Project
Analytics Project README Template
Copy a practical analytics project README scaffold covering the business question, data, model, metric definitions, validation, findings, limitations, and reproduction steps.
Open template →Practitioner templates
Free Analytics Engineering Templates
Start with a practical README, metric definition, review checklist, or incident write-up. Each template includes a completed instructor example.
Metrics
Metric Definition Worksheet
Define a metric’s business meaning, grain, population, formula, date rules, dimensions, source lineage, tests, owner, and change policy with a blank worksheet.
Open template →Review
SQL and dbt Review Checklist
Use a copyable reviewer checklist for analytical SQL and dbt pull requests covering grain, joins, metrics, dates, tests, documentation, cost, compatibility, and deployment.
Open template →Incident
Data Quality Incident Write-Up Template
Copy a blameless data-quality incident template covering impact, detection, timeline, evidence, root cause, resolution, validation, prevention, ownership, and communication.
Open template →