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      • December 2022 (Revised May 2023)
      • Case

      Iberdrola: Leading the Energy Revolution

      By: Juan Alcácer and Emer Moloney
      At the end of 2019, Ignacio Galán, the Chairman and CEO of the world's third largest utility, Iberdrola, reflected on his almost 20 years at the company. He managed a portfolio of three very different businesses, each with their own specific opportunities and... View Details
      Keywords: Energy; Energy Generation; Energy Sources; Non-Renewable Energy; Renewable Energy; Engineering; Innovation and Management; Innovation Leadership; Innovation Strategy; Technological Innovation; Leadership; Growth and Development Strategy; Market Timing; Industry Growth; Mission and Purpose; Strategy; Energy Industry; Green Technology Industry; Utilities Industry; Transportation Industry; Auto Industry; Spain; United Kingdom; United States; Brazil; Mexico
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      Alcácer, Juan, and Emer Moloney. "Iberdrola: Leading the Energy Revolution." Harvard Business School Case 723-398, December 2022. (Revised May 2023.)
      • December 2022 (Revised June 2023)
      • Case

      Hacking the U.S. Election: Russia's Misinformation Campaign

      By: Shikhar Ghosh
      The case discusses the relatively low technology approach used by Russia to influence the U.S. Presidential Election in 2016. Although political parties manipulating the media was not a new phenomenon, the Russians ran a broad, well-financed, and sophisticated social... View Details
      Keywords: Political Elections; International Relations; Social Media; Power and Influence; Information; Russia; United States
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      Ghosh, Shikhar. "Hacking the U.S. Election: Russia's Misinformation Campaign." Harvard Business School Case 823-043, December 2022. (Revised June 2023.)
      • 2022
      • Chapter

      Corporate Misconduct’s Relevance to Society through Everyday Misconduct

      By: Eugene Soltes
      Terms like "corporate misconduct" and "white-collar crime" typically bring to mind major scandals like Enron or Bernie Madoff. This popular perception overlooks another important—and in fact much more typical—type of deviance: "everyday misconduct." Everyday misconduct... View Details
      Keywords: Research; Crime and Corruption; Society
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      Soltes, Eugene. "Corporate Misconduct’s Relevance to Society through Everyday Misconduct." Chap. 2 in A Research Agenda for Financial Crime, edited by Barry Rider, 31–48. Edward Elgar Publishing, 2022.
      • December 2022
      • Article

      Entry Points: Gaining Momentum in Early-Stage Cross-Boundary Collaborations

      By: Eva Flavia Martínez Orbegozo, Jorrit de Jong, Hannah Riley Bowles, Amy Edmondson, Anahide Nahhal and Lisa Cox
      To address complex social challenges, it is widely recognized that leaders from public, for-profit, and civic organizations should join forces. Yet, well-intended collaborators often struggle to achieve alignment and fail to gain traction in their joint efforts. This... View Details
      Keywords: Groups and Teams; Social and Collaborative Networks; Goals and Objectives
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      Orbegozo, Eva Flavia Martínez, Jorrit de Jong, Hannah Riley Bowles, Amy Edmondson, Anahide Nahhal, and Lisa Cox. "Entry Points: Gaining Momentum in Early-Stage Cross-Boundary Collaborations." Journal of Applied Behavioral Science 58, no. 4 (December 2022): 595–645.
      • December 2022 (Revised February 2025)
      • Module Note

      How Do You Compete and Cooperate? Understanding Strategic Interactions

      By: Jorge Tamayo
      This module examines how firms interact strategically, both competitively and cooperatively, as they create and capture value. Although the module focuses on strategic interactions between competitors, an organization's relationships with buyers, suppliers, and... View Details
      Keywords: Competitive Strategy; Cooperation; Value Creation; Business and Stakeholder Relations
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      Tamayo, Jorge. "How Do You Compete and Cooperate? Understanding Strategic Interactions." Harvard Business School Module Note 723-406, December 2022. (Revised February 2025.)
      • December 2022
      • Article

      I Don't 'Recall': The Decision to Delay Innovation Launch to Avoid Costly Product Failure

      By: Byungyeon Kim, Oded Koenigsberg and Elie Ofek
      Innovations embody novel features or cutting-edge components aimed at delivering desired customer benefits. Oftentimes, however, we observe the need to recall new products shortly after their introduction. Indeed, a firm may rush an innovation to market in an attempt... View Details
      Keywords: Innovation Management; Innovation And Strategy; Product Development Strategy; Product Introduction; Quality Control; Product Recalls; Game Theory; Market Timing; Innovation Strategy; Product Launch; Product Development
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      Kim, Byungyeon, Oded Koenigsberg, and Elie Ofek. "I Don't 'Recall': The Decision to Delay Innovation Launch to Avoid Costly Product Failure." Management Science 68, no. 12 (December 2022): 8889–8908.
      • 2022
      • Article

      OpenXAI: Towards a Transparent Evaluation of Model Explanations

      By: Chirag Agarwal, Satyapriya Krishna, Eshika Saxena, Martin Pawelczyk, Nari Johnson, Isha Puri, Marinka Zitnik and Himabindu Lakkaraju
      While several types of post hoc explanation methods have been proposed in recent literature, there is very little work on systematically benchmarking these methods. Here, we introduce OpenXAI, a comprehensive and extensible opensource framework for evaluating and... View Details
      Keywords: Measurement and Metrics; Analytics and Data Science
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      Agarwal, Chirag, Satyapriya Krishna, Eshika Saxena, Martin Pawelczyk, Nari Johnson, Isha Puri, Marinka Zitnik, and Himabindu Lakkaraju. "OpenXAI: Towards a Transparent Evaluation of Model Explanations." Advances in Neural Information Processing Systems (NeurIPS) (2022).
      • November 2022 (Revised March 2023)
      • Case

      OneSmart

      By: Nien-he Hsieh, Meg Rithmire and Shu Lin
      At the end of 2021, Xi “Steve” Zhang was facing an existential crisis for himself and his business. OneSmart was a premium educational company founded in 2008 offering K-12 afterschool tutoring for students nationwide under a number of brands. The company was founded... View Details
      Keywords: Governing Rules, Regulations, and Reforms; Crisis Management; Failure; Education Industry; China
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      Hsieh, Nien-he, Meg Rithmire, and Shu Lin. "OneSmart." Harvard Business School Case 723-017, November 2022. (Revised March 2023.)
      • November 2022 (Revised March 2024)
      • Case

      Replika AI: Monetizing a Chatbot

      By: Julian De Freitas and Nicole Tempest Keller
      In early 2018, Eugenia Kuyda, co-founder and CEO of San Francisco-based chatbot Replika AI, was deciding how to monetize the app she had built. Launched in 2017, Replika was a consumer AI “companion app” developed by a team of AI software engineers originally based in... View Details
      Keywords: Mental Health; Subscriber Models; TAM; Monetization Strategy; Marketing Strategy; Product Marketing; AI and Machine Learning; Applications and Software; Product Positioning; Health Disorders; Technology Industry
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      De Freitas, Julian, and Nicole Tempest Keller. "Replika AI: Monetizing a Chatbot." Harvard Business School Case 523-016, November 2022. (Revised March 2024.)
      • 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.)
      • November 2022 (Revised March 2023)
      • Supplement

      JUUL and the Vaping Revolution: A 2022 Update

      By: Michael W. Toffel and Sarah Mehta
      This case 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 Supplement 623-011, November 2022. (Revised March 2023.)
      • November 2022
      • Case

      Ajax Health: A New Model for Medical Technology Innovation

      By: Regina E. Herzlinger and Ben Creo
      This case teaches key success factors for both startup and established MedTech firms. It examines how to structure a firm to maximize innovation and financial returns with organizational structures that better align the incentives for the different skill sets... View Details
      Keywords: Business Startups; Success; Innovation Strategy; Mergers and Acquisitions; Market Entry and Exit; Financial Strategy; Business Model; Partners and Partnerships; Entrepreneurship; Private Equity; Technology Industry; Medical Devices and Supplies Industry
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      Herzlinger, Regina E., and Ben Creo. "Ajax Health: A New Model for Medical Technology Innovation." Harvard Business School Case 323-043, November 2022.
      • November 2022
      • Case

      The Battle Among Channels for Marketing Pharmaceuticals: UpScript, Pharmacy Benefit Managers, and Direct-to-Consumer Sales

      By: Regina E. Herzlinger and Tiffany Farrell
      Can an online, direct-to-consumer pharmacy both improve the quality and speed of care for patients who need branded drugs and stabilize profits for pharmaceutical manufacturers? UpScript, after years spent achieving legal and regulatory compliance and simultaneous... View Details
      Keywords: DTC; Internet and the Web; Marketing Channels; Customer Value and Value Chain; Governing Rules, Regulations, and Reforms; Competitive Strategy; Service Delivery; Growth and Development Strategy; Pharmaceutical Industry; Health Industry; Retail Industry
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      Herzlinger, Regina E., and Tiffany Farrell. "The Battle Among Channels for Marketing Pharmaceuticals: UpScript, Pharmacy Benefit Managers, and Direct-to-Consumer Sales." Harvard Business School Case 323-031, November 2022.
      • November 2022 (Revised December 2024)
      • Course Overview Note

      The Entrepreneurial Manager: Spring 2025

      By: Christina Wallace and Jo Tango
      Every Harvard Business School first-year student enrolls in "The Entrepreneurial Manager," a course that focuses on leadership in entrepreneurial settings. This document outlines the course's goals and approach. View Details
      Keywords: Entrepreneurial Finance; Entrepreneurs; Founders; Entrepreneurship; Venture Capital; Leadership
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      Wallace, Christina, and Jo Tango. "The Entrepreneurial Manager: Spring 2025." Harvard Business School Course Overview Note 823-071, November 2022. (Revised December 2024.)
      • November 15, 2022
      • Article

      What Really Makes Toyota’s Production System Resilient

      By: Willy C. Shih
      Toyota has fared better than many of its competitors in riding out the supply chain disruptions of recent years. But focusing on how Toyota had stockpiled semiconductors and the problems of other manufacturers, some observers jumped to the conclusion that the era of... View Details
      Keywords: Supplier Relationships; Manufacturing; Supply Chain; Production; Auto Industry; United States; Japan
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      Shih, Willy C. "What Really Makes Toyota’s Production System Resilient." Harvard Business Review Digital Articles (November 15, 2022).
      • November 10, 2022
      • Article

      5 Ways Startups Can Prepare for a Recession

      By: Lou Shipley
      Startups face unique challenges during economic downturns. They typically aren’t yet profitable and so are reliant on outside funding—and therefore are especially exposed when macroeconomic conditions change. To make it through a recession, startup CEOs should hit the... View Details
      Keywords: Entrepreneurship; Organizational Culture; Sales; Customer Focus and Relationships; Decisions; Inflation and Deflation; Financial Crisis; Employee Relationship Management; Business Startups; Credit
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      Shipley, Lou. "5 Ways Startups Can Prepare for a Recession." Harvard Business Review Digital Articles (November 10, 2022).
      • 2022
      • Article

      A Human-Centric Take on Model Monitoring

      By: Murtuza Shergadwala, Himabindu Lakkaraju and Krishnaram Kenthapadi
      Predictive models are increasingly used to make various consequential decisions in high-stakes domains such as healthcare, finance, and policy. It becomes critical to ensure that these models make accurate predictions, are robust to shifts in the data, do not rely on... View Details
      Keywords: AI and Machine Learning; Research and Development; Demand and Consumers
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      Shergadwala, Murtuza, Himabindu Lakkaraju, and Krishnaram Kenthapadi. "A Human-Centric Take on Model Monitoring." Proceedings of the AAAI Conference on Human Computation and Crowdsourcing (HCOMP) 10 (2022): 173–183.
      • November–December 2022
      • Article

      Can AI Really Help You Sell?: It Can, Depending on When and How You Implement It

      By: Jim Dickie, Boris Groysberg, Benson P. Shapiro and Barry Trailer
      Many salespeople today are struggling; only 57% of them make their annual quotas, surveys show. One problem is that buying processes have evolved faster than selling processes, and buyers today can access a wide range of online resources that let them evaluate products... View Details
      Keywords: Sales; AI and Machine Learning; Customers
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      Dickie, Jim, Boris Groysberg, Benson P. Shapiro, and Barry Trailer. "Can AI Really Help You Sell? It Can, Depending on When and How You Implement It." Harvard Business Review 100, no. 6 (November–December 2022): 120–129.
      • October 2022 (Revised June 2025)
      • Case

      Lyra Health: Transforming Mental Health

      By: Rembrand Koning and Nicole Keller
      In January 2022, Lyra Health was deciding between several different alternatives to grow the business. Founded in 2015, Lyra Health, was a digital mental health platform that combined technology with human therapists and coaches to deliver high quality mental health... View Details
      Keywords: Mental Health; Health Care and Treatment; Corporate Entrepreneurship; Customer Value and Value Chain; Growth and Development Strategy; Expansion; Health Industry; Technology Industry; San Francisco
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      Koning, Rembrand, and Nicole Keller. "Lyra Health: Transforming Mental Health." Harvard Business School Case 723-365, October 2022. (Revised June 2025.)
      • October 2022 (Revised September 2023)
      • Case

      SolarWinds Confronts SUNBURST (A)

      By: Frank Nagle, George A. Riedel, William R. Kerr and David Lane
      On December 12, 2020, SolarWinds learned that malware had been inserted in its software, potentially granting hackers access to thousands and thousands of its 300,000 customers. General Counsel Jason Bliss needed to orchestrate the company response without knowing how... View Details
      Keywords: Cyberattacks; Cybersecurity; Corporate Disclosure; Crisis Management; Customer Focus and Relationships; Legal Liability; Information Technology Industry; United States
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      Nagle, Frank, George A. Riedel, William R. Kerr, and David Lane. "SolarWinds Confronts SUNBURST (A)." Harvard Business School Case 723-357, October 2022. (Revised September 2023.)
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