19 pandemic has spurred extensive vaccine research worldwide. One crucial part of vaccine development is the phase III clinical trial that assesses the vaccine for safety and efficacy in the prevention of COVID-19. In this work, we enumerate the first... View Details
      Keywords: COVID-19; Health Testing and Trials; Forecasting and Prediction; AI and Machine Learning; Research; Pharmaceutical Industry
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      Bertsimas, Dimitris, Michael Lingzhi Li, Xinggang Liu, Jennings Xu, and Najat Khan. "Data-Driven COVID-19 Vaccine Development for Janssen." INFORMS Journal on Applied Analytics 53, no. 1 (January–February 2023): 70–84.
      • 2023
      • Article

      Experimental Evaluation of Individualized Treatment Rules

      By: Kosuke Imai and Michael Lingzhi Li
      The increasing availability of individual-level data has led to numerous applications of individualized (or personalized) treatment rules (ITRs). Policy makers often wish to empirically evaluate ITRs and compare their relative performance before implementing them in a... View Details
      Keywords: Causal Inference; Heterogeneous Treatment Effects; Precision Medicine; Uplift Modeling; Analytics and Data Science; AI and Machine Learning
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      Imai, Kosuke, and Michael Lingzhi Li. "Experimental Evaluation of Individualized Treatment Rules." Journal of the American Statistical Association 118, no. 541 (2023): 242–256.
      • 2023
      • Chapter

      Generalized Matching: Contracts and Networks

      By: John William Hatfield, Ravi Jagadeesan, Scott Duke Kominers, Alexandru Nichifor, Michael Ostrovsky, Alexander Teytelboym and Alexander Westkamp
      Keywords: Matching; Matching With Contracts; Matching Markets; Matching Platform; Market Design; Digital Platforms; Economics; Networks
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      Hatfield, John William, Ravi Jagadeesan, Scott Duke Kominers, Alexandru Nichifor, Michael Ostrovsky, Alexander Teytelboym, and Alexander Westkamp. "Generalized Matching: Contracts and Networks." Chap. 14 in Online and Matching-Based Market Design, edited by Federico Echenique, Nicole Immorlica, and Vijay Vazirani, 303–322. Cambridge University Press, 2023.
      • December 2022 (Revised October 2023)
      • Supplement

      Driving Decarbonization at BMW – Student Spreadsheet Supplement

      By: Shirley Lu, George Serafeim and Michael W. Toffel
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      Lu, Shirley, George Serafeim, and Michael W. Toffel. "Driving Decarbonization at BMW – Student Spreadsheet Supplement." Harvard Business School Spreadsheet Supplement 123-708, December 2022. (Revised October 2023.)
      • December 2022
      • Supplement

      Driving Decarbonization at BMW - Video Supplement

      By: Shirley Lu, George Serafeim and Michael W. Toffel
      Videos of Thomas Becker, Vice President of Sustainability and Mobility at BMW Group, in support of the case "Driving Decarbonization at BMW" (HBS No. 123-008) View Details
      Keywords: Decarbonization; Auto Manufacturing; Carbon Accounting; Accounting; Environmental Accounting; Energy; Environmental Management; Climate Change; Environmental Sustainability; Pollution; Product; Supply Chain; Supply Chain Management; Production; Product Design; Transportation; Transportation Industry; Europe; United States; China
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      Lu, Shirley, George Serafeim, and Michael W. Toffel. "Driving Decarbonization at BMW - Video Supplement." Harvard Business School Multimedia/Video Supplement 123-706, December 2022.
      • December 2022
      • Article

      The Contribution of Price Growth to Pharmaceutical Revenue Growth in the United States: Evidence from Medicines Sold in Retail Pharmacies

      By: Pragya Kakani, Michael Chernew and Amitabh Chandra
      Context: To what extent does pharmaceutical revenue growth depend on new medicines versus increasing prices for existing medicines? Moreover, does using list prices, as is commonly done, instead of prices net of confidential rebates offered by manufacturers, which are... View Details
      Keywords: Revenue; Price; Policy; Business Strategy; Pharmaceutical Industry
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      Kakani, Pragya, Michael Chernew, and Amitabh Chandra. "The Contribution of Price Growth to Pharmaceutical Revenue Growth in the United States: Evidence from Medicines Sold in Retail Pharmacies." Journal of Health Politics, Policy and Law 47, no. 6 (December 2022): 629–648.
      • November 2022 (Revised March 2023)
      • Supplement

      JUUL and the Vaping Revolution: A 2022 Update

      By: Michael W. Toffel and Sarah Mehta
      This slide deck provides a brief update (2019-2022) on the rise and fall of JUUL Labs, the maker of the popular JUUL e-cigarette. View Details
      Keywords: Electronic Cigarettes; E-Cigarettes; Vaping; Nicotine Replacement; JUUL; Juuling; Government Regulation; Advertising; Advertising Campaigns; Digital Marketing; Customers; Innovation and Invention; Innovation Strategy; Marketing; Ethics; Brands and Branding; Marketing Communications; Marketing Strategy; Product Marketing; Corporate Social Responsibility and Impact; Social Issues; Technology Industry; California
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      Toffel, Michael W., and Sarah Mehta. "JUUL and the Vaping Revolution: A 2022 Update." Harvard Business School PowerPoint Supplement 623-012, November 2022. (Revised March 2023.)
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