INDUSTRY FIELD GUIDE
Utilities management consulting metric scope data for AI
A utility operations dashboard may change which service area or customers a summary covers.
NAICS 541618 · Other Management Consulting Services
A utility operations dashboard may change which service area or customers a summary covers. Census includes utilities management consulting in this industry. DOE’s measurement and verification resources provide context on choosing and documenting an assessment basis. U.S. Census industry profile · DOE measurement and verification options
Invent two service areas with different account counts. Change the reporting boundary between two months. Ask which change is supported by comparable records and which needs restatement. Give the reviewer the exact boundary version, period and denominator, while withholding one component total.
Use fictitious territories and original charts. Leave grid layouts, customer-level records, confidential plans and regulatory filings out of the sample.
Describe a synthetic utilities consulting sample
Original Fiund exercise
An expanded service boundary breaks a simple monthly revenue comparison
Invented service areas and account counts form a consulting documentation exercise. Practice revenue units are synthetic; the records contain no customer accounts, network map or regulatory filing.
| Record | Source | What it records |
|---|---|---|
| UM1 | Month 1 basis | Boundary v1 includes Area A only: 100 accounts and 1,000 practice revenue units. |
| UM2 | Month 2 basis | Boundary v2 includes Areas A and B: 160 accounts and 1,520 units combined. A contributes 100 accounts and 1,040 units; B contributes 60 accounts and 480 units. |
| UM3 | Comparison note | No Month 1 B revenue supplied. Summary draft calls the combined total change a 52% improvement for the same territory. |
Question for the model
Which revenue change is comparable from the supplied records, and what is missing for a constant-expanded-boundary comparison?
Show the reference answer and checks
UM1 and UM2 support Area A's change from 1,000 to 1,040 practice units, a 4% increase for the stated A boundary. Combined totals rise 52%, but UM2 adds B and 60 accounts, so that percentage does not describe the same territory. UM3 lacks Month 1 B revenue; a v2-boundary restatement needs it. The exercise does not establish why A changed or measure operational savings.
- Attributing added-area revenue to improved performance within an unchanged footprint.
- Filling a missing prior-area component with a current-period value to force comparability.
Fields to preserve
- Boundary version and included areas
- Defines the population summarized.
- Period, revenue unit and account base
- Makes totals and rates interpretable.
- Component provenance and missingness
- Supports a defensible restatement.
Test another case
Supply Month 1 B revenue of 500 units. Require recomputation of the expanded-boundary change as 20/1,500, about 1.33%, while retaining the separate A result.
Use fictional aggregates and original charts. Exclude customer records, grid details and confidential utility plans.
Discuss a contribution
Describe the sources you control, the task they could support and what has already been checked. Use the existing-data assessment for an archive or the collection brief for a new recording project. The contributor agreement defines Fiund’s licensing authority and compensation. A guide or fictional exercise does not establish an accepted collection or a sale.