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- August 2023 (Revised August 2023)
- Case
Automating Morality: Ethics for Intelligent Machines
By: Joseph L. Badaracco Jr. and Tom Quinn
As autonomy became a more significant part of modern life – most notably in autonomous vehicles (AVs), such as Teslas – ethical debates about whether and how to impart ethics to machines heated up. Utilitarians pointed out that autonomous vehicles crashed much less...
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Keywords:
Cost vs Benefits;
Judgments;
Fairness;
Moral Sensibility;
Values and Beliefs;
Cross-Cultural and Cross-Border Issues;
Disruptive Innovation;
Technology Adoption;
Risk and Uncertainty;
Cognition and Thinking;
Auto Industry;
Technology Industry;
Africa;
Asia;
Europe;
North and Central America;
Oceania;
South America
- June 2023
- Supplement
Applied Intuition (A)
By: Andy Wu
Applied Intuition CEO Qasar Younis provides an overview of the automotive industry and the role of simulation software in the development of autonomous vehicles.
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Keywords:
Autonomous Vehicles;
Software;
Strategy;
Competitive Strategy;
Growth and Development Strategy;
Valuation;
Auto Industry;
Technology Industry;
California;
Detroit
Wu, Andy. "Applied Intuition (A)." Harvard Business School Multimedia/Video Supplement 723-869, June 2023. (Click here to access this supplement.)
- 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.
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Keywords:
Autonomous Vehicles;
Software;
Strategy;
Competitive Strategy;
Growth and Development Strategy;
Valuation;
Auto Industry;
Technology Industry;
California;
Detroit
Wu, Andy. "Applied Intuition (B)." Harvard Business School Multimedia/Video Supplement 723-870, June 2023. (Click here to access this supplement.)
- 2023
- Working Paper
Unselfish Alibis Increase Choices of Selfish Autonomous Vehicles
Human drivers routinely make implicit tradeoffs between their selfish interests and the safety of passengers, as when they perform a rolling stop in order to reach their destination faster. Here I explore whether they are comfortable with autonomous vehicles (AVs) that...
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De Freitas, Julian. "Unselfish Alibis Increase Choices of Selfish Autonomous Vehicles." Harvard Business School Working Paper, No. 23-043, February 2023.
- 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
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.
- 2023
- Working Paper
Public Perception and Autonomous Vehicle Liability
By: Julian De Freitas, Xilin Zhou, Margherita Atzei, Shoshana Boardman and Luigi Di Lillo
The deployment of autonomous vehicles (AVs) and the accompanying societal and economic benefits will greatly depend on how much liability AV firms will have to carry for accidents involving these vehicles, which in turn impacts their insurability and associated...
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Keywords:
Autonomous Vehicles;
Moral Judgment;
Liabilities;
Harm;
Insurance;
Moral Sensibility;
Legal Liability;
Risk and Uncertainty;
Technological Innovation;
Public Opinion
De Freitas, Julian, Xilin Zhou, Margherita Atzei, Shoshana Boardman, and Luigi Di Lillo. "Public Perception and Autonomous Vehicle Liability." Harvard Business School Working Paper, No. 23-036, January 2023. (Revised January 2023.)
- September 2022 (Revised December 2022)
- 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...
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Keywords:
Autonomous Vehicles;
Market Entry and Exit;
Opportunities;
Governing Rules, Regulations, and Reforms;
Consumer Behavior;
Business Model;
Auto Industry;
Transportation Industry;
France;
United States
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 December 2022.)
- March 2022 (Revised October 2022)
- 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...
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Keywords:
Autonomous Vehicles;
Software;
Strategy;
Competitive Strategy;
Growth and Development Strategy;
Valuation;
Auto Industry;
Technology Industry;
California;
Detroit
Wu, Andy, Rocio Wu, and Matt Higgins. "Applied Intuition: Powering Autonomy." Harvard Business School Case 722-407, March 2022. (Revised October 2022.)
- February 2022 (Revised March 2022)
- Case
National Electric Vehicles Sweden (NEVS): Materializing a Vision
By: Shane Greenstein and Elena Corsi
In 2021, the car manufacturer National Electric Vehicle Sweden (NEVS) faced the challenge of securing funding from its investor to launch an innovative mobility solution based on fleets of shared autonomous driving (AD) cars. The system was complex as it required the...
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Keywords:
Autonomous Vehicles;
Product Design;
Sustainable Cities;
Transportation Networks;
Auto Industry;
Sweden;
Europe
Greenstein, Shane, and Elena Corsi. "National Electric Vehicles Sweden (NEVS): Materializing a Vision." Harvard Business School Case 622-076, February 2022. (Revised March 2022.)
- January 2022 (Revised March 2022)
- Teaching Note
General Motors and Autonomous Vehicle Regulation
By: Hong Luo
Teaching Note for HBS Case No. 718-496.
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- January 2022
- Teaching Note
Mobileye 2021: Robotaxi and/or Consumer AV?
By: David B. Yoffie
The Mobileye 2021 case is a strategy case developed for the Strategy & Technology course, which is a second year elective at Harvard Business School. The primary purpose of the case is to teach the framework, “Look Forward, Reason Back,” which is described in David...
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- September 2021
- Case
Tesla Motors in 2021: Competition Revs Up
By: Eric J. Van den Steen, Ramon Casadesus-Masanell and Karen Elterman
Over its 17 years in existence, Tesla had redefined people’s view of electric cars, and in 2020, the company saw its stock rise by more than 700% to became the most valuable carmaker in the world. In December 2020, Tesla celebrated its fifth consecutive quarter of...
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Keywords:
Barrier To Entry;
Competitive Advantage;
Innovation;
Tesla;
Automotive Industry;
Sustainable Competitive Advantage;
Values;
Vision;
Learning By Doing;
Economies Of Scale;
Electric Vehicle;
Scenario Planning;
Batteries;
Competitive Strategy;
Product Positioning;
Profit;
Competition;
Industry Growth;
Auto Industry
Van den Steen, Eric J., Ramon Casadesus-Masanell, and Karen Elterman. "Tesla Motors in 2021: Competition Revs Up." Harvard Business School Case 722-375, September 2021.
- June 2021
- Case
Mobileye 2021: Robotaxi and/or Consumer AV?
By: David B. Yoffie, Danielle Golan and Nicole Tempest Keller
In March 2021, Amnon Shashua, co-founder and CEO of Israel-based Mobileye, was preparing to meet with Intel’s new CEO, Pat Gelsinger, to review plans for the future. Mobileye had been acquired by California-based Intel in 2017, but still operated independently....
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Keywords:
Technology Companies;
Robotics;
Autonomous Vehicles;
Strategy;
Decision Making;
Transportation;
Technological Innovation;
Technology Industry;
Auto Industry;
Transportation Industry;
Israel
Yoffie, David B., Danielle Golan, and Nicole Tempest Keller. "Mobileye 2021: Robotaxi and/or Consumer AV?" Harvard Business School Case 721-481, June 2021.
- March 16, 2021
- Article
From Driverless Dilemmas to More Practical Commonsense Tests for Automated Vehicles
By: Julian De Freitas, Andrea Censi, Bryant Walker Smith, Luigi Di Lillo, Sam E. Anthony and Emilio Frazzoli
For the first time in history, automated vehicles (AVs) are being deployed in populated environments. This unprecedented transformation of our everyday lives demands a significant undertaking: endowing
complex autonomous systems with ethically acceptable behavior. We...
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Keywords:
Automated Driving;
Public Health;
Artificial Intelligence;
Transportation;
Health;
Ethics;
Policy;
AI and Machine Learning
De Freitas, Julian, Andrea Censi, Bryant Walker Smith, Luigi Di Lillo, Sam E. Anthony, and Emilio Frazzoli. "From Driverless Dilemmas to More Practical Commonsense Tests for Automated Vehicles." Proceedings of the National Academy of Sciences 118, no. 11 (March 16, 2021).
- March 2021
- Article
Deliberately Prejudiced Self-driving Vehicles Elicit the Most Outrage
By: Julian De Freitas and Mina Cikara
Should self-driving vehicles be prejudiced, e.g., deliberately harm the elderly over young children? When people make such forced-choices on the vehicle’s behalf, they exhibit systematic preferences (e.g., favor young children), yet when their options are unconstrained...
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Keywords:
Moral Judgment;
Autonomous Vehicles;
Driverless Policy;
Moral Outrage;
Moral Sensibility;
Judgments;
Transportation;
Policy
De Freitas, Julian, and Mina Cikara. "Deliberately Prejudiced Self-driving Vehicles Elicit the Most Outrage." Cognition 208 (March 2021).
- January 2021 (Revised May 2021)
- Case
Aptiv PLC Board of Directors (A)
By: Lynn S. Paine and Will Hurwitz
Aptiv’s board must decide whether a joint venture with an auto maker is the right next step in the company’s efforts to develop and commercialize a production-ready autonomous driving system. While many commentators believed that Aptiv’s self-driving technologies had...
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Keywords:
Automotive Industry;
Bankruptcy Reorganization;
Board Of Directors;
Board Committees;
Board Decisions;
Board Dynamics;
Corporate Boards;
Innovation And Strategy;
Legal Aspects Of Business;
Spin Off;
Strategic Alliances;
Strategic Change;
Strategic Evolution;
Supplier Relationships;
Technological Change;
Corporate Governance;
Governing and Advisory Boards;
Innovation Strategy;
Going Public;
Joint Ventures;
Leadership;
Restructuring;
Technological Innovation;
Transformation;
Auto Industry;
Europe;
United States
Paine, Lynn S., and Will Hurwitz. "Aptiv PLC Board of Directors (A)." Harvard Business School Case 321-050, January 2021. (Revised May 2021.)
- Article
Doubting Driverless Dilemmas
By: Julian De Freitas, Sam E. Anthony, Andrea Censi and George A. Alvarez
The alarm has been raised on so-called driverless dilemmas, in which autonomous vehicles will need to make high-stakes ethical decisions on the road. We argue that these arguments are too contrived to be of practical use, are an inappropriate method for making...
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Keywords:
Moral Judgment;
Autonomous Vehicles;
Driverless Policy;
Transportation;
Ethics;
Judgments;
Policy
De Freitas, Julian, Sam E. Anthony, Andrea Censi, and George A. Alvarez. "Doubting Driverless Dilemmas." Perspectives on Psychological Science 15, no. 5 (September 2020): 1284–1288.
- November 2019
- Case
DeepMap: Charting the Road Ahead for Autonomous Vehicles
By: Shane Greenstein and Nicole Tempest Keller
Founded in 2016, DeepMap developed high definition (HD) mapping software and localization services for Level 4+ autonomous vehicles. Traditional navigational maps were accurate to a few meters, which was sufficient for drivers but not for machine-driven vehicles that...
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Keywords:
Mapping Software;
Autonomous Vehicles;
Business Startups;
Applications and Software;
Technological Innovation;
Technology Adoption;
Service Delivery;
Global Range;
Resource Allocation;
Strategic Planning;
Technology Industry;
Auto Industry
Greenstein, Shane, and Nicole Tempest Keller. "DeepMap: Charting the Road Ahead for Autonomous Vehicles." Harvard Business School Case 620-047, November 2019.
- July 2019
- Case
Autonomous Vehicles: Smooth or Bumpy Ride Ahead?
By: Elie Ofek and Akhil Waghmare
In early 2019, transportation was set to undergo a major transformation with the advent of autonomous vehicles (AVs), also referred to as driverless cars, which were nearing completion from an R&D and testing phase. Yet many questions remained open regarding exactly...
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Keywords:
Transportation;
Technological Innovation;
Disruptive Innovation;
Transformation;
Technology Adoption;
Business Model;
Governing Rules, Regulations, and Reforms;
Transportation Industry;
Auto Industry
Ofek, Elie, and Akhil Waghmare. "Autonomous Vehicles: Smooth or Bumpy Ride Ahead?" Harvard Business School Case 520-008, July 2019.
- June 6, 2019
- Article
Tesla's Advantage? 'It's the Software, Stupid.'
By: Lou Shipley
Without question, entrepreneur, innovator and engineer Elon Musk is a controversial figure, but there is no disputing that his first-to-market Tesla electric vehicles are not only revolutionizing the high-end driving experience, but also disrupting the automobile...
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Keywords:
Tesla;
Elon Musk;
Autonomous Vehicle;
Transportation;
Software;
Technology;
Disruption;
Auto Industry
Shipley, Lou. "Tesla's Advantage? 'It's the Software, Stupid.'." The Hill (June 6, 2019).