Comparison
Three flagship paths, one honest matrix
Use this table to brief stakeholders quickly. It highlights where each track spends its hours, not which one is “best” in the abstract—your department’s calendar reality still wins.
| Capability focus | Manager SQL Readiness Lab | Dashboard Forensics (Marketing) | Finance KPI Walkthroughs |
|---|---|---|---|
| Primary learner | Ops and COO staff inheriting BI tools | Marketing leads reading acquisition dashboards | Finance managers preparing board bridges |
| Live time | Lightweight Q&A windows | Hybrid cohort anchors | Clinic blocks with annotated SQL |
| SQL depth | Foundational reads and filters | Intermediate joins and attribution language | Intermediate windowing for KPI narratives |
| Best paired with | Cross-Department Data Requests | Product Metrics Dialogue Studio | Executive Reporting Clinic |
| Not a fit if | You need production query authorship | You need deep warehouse tuning | You need treasury cash modeling |
When teams pick the middle column
Marketing organizations that already have a strong BI partner but weak intake hygiene usually land on Dashboard Forensics plus the Cross-Department templates. That combo keeps social friction low while still upgrading questions.