Skilirium

Explains metric direction

G-652 · Knowledge knobit · Activity: Build the governance scorecard · Competence: Data governance

Which way is good must follow from the definition; a count that rises with problems and with honest reporting has no readable direction.

Can AI do this?

AI does this partly Some of the tested AI models master this; others do not show it. 2 of 4 models in the current benchmark master it.

ModelTierProbability of masteryStatus
gemini-4-argonFlagship 99%Mastered
gemini-3.5-flash-liteLow cost 29%Not shown
gpt-6-lunaLow cost 97%Mastered
claude-haiku-5-5Low cost 65%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: Which way is good must follow from the definition; a count that rises with problems and with honest reporting has no readable direction.

How it is assessed: Answers a written question on the metric direction correctly

Related knobits

Needed for

All 21 knobits of Build the governance scorecard.

Source: Practice the stage 6 reference and review checklist rest on