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      • Faculty Publications  (229)

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      • June 2023
      • Supplement

      Applied Intuition (B)

      By: Andy Wu
      Applied Intuition CEO Qasar Younis shares his perspective on the company's growth opportunities, the future of the autonomy industry, and his personal observations on strategy and leadership in technology. View Details
      Keywords: Autonomous Vehicles; Software; Strategy; Competitive Strategy; Growth and Development Strategy; Valuation; Auto Industry; Technology Industry; California; Detroit
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      Wu, Andy. "Applied Intuition (B)." Harvard Business School Multimedia/Video Supplement 723-870, June 2023. (Click here to access this supplement.)
      • April 2023
      • Article

      Perceptions Related to Engaging in Non-driving Activities in an Automated Vehicle While Commuting: A Text Mining Approach

      By: Yilun Xing, Linda Ng Boyle, Raffaella Sadun, John D. Lee, Orit Shaer and Andrew Kun
      Automated vehicles (AVs) offer human operators the opportunity to participate in non-driving activities while on the move. In this study, we examined and compared drivers' perception of non-driving activities in two driving modes: highly AVs in the future and current... View Details
      Keywords: Perception; Behavior; Surveys; Auto Industry
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      Xing, Yilun, Linda Ng Boyle, Raffaella Sadun, John D. Lee, Orit Shaer, and Andrew Kun. "Perceptions Related to Engaging in Non-driving Activities in an Automated Vehicle While Commuting: A Text Mining Approach." Transportation Research Part F: Traffic Psychology and Behaviour 94 (April 2023): 305–320.
      • 2023
      • Working Paper

      Organizational Responses to Product Cycles

      By: Achyuta Adhvaryu, Vittorio Bassi, Anant Nyshadham, Jorge Tamayo and Nicolas Torres
      Product cycles entail the mass production of new—and often increasingly complex—products on a regular basis. How do firms manage these changes? We use granular daily data from a leading automobile manufacturer to study the organizational impacts of introducing new... View Details
      Keywords: Training; Organizational Change and Adaptation; Knowledge Management; Production; Product; Organizational Structure; Auto Industry; Argentina
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      Adhvaryu, Achyuta, Vittorio Bassi, Anant Nyshadham, Jorge Tamayo, and Nicolas Torres. "Organizational Responses to Product Cycles." Harvard Business School Working Paper, No. 23-061, March 2023. (Revise & Resubmit Journal of Political Economy.)
      • March 2023 (Revised January 2025)
      • Case

      Wilshire Lane Capital

      By: Jeffrey J. Bussgang, Lindsay N. Hyde and Stacy Straaberg
      In September 2021, Adam Demuyakor (MBA 2017) was faced with decisions about how to launch his venture capital (VC) investment firm. His previous investment activities were a series of angel investments and special purpose vehicles alongside two part-time general... View Details
      Keywords: Ownership Stake; Investment Funds; Venture Capital; Business and Shareholder Relations; Real Estate Industry; Technology Industry; Los Angeles; California; United States
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      Bussgang, Jeffrey J., Lindsay N. Hyde, and Stacy Straaberg. "Wilshire Lane Capital." Harvard Business School Case 823-062, March 2023. (Revised January 2025.)
      • March 2023
      • Case

      Woven Planet - Designing Software for the Car of the Future

      By: Gary P. Pisano and Catherine Piner
      Founded in 2021, Woven Planet Holdings—a subsidiary of Toyota Motor Corporation—was developing Arene, an automotive software platform consisting of an operating system, development and simulation tools, and a cloud-based service that could store and analyze vehicle... View Details
      Keywords: Technology; Automated Driving; Innovation; Organizational Culture; Applications and Software; Safety; Product Launch; Product; Auto Industry; Technology Industry
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      Pisano, Gary P., and Catherine Piner. "Woven Planet - Designing Software for the Car of the Future." Harvard Business School Case 623-064, March 2023.
      • February 2023
      • Article

      Climate Solutions Investments

      By: Alex Cheema-Fox, George Serafeim and Hui (Stacie) Wang
      An increasing number of companies are providing products and services that help reduce carbon emissions in the economy. We develop a methodology to identify those companies and create a sample of publicly listed climate solutions companies allowing us to study their... View Details
      Keywords: Decarbonization; Climate Finance; Climate Impact; Climate Risk; Environment; Sustainability; Carbon Emissions; Electric Vehicles; Energy; Renewables; Climate Change; Corporate Social Responsibility and Impact; Environmental Sustainability; Emerging Markets; Investment Portfolio
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      Cheema-Fox, Alex, George Serafeim, and Hui (Stacie) Wang. "Climate Solutions Investments." Journal of Portfolio Management 49, no. 3 (February 2023): 72–96.
      • January 28, 2023
      • Article

      Will We Blame Self-Driving Cars? A New Study Finds That People Are Likely to Hold Autonomous Vehicles Liable for Accidents Even When They’re Not at Fault

      By: Julian De Freitas
      Keywords: Technological Innovation; Legal Liability; Trust; Perception; Auto Industry
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      De Freitas, Julian. "Will We Blame Self-Driving Cars? A New Study Finds That People Are Likely to Hold Autonomous Vehicles Liable for Accidents Even When They’re Not at Fault." Wall Street Journal (January 28, 2023), C5.
      • January 2023 (Revised November 2024)
      • Case

      Autonomous Vehicles in 2022

      By: Christopher Stanton, William R. Kerr, Allison Ciechanover and Matt Higgins
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      Stanton, Christopher, William R. Kerr, Allison Ciechanover, and Matt Higgins. "Autonomous Vehicles in 2022." Harvard Business School Case 823-091, January 2023. (Revised November 2024.)
      • January 2023 (Revised June 2024)
      • Case

      Elon Musk at Tesla

      By: George Serafeim and Amram Migdal
      This case gives an overview of Elon Musk’s career arc through the lens of the 2003 founding of Tesla and its growth through 2022. Background information is included on Tesla’s unique strategic decisions, its operational and reputational struggles and successes, and the... View Details
      Keywords: Business Ventures; Decision Making; Design; Energy; Renewable Energy; Engineering; Entrepreneurship; Environmental Management; Climate Change; Environmental Sustainability; Green Technology; Values and Beliefs; Governance; Innovation and Invention; Innovation Leadership; Innovation Strategy; Leadership; Leadership Style; Management; Goals and Objectives; Organizations; Mission and Purpose; Society; Social Issues; Strategy; Transportation; Value; Auto Industry; Transportation Industry
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      Serafeim, George, and Amram Migdal. "Elon Musk at Tesla." Harvard Business School Case 123-044, January 2023. (Revised June 2024.)
      • 17 Nov 2023 - 20 Nov 2023
      • Conference Presentation

      Autopilot or Copilot? Label Mismarketing and Autonomous Vehicle Liability

      By: Stuti Agarwal and Julian De Freitas
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      Agarwal, Stuti, and Julian De Freitas. "Autopilot or Copilot? Label Mismarketing and Autonomous Vehicle Liability." Paper presented at the Society for Judgment and Decision Making Annual Meeting, San Francisco, CA, November 17–20, 2023.
      • November 2022 (Revised April 2025)
      • Teaching Note

      Driving Decarbonization at BMW

      By: Shirley Lu, George Serafeim and Michael W. Toffel
      Teaching note in support of the case "Driving Decarbonization at BMW" (HBS No. 123-008) View Details
      Keywords: Decarbonization; Environment; Sustainability; Carbon Accounting; Carbon; Carbon Abatement; Electric Vehicles; Automobiles; Transportation; Environmental Accounting; Accounting; Environmental Management; Environmental Sustainability; Strategy; Technological Innovation; Supply Chain; Business and Stakeholder Relations; Climate Change; Transportation Industry; Auto Industry; Germany; Europe; China; United States
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      Lu, Shirley, George Serafeim, and Michael W. Toffel. "Driving Decarbonization at BMW." Harvard Business School Teaching Note 123-049, November 2022. (Revised April 2025.)
      • October 2022 (Revised June 2024)
      • Case

      Driving Decarbonization at BMW

      By: Shirley Lu, George Serafeim and Michael W. Toffel
      The case describes BMW’s electrification and decarbonization strategy, and how the company measured carbon emissions throughout the life cycle of its vehicles and used tools like carbon abatement cost curves to evaluate decarbonization opportunities. In mid-2022,... View Details
      Keywords: Decarbonization; Climate Change; Environment; Sustainability; Carbon Accounting; Carbon; Carbon Abatement; Electric Vehicles; Automobiles; Transportation; Environmental Accounting; Environmental Management; Environmental Sustainability; Accounting; Strategy; Technological Innovation; Supply Chain; Business and Stakeholder Relations; Transportation Industry; Auto Industry; Battery Industry; Germany; China; United States; Europe
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      Lu, Shirley, George Serafeim, and Michael W. Toffel. "Driving Decarbonization at BMW." Harvard Business School Case 123-008, October 2022. (Revised June 2024.)
      • September 2022 (Revised May 2024)
      • Case

      Navya: Steering toward a Driverless Future

      By: Julian De Freitas, Elie Ofek, Shaun Ingledew and Tonia Labruyere
      In 2022, Sophie Desormière arrived at French roboshuttle producer Navya, tasked with charting a new course in a challenging sector. The company, which had recently listed on the Paris Stock Exchange, was burning through cash reserves and needed to transform the promise... View Details
      Keywords: Autonomous Vehicles; Market Entry and Exit; Opportunities; Governing Rules, Regulations, and Reforms; Consumer Behavior; Business Model; Auto Industry; Transportation Industry; France; United States
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      De Freitas, Julian, Elie Ofek, Shaun Ingledew, and Tonia Labruyere. "Navya: Steering toward a Driverless Future." Harvard Business School Case 523-046, September 2022. (Revised May 2024.)
      • September 2022
      • Article

      Drivers of Philanthropic Foundations in Emerging Markets: Family, Values and Spirituality

      By: Valeria Giacomin and Geoffrey Jones
      This article discusses the ethics and drivers of philanthropic foundations in emerging markets. A foundation organizes assets to invest in philanthropic initiatives. Previous scholarship has largely focused on developed countries, especially the United States, and has... View Details
      Keywords: Philanthropy; Foundations; Spirituality; Philanthropy and Charitable Giving; Social Enterprise; Emerging Markets; Values and Beliefs; Africa; Asia; Latin America; Middle East
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      Giacomin, Valeria, and Geoffrey Jones. "Drivers of Philanthropic Foundations in Emerging Markets: Family, Values and Spirituality." Journal of Business Ethics 180, no. 1 (September 2022): 263–282. (https://doi.org/10.1007/s10551-021-04875-4.)
      • July 2022 (Revised October 2022)
      • Case

      Nestlé, Shared Value and KitKat Diplomacy

      By: Geoffrey G. Jones and Sabine Pitteloud
      The case revolves around the decision on March 23, 2022 by Mark Schneider, the chief executive of Swiss-based Nestlé, to withdraw the emblematic Kit Kat chocolate bar from sales in Russia in response to the invasion of Ukraine in the previous month, although not its... View Details
      Keywords: Shared Value; Corporate Social Responsibility and Impact; Globalized Economies and Regions; Ethics; War; Social Issues
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      Jones, Geoffrey G., and Sabine Pitteloud. "Nestlé, Shared Value and KitKat Diplomacy." Harvard Business School Case 323-018, July 2022. (Revised October 2022.)
      • June 2022
      • Case

      PFA Pensions: The Climate Plus Product

      By: Daniel Green, Victoria Ivashina and Alys Ferragamo
      The case explores whether alternative investments play a unique role in achieving low carbon dioxide emissions at the portfolio level. This case is set in April of 2020 and follows Kasper Ahrndt Lorenzen, Chief Investment Officer, and Peter Tind Larsen, Head of... View Details
      Keywords: Carbon Emissions; Carbon Footprint; Alternative Assets; Alternative Investment Vehicles; Pension Fund Investing; Private Equity; Renewable Energy; Investment Portfolio; Corporate Social Responsibility and Impact; Environmental Sustainability; Denmark
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      Green, Daniel, Victoria Ivashina, and Alys Ferragamo. "PFA Pensions: The Climate Plus Product." Harvard Business School Case 222-088, June 2022.
      • Article

      Multitasking While Driving: A Time Use Study of Commuting Knowledge Workers to Assess Current and Future Uses

      By: Thomaz Teodorovicz, Andrew L. Kun, Raffaella Sadun and Orit Shaer
      Commuting has enormous impact on individuals, families, organizations, and society. Advances in vehicle automation may help workers employ the time spent commuting in productive work-tasks or wellbeing activities. To achieve this goal, however, we need to develop a... View Details
      Keywords: In-vehicle User Interfaces; Time-use Study; Automated Vehicles; Knowledge Workers; Commuting
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      Teodorovicz, Thomaz, Andrew L. Kun, Raffaella Sadun, and Orit Shaer. "Multitasking While Driving: A Time Use Study of Commuting Knowledge Workers to Assess Current and Future Uses." International Journal of Human-Computer Studies 162 (June 2022).
      • April 2022
      • Case

      NIO: A Chinese EV Company's Global Strategy

      By: William C. Kirby, Shu Lin and Noah B. Truwit
      Founded in November 2014 and based in Shanghai, NIO designed, jointly manufactured, and sold premium “smart” EVs. Its mission was to “shape a joyful lifestyle by offering high-performance smart electric vehicles and being the best user enterprise. At NIO Day 2021,... View Details
      Keywords: Electric Vehicles; Expansion; Technological Innovation; Market Entry and Exit; Competitive Strategy; Consumer Behavior; Green Technology; Auto Industry; China; Europe; Norway
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      Kirby, William C., Shu Lin, and Noah B. Truwit. "NIO: A Chinese EV Company's Global Strategy." Harvard Business School Case 322-106, April 2022.
      • March 2022 (Revised November 2023)
      • Case

      Doubling Down: Elon Musk's Big Bets in 2022

      By: David Yoffie and Daniel Fisher
      2021 was a banner year for Elon Musk. CEO of the electric vehicle manufacturer Tesla, the aerospace manufacturer SpaceX, and a few smaller startups, Musk became the richest person on Earth after Tesla reached a market capitalization of $1 trillion and SpaceX a private... View Details
      Keywords: Innovation and Management; Competitive Advantage; Competitive Strategy; Information Infrastructure; Applications and Software; Transportation; Strategic Planning; Leadership Style; Leading Change; Goals and Objectives; Aerospace Industry; Auto Industry; Battery Industry; United States; Europe; China
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      Yoffie, David, and Daniel Fisher. "Doubling Down: Elon Musk's Big Bets in 2022." Harvard Business School Case 722-439, March 2022. (Revised November 2023.)
      • March 2022 (Revised February 2024)
      • Case

      Applied Intuition: Powering Autonomy

      By: Andy Wu, Rocio Wu and Matt Higgins
      Applied Intuition, a leader in autonomous vehicle simulation software, has just closed on a $175 million round of Series D financing that values the four-year-old firm at $3.6 billion. With the immediate future secure, CEO Qasar Younis must now chart a strategic course... View Details
      Keywords: Autonomous Vehicles; Software; Strategy; Competitive Strategy; Growth and Development Strategy; Valuation; Auto Industry; Technology Industry; California; Detroit
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      Wu, Andy, Rocio Wu, and Matt Higgins. "Applied Intuition: Powering Autonomy." Harvard Business School Case 722-407, March 2022. (Revised February 2024.)
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