Database join planning and audit worksheet StatMedAnalysis | Version 2026-10-31 Purpose: Plan and validate joins with aggregate diagnostics. Keep real identifiers and row-level records in the approved data environment. Instructions: Save a working copy, fill each prompt, and retain source locations. Use NOT REPORTED, NOT APPLICABLE or UNRESOLVED rather than an ambiguous blank. Do not enter patient identifiers. This worksheet is an original planning aid, not a validated instrument. 1. Purpose and intended unit of the final row Response: ______________________________ 2. Left and right dataset versions and owners Response: ______________________________ 3. Join keys including required visit/time components Response: ______________________________ 4. Key type, case, whitespace and unit normalization rules Response: ______________________________ 5. Missing-key behavior and explicit exclusion/retention rule Response: ______________________________ 6. Expected relationship: one-to-one, one-to-many, many-to-one or many-to-many Response: ______________________________ 7. Duplicate key counts on each side and justification Response: ______________________________ 8. Rows and unique keys before joining Response: ______________________________ 9. Expected matched and unmatched counts; equality-join assumptions Response: ______________________________ 10. Actual rows after joining and comparison with expected counts Response: ______________________________ 11. Checks for duplicated outcomes, conflicting fields and lost records Response: ______________________________ 12. Reviewer, date, corrective action and reproducible script location Response: ______________________________ Next action / owner / due date: ______________________________