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3. Performance for ESG-related risks





            Table 3b.7: Examples of measurement approaches for risk assessment

             Measure     Considerations                                              Measurement approaches
             Quantitative    • Useful when prioritization requires consistency with other risk severity    • Includes probabilistic and
             (monetary)    assessments (e.g., financial value at risk and potential business impacts such as   non-probabilistic models,
                           revenues, sales, margin, cost)                              decision trees, Monte
                         • Supports decision-making for trade-offs                     Carlo simulations, value
                                                                                       at risk (VaR), stress tests,
                         • Assumptions and calculations can be complex                 severity, frequency and
                         • Example monetary impact: salaries paid (employment)         duration
             Quantitative   • Useful when time, resources or data are not available for monetization
             (non-monetary)  • Helpful for measuring progress over time
                         • Disparate risks that cannot be compared (e.g., volumes of water versus loss
                           of revenue)
                         • Example non-monetary impact: number of jobs (employment)
             Qualitative   • Do not require significant amounts of data              • Environmental scanning,
                         • Less precise, greater possibility of bias                   interviews, workshops,
                                                                                       surveys, benchmarking,
                         • Useful when there are many different perspectives or impacts   SWOT analysis,
                         • Helpful for risks that have a strong moral or ethical dimension   geopolitical assessments,
                         • Example qualitative impact: expressed in categories of high, medium or low   root cause analysis and
                           (employment)                                                multimedia monitoring


           The type of risk should also be considered when selecting the appropriate tool. Table 3b.8 demonstrates how
           the type of risk can guide the selection of the appropriate risk assessment tool.

            Table 3b.8: Selecting the appropriate risk assessment approach e

             Effect on   Risk description           Possible causes (risks)   Assessment approaches
             performance
             Strategic  Failure to anticipate or adapt policy   • Products/services  • Environmental scanning
                        direction and business model in a   • Geopolitical    • Peer benchmarking
                        rapidly changing environment  • Urbanization/growing population  • Competitor analysis
                                                    • Environmental           • Geopolitical assessments
                                                    • Social or stakeholder   • Stakeholder assessments
             Reputational  Unacceptable differences between   • Reputation    • Media monitoring
                        how an organization wants and    • A consequence of failure to   • Stakeholder engagement/surveys
                        needs to be perceived and how it is   manage other risks
                        actually perceived
             Operational  Unacceptable differences between   • Employee management  • Root cause analysis
                        actual and expected operational   • Human rights      • Expert input
                        performance (e.g., product quality,   • Raw material availability  • ESG-specific tools such as InVest
                        morale, training, ethics)                              (Integrated Valuation of Ecosystem
                                                                               Services and Trade-offs)
             Business   Inability to prevent, detect or correct   • Natural disasters    • Maximum allowable outages
             continuity  business outages within established   (e.g., hurricane, flood)  • Probabilistic analysis
                        limits                      • Supplier failure        • Forecasting and valuation
                                                    • Terrorism                (e.g., Monte Carlo simulation)
                                                                              • Scenario analysis


           The appropriate tool may also depend on whether the risk is likely to have an immediate impact on the entity
           (e.g., worker fatalities) or those with a long-term indirect impact on the company, (e.g., CO2 emissions).
           Limitation of assessment approaches
           All risk assessment tools have different strengths and weaknesses. Conventionally, impact and likelihood have
           been used to assess all risks, regardless of the type. Global reinsurer Swiss Re states, “Predictions about
           the likelihood of multi-causal losses actually depend on either sound understanding of cause-and-effect
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           relationships or on a detailed loss history and the risks of the future have neither of the two.”  Subjective
           probabilistic analyses are inevitably biased and may result in the over- or under estimation of opportunity or
           exposure. See also Table 3b.7.



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            e   Contributed by Funston Advisory Services LLC
        56                             Enterprise Risk Management | Applying enterprise risk management to environmental, social and governance-related risks  •  October 2018
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