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How do inspection findings become asset health and circuit health?

An inspection finding, an asset's condition, a circuit's health and a repair priority are separate records with separate rules. This is how they connect, what each one has to keep, and how ThreeV approaches the cycle from inspection to capital planning.

Prajwal PaudyalPhD, machine learning25 September 202610 min read

An inspection produces findings: observations about one component, on one date, supported by an image and a named reviewer. Asset condition, circuit health and repair priority are separate records built from those findings, each under its own rule. A useful system keeps four things visible at every step: the most severe current finding, the components nobody observed, the consequence data that came from other systems, and the trail back to the photograph.

ThreeV builds for that whole cycle, from the inspection itself to the prioritization and capital planning that follow it. This article sets out the method: the four records, the rule each one follows, and the fields a utility should keep so that a replacement decision can be explained later.

Four records sit between a photograph and a repair decision, and each one follows its own rule.

What is the difference between a finding and an asset's condition?

A finding records what an inspector, or a model checked by an inspector, saw on one component. A usable finding names the structure and the component, the date of the images, the images themselves, the condition observed, the defect priority assigned to it and the person who reviewed it. A broken insulator with several flashed sheds is a finding. So is a split crossarm, a loose guy wire or a woodpecker hole.

Defect priority belongs to the finding. Codes such as P1, P2 and P3 say how soon one defect needs a response, and they are set by people with the authority to make that call.

Asset condition is a separate record: a summary of one structure, built from all of its current findings. It needs its own scale. ThreeV has seen asset-level tiers labeled with the same P1 to P5 notation that crews use for individual defects, and the result reads as though a pole with only minor findings were a scheduled P4 repair. A high, medium and low condition tier avoids the collision.

The link between a finding and its image needs the same care. Field forms often record findings in one place and photographs in another. When a crew fills in a questionnaire on site and attaches several photographs to the structure as a whole, a later reviewer cannot tell which image supports which finding. ThreeV's inspection records attach the evidence images to each answer, so that link exists before any roll-up begins.

How does an asset's condition come from its findings?

Two rules carry most of the weight.

The most severe current finding sets a floor. Averaging a severe insulator defect with a dozen components in good condition produces a structure that looks acceptable. CNAIM, the Common Network Asset Indices Methodology that Great Britain's distribution network operators use for regulatory reporting, handles this with a collar: an observed condition can set "a minimum limit" on an asset's health score, so one serious finding holds the score down however many other inputs look healthy. ThreeV's condition records keep the finding that set the floor attached to the asset, so anyone reading the condition can open that defect and its image directly.

The record lists what was not observed. A structure with no findings may be in good condition, or its crossarm may not appear in any usable image. Those are different facts. Each component should be marked as observed, not observed or not applicable, with the date and the images behind every observation.

How should missing inspection data count?

Every roll-up has to decide what to do with a component that has no current evidence. CNAIM answers the question directly: where an operator lacks the data for a condition input, "the default values for that Condition Input" are applied. The rule keeps a calculation complete across an entire asset base. It also lets two poles land in the same health band when one was inspected last month and the other has a single overview photograph from three years ago.

Composite example: three poles can share a summary score while their evidence differs, so the record has to keep the difference.

A utility can keep the calculation and still preserve the difference. The asset record carries a coverage field beside the score, listing which components were observed, on what date and in which images. A circuit report then shows two numbers side by side: the condition of assets with current evidence, and the count of assets without it.

ThreeV has seen what happens without that field. In a September 2026 review of a condition dashboard built on one utility's existing inspection records, poles with no current inspection record appeared as failing an inspection-date control, and repair controls showed as blank because no work-order data was supplied. Each display was accurate to the data supplied, and neither showed whether a given pole was in good condition. ThreeV's approach is to report unknown condition as its own state at every level, with the date of the last usable evidence, so a planner can see where the next inspection crew should go.

How should asset condition roll up to circuit health?

A circuit summary faces the same problem at a larger scale. An average across every structure on a feeder can report fair condition while two adjacent poles are in poor condition, and adjacency matters because one crew visit, or one outage, can involve both.

A circuit health record should report three things together: how the condition tiers are distributed, which assets are worst and where they sit, and how many assets have no current evidence. ThreeV's prototype circuit roll-up starts from the average of its assets and adds a penalty based on the weakest tenth of structures, so that a small cluster of weak structures cannot disappear inside a healthy mean. The weights are exposed as assumptions for each utility's engineers to review and set.

Composite feeder: an average reports fair condition, while the distribution shows two adjacent poor structures and five with no current evidence.

Where does repair priority come from?

An inspector can record that a crossarm is split. The inspector usually cannot see how many customers the circuit serves, whether the structure sits in a high fire-threat district, or whether a hospital is downstream. Those facts live in GIS, outage and customer systems. Field inspectors reviewing a draft inspection form in September 2026 made the same point about wildfire zones: that attribute belongs to the circuit record, and the form should not ask the inspector to judge it.

CNAIM separates these inputs by design. Its Health Index relates to an asset's condition and probability of failure, a Criticality Index relates to the consequence of failure, and a Risk Index combines the two. A US utility can adopt the separation without adopting the methodology. With condition and consequence in separate fields, an engineer can ask whether a structure ranks high because it is in poor condition, because its failure would be costly, or for both reasons. ThreeV's methodology keeps them separate for the same reason and treats the weights that combine them as configuration. Prioritization frameworks differ between utilities, and the weights belong to the engineers who answer for the decisions.

Priority combines inspected condition with consequence data the inspection does not observe, and the work package decides how a repair is funded and closed.

The next step is the unit of work. Under the Federal Energy Regulatory Commission's Uniform System of Accounts, electric plant consists of retirement units and minor items of property, and each utility keeps a written property units listing. When a minor item is replaced independently of the retirement unit it belongs to, the cost is charged to maintenance, unless the replacement is a substantial betterment. A list of individually ranked insulators can therefore describe the right repairs and still need regrouping by structure or line segment before it matches how the work will be funded. The treatment of any specific component depends on the utility's own listing. ThreeV's approach carries structure and line-segment identifiers from the asset record into the prioritized list, so repairs can be grouped into the work packages a utility funds and schedules.

The record is complete when the work is. A work order, a completion date and an after-photograph close the finding and become evidence for the next inspection. Work orders often live in a separate system from inspection records. In that case the condition record should state that closure evidence is missing, so an open defect never reads as a repaired one.

What this method does not establish

A health score built from findings and weights orders assets by condition. It becomes a probability of failure only after it is calibrated against outcomes observed over years, which is how CNAIM relates its Health Index bands to failure rates. The weights in any prioritization framework are judgments about what matters most to one utility, and they should be recorded and versioned alongside the scores they produce. The accounting treatment of a repair follows the utility's own property units listing.

A minimum record checklist

RecordKeepWhy
FindingStructure and component ID, capture date, image IDs, observed condition, defect priority, reviewer and review dateEvery later record points back to this one
Asset conditionThe worst current finding (linked), a condition tier on its own scale, coverage for each component (observed, not observed or not applicable, with dates), date of the last usable evidenceKeeps unknown condition apart from good condition
Circuit healthDistribution of condition tiers, the worst assets and their locations, the count and list of assets with no current evidence, the date of the summaryKeeps a cluster of weak structures visible
Priority and workCondition inputs and consequence inputs as separate fields, the weights version, the work package (structure or segment), work order, completion date, after-photographLets an engineer explain a ranking and prove the repair

Where ThreeV fits

ThreeV works across the whole cycle, from the inspection itself through prioritization and capital planning. Vision, ThreeV's managed inspection offering, records reviewed findings with their evidence images attached. Validate is being built for the steps that follow: holding asset condition and coverage, rolling them up to circuits, and keeping the trail from a prioritized repair back to the photograph. Scoring stays configurable, because each utility's engineers set their own priorities.

The checklist above is a practical starting point for any inspection program, with or without ThreeV. Questions about applying it to an existing program can go to the ThreeV team.

Frequently asked questions

Question 1: What is the difference between a defect priority and an asset health score?

A defect priority, such as P1, applies to one finding and says how soon that defect needs a response. An asset health score or tier summarizes one structure from all of its current findings. The two should use different scales, so an asset tier is never read as a defect priority.

Question 2: How do inspection findings feed an asset health score?

Each finding contributes its observed condition and severity to the asset record. The most severe current finding should set a floor on the asset's condition, and the record should list which components were observed, when, and in which images.

Question 3: How should missing inspection data affect an asset health score?

It should be reported as unknown. A default value keeps a calculation complete, and the asset record should still carry a coverage field and the date of the last usable evidence, so an uninspected pole is counted separately from a pole in good condition.

Question 4: How should asset condition roll up to circuit health?

Report the distribution of condition tiers, the worst assets and where they sit, and the number of assets with no current evidence. An average alone can hide adjacent structures in poor condition.

Question 5: Is an asset health score a probability of failure?

A score built from findings and weights orders assets by condition, and it becomes a failure probability only after calibration against outcomes observed over years.

Question 6: What should an inspection record keep so a replacement decision can be defended later?

The finding with its image and reviewer, the asset's worst current finding and coverage, the consequence inputs and weights used for prioritization, and the work order, completion date and after-photograph that close the defect.

Written by

Prajwal Paudyal

PhD, machine learning

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