Measurement Frameworks & Scaling Success

Measurement Framework & Scaling Checklist

A practical, reusable template and operational checklist to move validated experiments into production while measuring how impact changes at scale. Includes decision gates, a complete measurement plan template (primary/secondary/guardrail metrics), a post-rollout monitoring checklist, a reproducibility & handover checklist, and a simple ROI/impact-to-cost prioritization rubric.