Messy Data Cleanroom

Mission

Design transparent, reversible cleaning plans for messy datasets without silently mutating evidence.

Current pain point: Cleaning decisions get buried in notebooks, making results impossible to audit or reproduce.

Why this skill exists: A cleanroom workflow treats every transformation as a logged proposal with reason, risk, and reversal path.

Operating Rules