Skilirium

Explains selecting critical data elements from their uses

Q-151 · Knowledge knobit · Activity: Select the critical data elements · Competence: Data quality

Selection runs from the use back to the element: list the regulatory returns, board KPIs and decisions with money attached, take every element each one reads, keep an element only if something depends on it, choose at column level, and state the rationale as the use the element feeds (DMBOK2 ch. 13, 2.1-2.3).

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 100%Mastered
gemini-3.5-flash-liteLow cost 35%Not shown
gpt-6-lunaLow cost 99%Mastered
claude-haiku-5-5Low cost 100%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: Selection runs from the use back to the element: list the regulatory returns, board KPIs and decisions with money attached, take every element each one reads, keep an element only if something depends on it, choose at column level, and state the rationale as the use the element feeds (DMBOK2 ch. 13, 2.1-2.3).

How it is assessed: Answers a written question on the critical data element selection correctly

Related knobits

Needed for

All 10 knobits of Select the critical data elements.

Source: Practice the stage 1 reference and review checklist rest on