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Modeling Ethical and Operational Preferences in Automated Driving Systems

Author

Listed:
  • William N. Caballero

    (United States Air Force Academy, Colorado Springs, Colorado 80840)

  • Roi Naveiro

    (Institute of Mathematical Sciences, 28049 Madrid, Spain)

  • David Ríos Insua

    (Institute of Mathematical Sciences, 28049 Madrid, Spain)

Abstract

Whereas automated driving technology has made tremendous gains in the last decade, significant questions remain regarding its integration into society. Given its revolutionary nature, the use of automated driving systems (ADSs) is accompanied by myriad novel quandaries relating to both operational and ethical concerns that are relevant to numerous stakeholders (e.g., governments, manufacturers, and passengers). When considering any such problem, the ADS’s decision-making calculus is always a central component. This is true for concerns about public perception and trust to others regarding explainability and legal certainty. Therefore, in this manuscript, we set forth a general decision-analytic framework tailorable to multitudinous stakeholders. More specifically, we develop and validate a generic tree of ADS management objectives, explore potential attributes for their measurement, and provide multiattribute utility functions for implementation. Given the contention surrounding numerous ethical concerns in ADS operations, we explore how each of the aforementioned components can be tailored in accordance with the stakeholder’s desired ethical perspective. A simulation environment is developed upon which our framework is tested. Within this environment we illustrate how our approach can be leveraged by stakeholders to make strategic trade-offs regarding ADS behavior and to inform policymaking efforts. In so doing, our framework is demonstrated as a practical, tractable, and transparent means of modeling ADS decision making.

Suggested Citation

  • William N. Caballero & Roi Naveiro & David Ríos Insua, 2022. "Modeling Ethical and Operational Preferences in Automated Driving Systems," Decision Analysis, INFORMS, vol. 19(1), pages 21-43, March.
    • Handle: RePEc:inm:ordeca:v:19:y:2022:i:1:p:21-43
    DOI: 10.1287/deca.2021.0441
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    as
    1. Han Bleichrodt & Ulrich Schmidt & Horst Zank, 2009. "Additive Utility in Prospect Theory," Management Science, INFORMS, vol. 55(5), pages 863-873, May.
    2. Ralph L. Keeney, 1984. "Ethics, Decision Analysis, and Public Risk," Risk Analysis, John Wiley & Sons, vol. 4(2), pages 117-129, June.
    3. Daniel Cavagnaro & Mark Pitt & Richard Gonzalez & Jay Myung, 2013. "Discriminating among probability weighting functions using adaptive design optimization," Journal of Risk and Uncertainty, Springer, vol. 47(3), pages 255-289, December.
    4. Viscusi, W Kip & Aldy, Joseph E, 2003. "The Value of a Statistical Life: A Critical Review of Market Estimates throughout the World," Journal of Risk and Uncertainty, Springer, vol. 27(1), pages 5-76, August.
    5. Ralph L. Keeney & Timothy L. McDaniels, 1992. "Value-Focused Thinking about Strategic Decisions at BC Hydro," Interfaces, INFORMS, vol. 22(6), pages 94-109, December.
    6. Antoine Bommier, 2006. "Uncertain Lifetime And Intertemporal Choice: Risk Aversion As A Rationale For Time Discounting," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 47(4), pages 1223-1246, November.
    7. Jay Simon & Eva Regnier & Laura Whitney, 2014. "A Value-Focused Approach to Energy Transformation in the United States Department of Defense," Decision Analysis, INFORMS, vol. 11(2), pages 117-132, June.
    8. Drazen Prelec, 1998. "The Probability Weighting Function," Econometrica, Econometric Society, vol. 66(3), pages 497-528, May.
    9. Tversky, Amos & Kahneman, Daniel, 1992. "Advances in Prospect Theory: Cumulative Representation of Uncertainty," Journal of Risk and Uncertainty, Springer, vol. 5(4), pages 297-323, October.
    10. Amos Tversky & Daniel Kahneman, 1991. "Loss Aversion in Riskless Choice: A Reference-Dependent Model," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(4), pages 1039-1061.
    11. Edmond Awad & Sohan Dsouza & Richard Kim & Jonathan Schulz & Joseph Henrich & Azim Shariff & Jean-François Bonnefon & Iyad Rahwan, 2018. "The Moral Machine experiment," Nature, Nature, vol. 563(7729), pages 59-64, November.
    12. W. Viscusi & Elissa Gentry, 2015. "The value of a statistical life for transportation regulations: A test of the benefits transfer methodology," Journal of Risk and Uncertainty, Springer, vol. 51(1), pages 53-77, August.
    13. Robert A. Dees & Scott T. Nestler & Robert Kewley, 2013. "WholeSoldier Performance Appraisal to Support Mentoring and Personnel Decisions," Decision Analysis, INFORMS, vol. 10(1), pages 82-97, March.
    14. Han Bleichrodt & John Miyamoto, 2003. "A Characterization of Quality-Adjusted Life-Years Under Cumulative Prospect Theory," Mathematics of Operations Research, INFORMS, vol. 28(1), pages 181-193, February.
    15. repec:reg:rpubli:282 is not listed on IDEAS
    16. Krzysztof Kontek & Michal Lewandowski, 2018. "Range-Dependent Utility," Management Science, INFORMS, vol. 64(6), pages 2812-2832, June.
    17. Horst Zank, 2001. "Cumulative Prospect Theory for Parametric and Multiattribute Utilities," Mathematics of Operations Research, INFORMS, vol. 26(1), pages 67-81, February.
    18. Menahem E. Yaari, 1965. "Uncertain Lifetime, Life Insurance, and the Theory of the Consumer," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 32(2), pages 137-150.
    19. Ralph L. Keeney & Detlof von Winterfeldt, 2011. "A Value Model for Evaluating Homeland Security Decisions," Risk Analysis, John Wiley & Sons, vol. 31(9), pages 1470-1487, September.
    20. Ralph L. Keeney & Robin S. Gregory, 2005. "Selecting Attributes to Measure the Achievement of Objectives," Operations Research, INFORMS, vol. 53(1), pages 1-11, February.
    21. Caballero, William N. & Lunday, Brian J., 2019. "Influence modeling: Mathematical programming representations of persuasion under either risk or uncertainty," European Journal of Operational Research, Elsevier, vol. 278(1), pages 266-282.
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