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About the New Methodology and XAI-Based Software Toolkit for Risk Assessment

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  • Zygimantas Meskauskas

    (Centre of Real Time Computer Systems, Kaunas University of Technology, LT-51423 Kaunas, Lithuania)

  • Egidijus Kazanavicius

    (Centre of Real Time Computer Systems, Kaunas University of Technology, LT-51423 Kaunas, Lithuania)

Abstract

There are different approaches in different areas of what the risk is. ISO 31000 risk management standards describe risk as the effect of uncertainty on objectives. Many existing risk assessment procedures are based on the assumption that risk is the amount of any damage or loss multiplied by the probability of an event that could cause the damage. We are proposing a new risk approach, based on Hillson’s positive risk philosophy, that risk is not just a threat but also a composition of new opportunities, efforts that need to be put in, and uncertainty. For this approach, we composed a risk formula and a methodology based on that formula. A prototypical software tool was developed, and an experiment was performed using this tool to evaluate the risk of several interconnected projects and validate the developed risk assessment methodology. It should be mentioned that, in the methodology, the decision-making process is performed traceably; therefore, it can be stated that it has explainable artificial intelligence (XAI) traits.

Suggested Citation

  • Zygimantas Meskauskas & Egidijus Kazanavicius, 2022. "About the New Methodology and XAI-Based Software Toolkit for Risk Assessment," Sustainability, MDPI, vol. 14(9), pages 1-15, May.
    • Handle: RePEc:gam:jsusta:v:14:y:2022:i:9:p:5496-:d:808141
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    References listed on IDEAS

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    1. Campbell, John Y. & Viceira, Luis Manuel, 2005. "The Term Structure of the Risk–Return Trade-Off," Scholarly Articles 34299168, Harvard University Department of Economics.
    2. John Y. Campbell & Luis M. Viceira, 2005. "The Term Structure of the Risk–Return Trade-Off," Financial Analysts Journal, Taylor & Francis Journals, vol. 61(1), pages 34-44, January.
    3. Philip L. H. Yu & F.C. Ng & Jessica K.W. Ting, 2020. "Adjusting covariance matrix for risk management," Quantitative Finance, Taylor & Francis Journals, vol. 20(10), pages 1681-1699, October.
    4. Terje Aven, 2011. "On Some Recent Definitions and Analysis Frameworks for Risk, Vulnerability, and Resilience," Risk Analysis, John Wiley & Sons, vol. 31(4), pages 515-522, April.
    5. Stanley Kaplan & B. John Garrick, 1981. "On The Quantitative Definition of Risk," Risk Analysis, John Wiley & Sons, vol. 1(1), pages 11-27, March.
    6. Terje Aven & Ortwin Renn, 2009. "On risk defined as an event where the outcome is uncertain," Journal of Risk Research, Taylor & Francis Journals, vol. 12(1), pages 1-11, January.
    7. Eugene A. Rosa, 1998. "Metatheoretical foundations for post-normal risk," Journal of Risk Research, Taylor & Francis Journals, vol. 1(1), pages 15-44, January.
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