Recognises a quality ratio with no population, numerator or denominator
A result that cannot be recomputed or compared.
Can AI do this?
People still lead Few or none of the tested AI models showed they master this. 1 of 4 models in the current benchmark master it.
| Model | Tier | Probability of mastery | Status |
|---|---|---|---|
| gemini-4-argon | Flagship | 91% | Mastered |
| gemini-3.5-flash-lite | Low cost | 87% | Not shown |
| gpt-6-luna | Low cost | 89% | Not shown |
| claude-haiku-5-5 | Low cost | 90% | 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 population, numerator, denominator and as-of date
How it is assessed: Flags the deficient case and passes the acceptable one. Deficient: QM-005 ledger balance vs GL, result: 0.998 and nothing else Acceptable: Population, numerator, denominator, as-of
Also known as: Ratio with no population, numerator or denominator
Related knobits
Builds on
All 10 knobits of Profile and assess data quality.
Source: Review checklist 04-profiling-assessment, row 5 (25024)