2026 West Coast Utility Best Practices Symposium
Panel: Technology & AI Investment to Enable the Grid
Start with the need-to-plan ratio. It compares an independent estimate of what each utility needs to spend over five years with what the utility has said it will spend, and shows what gets deferred when the two do not match. The profiles behind the estimate are under Profiles, and the method is under How it works.
Tap a pressure to sort by it. Tap a utility to open its profile. Scores are editorial judgments from 0 to 5. Every figure in a profile has a source link.
Live lookups are built from public sources at the time of the request and are not reviewed. Sources and a confidence level are shown.
The need-to-plan ratio is estimated five-year capital need divided by the stated capital plan. At 1.0 the estimate equals what the utility has said it will spend, after an affordability reduction and known liabilities. Above 1.0 the plan is short and the categories to the right of the black tick are deferred, in the triage order set below. Below 1.0 the plan contains programs this model does not price.
Tap a row for the arithmetic and to see which inputs are measured and which are scored. Assumptions are adjustable below the list. Formulas are under How it works.
Describe a proposed investment. The tool identifies the assumptions the case rests on, states which have evidence, names the outcome metric to back-test against, and flags cost recovery exposure. Selecting a utility applies that utility's constraints.
Nothing typed here is stored. Requests are limited per connection.
The estimate answers one question for each utility: does the capital plan it has published cover what its own pressures imply it needs to spend over the next five years? The need side is built without reference to the plan. The plan side is the utility's stated figure, adjusted for two things regulators and courts have already taken off the table.
1.0 means the independent estimate equals the stated plan. Above 1.0 the plan is short and something is deferred. Below 1.0 the plan contains spending this model does not price, such as a specific undergrounding commitment, a renewable build-out required by statute, or generation for a single contracted customer.
Capacity need, for serving new load:
Reliability need, for the replacement backlog:
Resilience need, for hazard exposure:
Gas need, for pipeline integrity:
Requested but not approved, the most direct evidence of unfunded need:
Baseline, for work that happens regardless of the scores:
When need exceeds capacity, baseline is funded first and the remaining categories are funded in the selected order until capacity is exhausted. The default order is capacity, gas safety, resiliency, reliability. The reasoning: new load usually has a counterparty contributing to cost and a regulator supportive of growth; gas integrity and wildfire hardening are typically mandated; distribution reliability is the most discretionary and the slowest to recover. The order is a selector because that reasoning is contestable.
Loaded for every utility: the stated capital plan, contracted and pipeline large load, customer counts and known unrecovered liabilities, all from public disclosures. The detail panel marks any of these that are estimates rather than published figures.
Loaded for 11 of the 19 electric utilities: reliability history from the EIA-861 reliability file, 2020 through 2023, as SAIDI with and without major event days, averaged over the four years. These feed the routine outage index and the major event index. Each detail panel shows whether history is loaded and which operating company it came from. For holding companies the largest operating company is used. The other eight run on the editorial score alone.
Not loaded for any utility: asset age from FERC Form 1 and vintage pipe share from PHMSA. The fields exist in the data file and the formulas use them when present. The sources, if you want to fill them:
The denominator is the stated plan. A stated plan is often already the constrained number: it is what remained after a commission cut the request, after the company decided not to issue equity, and after a liability started consuming the balance sheet. A ratio near 1.0 can therefore mean the plan is balanced, or that the triage already happened before the plan was published. The requested-but-not-approved term recovers part of this where a cut is documented. The financing note in each detail panel is there for the rest, and it is informational rather than in the math.
The per-customer amounts were set so the largest investor-owned utilities land near their published plans. For those utilities the ratio is partly circular; for everyone else it is informative. Customer count stands in for system size, which favors dense urban systems. Unit costs vary widely by territory. Load pipelines are the noisiest input, which is why contracted and pipeline load are separated and the conversion rate is a slider. The ordering across utilities is more stable than any individual value.
Built by Matt Green for this panel. Questions, corrections, or want to talk about your utility's numbers?
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