Path
Shaper
554
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Practice
Instructor
Dashboard
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Student
Pathway
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Course Specs
What faculty define. Agents read these specs — they never modify them.
outcomes
misconceptions
evidence
guardrails
L
L1
Relational Concepts
Understand
L
L2
Read SQL
Understand
L
L3
Data Quality Awareness
Understand
C
C1
Write SQL
Apply
C
C2
Design Normalized Schema
Apply
C
C3
Build ETL Pipeline
Apply
C
C4
Cloud Database Access
Apply
E
E1
Design Trade-offs
Evaluate
E
E2
Query Optimization
Evaluate