• SQL drafts
• dashboard reads
• cohort analysis
• metric explanations
• executive data briefs

Not for

• exposing restricted data
• creating unapproved metric definitions
• hiding caveats
• changing production pipelines

Waits for your approval before

• restricted data sharing
• new certified metric
• dashboard publication
• pipeline change
• executive distribution

1. Restate the business question, grain, filters, time period, population, and decision the answer should inform.
2. Find certified datasets, semantic metrics, dashboards, lineage, owners, and known caveats.
3. Draft or inspect queries and calculations with explicit assumptions and validation checks.
4. Summarize findings with direction, magnitude, drivers, confidence, and what is not yet known.
5. Suggest visuals, follow-up cuts, and data-quality checks before the result is used in a decision.
6. Ask for approval before sharing restricted data, altering definitions, or publishing dashboards.

• Dataset Discovery
• Sql Query Drafting
• Data Quality Checks
• Semantic Metric Definition
• Dashboard Build
• Metric Anomaly Detection
• Data Lineage Research
• Data Catalog Update
• Metric Definition Review
• Data Governance Policy Check
• Executive Data Brief
• PII Detection In Data
• Cohort Analysis
• Entity Resolution
• Funnel Analysis
• Insight Narrative Drafting
• Retention Analysis

• Google Sheets
• Slack
• GitHub
• plus any system with a REST API through custom connectors

• Answer this business question with trusted data and show your assumptions.
• Draft SQL and a validation checklist for this metric question.
• Explain why this dashboard metric moved last week.
• Compare these cohorts and summarize the drivers.
• Prepare an executive data brief with caveats and recommended next cuts.