Recognises an activity count presented as an outcome

G-601 · Skill knobit · Activity: Build the governance scorecard · Competence: Data governance

An activity count presented as a result: it rises whether or not data improves.

Can AI do this?

Not settled yet The benchmark tested this, but the models' answers do not settle yet whether they master it. 0 of 4 models in the current benchmark master it.

Model	Tier	Probability of mastery	Status
gemini-4-argon	Flagship	68%	Not shown
gemini-3.5-flash-lite	Low cost	45%	Not shown
gpt-6-luna	Low cost	67%	Not shown
claude-haiku-5-5	Low cost	64%	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: The metric and the outcome it stands in for

How it is assessed: Flags the deficient case and passes the acceptable one. Deficient: GM-002 Number of data policies approved, kind: outcome Acceptable: kind: activity with a comment saying which outcome it stands in for until measurable; or replaced by the outcome (GM-001)

Also known as: Vanity metric

Related knobits

Builds on

G-651 Explains outcome, control and activity metrics

Usually followed by

G-631 Replaces an activity metric with an outcome metric

All 21 knobits of Build the governance scorecard.

Source: Review checklist 06-scorecard, row 1 (DMBOK; DCAM)