Skilirium

Set the data quality strategy and framework

Activity 1 of 8 in Data quality · Occupation: Data quality analyst

The outcome: sets a data quality strategy with goals tied to drivers, owned priorities and a funded roadmap (standalone activity).

Which AI model is best at set the data quality strategy and framework?

ModelProviderTierTest scoreKnobits mastered (expected)Cost per test run
gemini-4-argonGoogleFlagship– 63%$0.021
gemini-3.5-flash-liteGoogleLow cost– 33%$0.003
gpt-6-lunaOpenAILow cost– 48%$0.002
claude-haiku-5-5AnthropicLow cost– 48%$0.006

Test score: mean rubric score on the test tasks for this activity. Knobits mastered: expected share of the activity's knobits the model masters. Cost: mean API cost of one test run at list prices, half price for answers sent as a batch. Method and caveats.

The 12 knobits of this activity

0 that AI does well, 0 it does partly, and 12 where people still lead.

IDKnobitTypeAI exposure (models mastering)
Q-001Recognises a data quality goal with no business driverSkillPeople still lead 0/4
Q-002Recognises a data quality programme scope with no prioritiesSkillPeople still lead 0/4
Q-003Recognises data quality accountability given to the DQ teamSkillPeople still lead 0/4
Q-004Recognises a data quality framework with no route to improvementSkillPeople still lead 0/4
Q-005Recognises a data quality goal with no measure or dateSkillPeople still lead 0/4
Q-006Recognises a data quality roadmap item with no owner or fundingSkillPeople still lead 0/4
Q-051Explains data quality goals tied to business driversKnowledgePeople still lead 0/4
Q-052Explains the ISO 8000-61 data quality management process reference modelKnowledgePeople still lead 0/4
Q-053Explains the data quality improvement cycleKnowledgePeople still lead 0/4
Q-054Explains accountability in a data quality programmeKnowledgePeople still lead 0/4
Q-055Explains scoping and prioritising a data quality programmeKnowledgePeople still lead 0/4
Q-056Explains a funded data quality roadmapKnowledgePeople still lead 0/4