Skilirium

Recognises a critical data element chosen above element level

Q-104 · Skill knobit · Activity: Select the critical data elements · Competence: Data quality

A table, report or system chosen instead of an element.

Can AI do this?

People still lead Few or none of the tested AI models showed they master this. 0 of 4 models in the current benchmark master it.

ModelTierProbability of masteryStatus
gemini-4-argonFlagship 74%Not shown
gemini-3.5-flash-liteLow cost 18%Not shown
gpt-6-lunaLow cost 73%Not shown
claude-haiku-5-5Low cost 74%Not shown

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: One CDE per column the uses read

How it is assessed: Flags the deficient case and passes the acceptable one. Deficient: CD-007 element: PT-010 (the loan table) Acceptable: The loan columns the returns read, one CDE each

Also known as: CDE at the wrong level

Related knobits

Builds on

All 10 knobits of Select the critical data elements.

Source: Review checklist 01-cdes, row 4 (DMBOK §2.2)