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Question Bank Coverage & Balance

Count and difficulty

Metric Count
Total 72
Foundational 13
Standard 38
Difficult 20
Expert-discrimination 1

Correct-answer position balance

Position Count
A 18
B 18
C 18
D 18

Topic coverage

Topic Questions
Schemes 14
Introduction 7
Keys 7
Relationships 7
Activities 6
Components 6
Physical Design 5
Domains 4
Normalization 4
Levels 3
Abstraction 2
Best Practices 2
Governance 2
Metrics 2
Tools 1

Diagnostic rule

After a miss, record the confusion pair or reasoning error, not merely the topic. Useful tags include: - entity vs instance; - cardinality vs arity; - composite vs compound; - candidate vs super; - business vs surrogate; - relational vs dimensional; - fact vs dimension vs grain; - SCD 1/2/3; - CDM/LDM/PDM/canonical; - normalization level; - normalize vs denormalize; - generalize vs specialize; - forward vs reverse; - standards vs review vs version control vs Scorecard.

Artifact 08 should later be built from actual learner error history, not prefilled assumptions.

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