Skilirium

Recognises an activity or party rule claimed as a data rule

Q-215 · Skill knobit · Activity: Document data rules in SBVR · Competence: Data quality

A rule about when or who recorded as something the schema enforces.

Can AI do this?

AI does this well Most of the tested AI models master this. 3 of 4 models in the current benchmark master it.

ModelTierProbability of masteryStatus
gemini-4-argonFlagship 91%Mastered
gemini-3.1-pro-preview*Flagship 99%Mastered
gpt-6-astra*Flagship 100%Mastered
claude-fable-5-1*Flagship 100%Mastered
gemini-3.8-flash*Mid tier 100%Mastered
gpt-6.1-sol*Mid tier 100%Mastered
claude-sonnet-5-5*Mid tier 99%Mastered
gemini-3.5-flash-liteLow cost 90%Mastered
gpt-6-lunaLow cost 90%Mastered
claude-haiku-5-5Low cost 90%Not shown

* From the earlier benchmark of 2026-10: 10 data-modelling test tasks, 3 runs per task, graded by claude-opus-5-5. These models have not taken the current 123 tasks yet; the two methods differ, so compare their figures with care. They are left out of the “most models” counts and the best-model picks.

Mastered means a probability of at least 90% that the model has this knobit, estimated from its graded answers. “Not shown” means the answers do not settle it either way. How the models are tested.

What it looks like in practice

Expected result: The rule and its reclassification out of scope

How it is assessed: Flags the deficient case and passes the acceptable one. Deficient: "A payment must be settled within one business day", kind: data, enforcement: constraint Acceptable: kind: activity, enforcement: out-of-scope, with a note saying whose job it is (RUL-022)

Also known as: Activity or party rule claimed as a data rule (data rule)

Related knobits

Builds on

All 23 knobits of Document data rules in SBVR.

Source: Review checklist 02-data-rules (data-quality), row 15; formerly data-modelling K-315