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The Respective Roles of Risk and Decision Analyses in Decision Support

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  • M. Elisabeth Paté-Cornell

    (Department of Management Science & Engineering, Terman Engineering Building, Room 340, Stanford University, Stanford, California 94305)

  • Robin L. Dillon

    (McDonough School of Business, 418 Old North, Georgetown University, Washington, D.C. 20057)

Abstract

Decision support models help structure and inform complex choices under uncertainty. Two classic models are risk analysis and decision analysis. Risk analysis is understood here as risk characterization, and in some cases, the identification and benefit assessment of some risk management options. It is based on systems analysis and probability, and it excludes the actual decision phase, which requires the preferences, e.g., the utility function, of the decision maker(s). Risk analysis and decision analysis have some similarities and are often complementary. To model uncertainties, both rely on probability, generally a subjective Bayesian degree of belief. A decision analysis can include a risk analysis component, and the design of a risk management plan may require decision analysis support. The challenge for risk analysts is to characterize potential failure problems before decision options have been identified, and when there is no single decision maker, or group of decision makers, who can provide preference functions and degrees of belief. Yet, a correct and complete model of uncertainties in the probabilistic risk analysis phase is important if the results are to be used later for decision support, especially when the number of systems involved and the duration of their operations is unknown. In this paper, we explore some of the challenges inherent to probabilistic risk analysis that should be of interest to the decision analysts who intend to use risk analysis results.

Suggested Citation

  • M. Elisabeth Paté-Cornell & Robin L. Dillon, 2006. "The Respective Roles of Risk and Decision Analyses in Decision Support," Decision Analysis, INFORMS, vol. 3(4), pages 220-232, December.
  • Handle: RePEc:inm:ordeca:v:3:y:2006:i:4:p:220-232
    DOI: 10.1287/deca.1060.0077
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      • L. Robin Keller & Manel Baucells & John C. Butler & Philippe Delquié & Jason R. W. Merrick & Gregory S. Parnell & Ahti Salo, 2008. "From the Editors..," Decision Analysis, INFORMS, vol. 5(4), pages 173-176, December.
      • L. Robin Keller & Manel Baucells & John C. Butler & Philippe Delquié & Jason R. W. Merrick & Gregory S. Parnell & Ahti Salo, 2009. "From the Editors ..," Decision Analysis, INFORMS, vol. 6(4), pages 199-201, December.
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    7. Borgonovo, E. & Cappelli, V. & Maccheroni, F. & Marinacci, M., 2018. "Risk analysis and decision theory: A bridge," European Journal of Operational Research, Elsevier, vol. 264(1), pages 280-293.
    8. Mulugeta F. Dinbabo & Adeyemi Badewa & Collins Yeboah, 2021. "Socio-Economic Inequity and Decision-Making under Uncertainty: West African Migrants’ Journey across the Mediterranean to Europe," Social Inclusion, Cogitatio Press, vol. 9(1), pages 216-225.
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    11. Jason R. W. Merrick & Fabrizio Ruggeri & Refik Soyer & L. Robin Keller, 2012. "From the Editors---Games and Decisions in Reliability and Risk," Decision Analysis, INFORMS, vol. 9(2), pages 81-85, June.
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    17. Rakesh K. Sarin & L. Robin Keller, 2013. "From the Editors ---Group Decisions, Preference Elicitation, Experienced Utility, Survival Probabilities, and Portfolio Value of Information," Decision Analysis, INFORMS, vol. 10(2), pages 99-102, June.

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