The encyclopedia · Engineering & Operations · Operational decision · 2013–2016
SCE priced inspection risk and found a $449K sampling sweet spot
Southern California Edison replaced fixed inspection rules with a model trading at-risk incentive dollars against sampling cost.
Southern California Edison
the move
Southern California Edison, which serves more than 14 million people, runs energy-efficiency programs that pay incentives for installed equipment. Post-installation inspections verify that the savings claimed are real, but inspecting every project is expensive.
UC Irvine researchers built a prediction model that estimates, for any sampling plan, the expected inspection cost and the incentive dollars at risk from unverified claims. For one residential program, the model showed a 30.5% inspection rate minimized total cost at $449,000, versus the prior rule of inspecting everything over a threshold plus a fixed 20% random sample.
The tool let program managers see the risk-cost trade-off for every sampling strategy instead of relying on a fixed rule.
why it works
- Inspection spend and incentive risk are two sides of the same budget, so optimizing them jointly beats a fixed rule.
- Realization ratios from past inspections quantify how far claimed savings drift from verified savings.
- Program managers could compare plans on cost, confidence ranges and customer disruption before choosing.
- The model made the regulator-facing trade-off explicit and defensible.
what transfers
When 100% verification is unaffordable, quantify exactly what you accept by sampling.
what came after
SCE applied the prediction model to select inspection plans for its energy-efficiency programs and reported significant cost savings together with other inspection-process improvements. The utility explored applying the same approach to demand-response and other demand-side management programs.
references
- Developing Cost-Effective Inspection Sampling Plans for Energy-Efficiency Programs at Southern California Edison
- Developing Cost-Effective Inspection Sampling Plans for Energy-Efficiency Programs at Southern California Edison
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