Skilirium

Records the functional dependencies of an entity

K-532 · Skill knobit · Activity: Derive the logical data model · Competence: Data modelling

Writes down which attributes determine which, from the business rules, so that every normal-form judgement rests on stated dependencies.

Can AI do this?

AI does this well Most of the tested AI models master this. 9 of 10 models master it.

ModelTierProbability of masteryStatus
gemini-4-argonFlagship 99%Mastered
gemini-3.1-pro-previewFlagship 99%Mastered
gpt-6-astraFlagship 98%Mastered
claude-fable-5-1Flagship 98%Mastered
gemini-3.8-flashMid tier 97%Mastered
gpt-6.1-solMid tier 99%Mastered
claude-sonnet-5-5Mid tier 99%Mastered
gemini-3.5-flash-liteLow cost 64%Not shown
gpt-6-lunaLow cost 99%Mastered
claude-haiku-5-5Low cost 98%Mastered

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 entity's functional dependencies written as determinant -> dependents

How it is assessed: Every dependency the business rules imply is written down, read from the rules and not from the attribute names

Related knobits

Builds on

Usually followed by

All 56 knobits of Derive the logical data model.

Source: Stage 5 reference (references/05-logical.md) and the skill-tests logical-model task