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Performance Indicators and Metrics       113

               cycle cost reduction and a number of environmental performance met-
               rics. Likewise, one can identify environmental improvement options
               which may compromise other desirable features (e.g., recycled materi-
               als may have poorer aesthetic qualities than virgin materials).
               Aggregation and Scoring Schemes
               A common practice in environmental performance measurement is
               to use scoring or weighting techniques to aggregate together various
               specific performance measures. For example, a frequently-used approach
               to circumvent the challenges of environmental impact analysis is to
               rely upon source measures but to assign them priorities or weights
               based on an assessment of their relative importance, taking into
               consideration the available information about environmental impact
               pathways. Scoring schemes may be adopted to reflect a variety of dif-
               ferent considerations, including
                    •  Expectations of different stakeholder groups (e.g., customers
                      vs. community)
                    •  Relative importance of environmental impacts (e.g., human
                      health vs. ecology)
                    •  Internal business priorities (e.g., strategic advantage)

                   For example, the ISO 14040–43 guidelines for life-cycle assess-
                ment include an intricate scheme for quantifying the impacts of sub-
                stance emissions: classification of substances according to their effects
                (e.g., carcinogens), characterization of their collective impacts based
                on environmental exposure and effect modeling, normalization of the
                effects relative to a benchmark, and weighting of effect scores based
                on relative importance (see Chapter 9).
                   While the aggregation of performance metrics may be desirable
                for purposes of simplifying decision making, there are a number of
                problematic aspects to the use of scoring schemes for environmental
                metrics:
                    •  There are usually implicit policies and value judgments em -
                      bedded into the weighting system that are not apparent, yet
                      may skew the results in unintended ways.
                    •  Performance metrics are much more meaningful when con-
                      sidered separately, whereas the significance of improvement
                      in an aggregated score is unclear.
                    •  Aggregated measures can invite comparisons among dissim-
                      ilar products, facilities, or activities, while concealing impor-
                      tant differences between them.
                   By applying good practices, it is possible to avoid some of the
                above abuses or pitfalls; for example, the traceability hierarchies used
                in requirements management provide transparency for purposes of
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