Skilirium

Propagates classification to derived columns

S-231 · Skill knobit · Activity: Classify data · Competence: Data security

Every column derived from a sensitive source at its source's level and categories, or under a named rule

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.

ModelTierProbability of masteryStatus
gemini-4-argonFlagship 81%Not shown
gemini-3.5-flash-liteLow cost 60%Not shown
gpt-6-lunaLow cost 84%Not shown
claude-haiku-5-5Low cost 82%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: Every column derived from a sensitive source at its source's level and categories, or under a named rule

How it is assessed: No derived copy of the PAN or of a direct identifier sits below its source without a rule

Related knobits

Builds on

All 16 knobits of Classify data.

Source: Graded on its own by dsec-classification