What should good analysis documentation include for reproducibility?

Documentation reduces repeated work and errors. Include: - Data sources and filters - Metric definitions and assumptions - SQL queries / notebooks - Known limitations and edge cases - Version/date and owner Good docs make analyses auditable and reusable, especially when stakeholders revisit decisions months later.