Roblox Growth Design

When to Load

Load for growth, discovery, retention, onboarding, packaging, or LiveOps; route implementation to domain skills.

Quick Reference

Diagnose before prescribing

1. Ask for dashboard, release, acquisition, and session evidence. Never invent metrics.
2. Find the narrowest broken transition: impression→play, join→control, action→payoff, return, or purchase.
3. Write a falsifiable hypothesis: If Y changes because evidence Z, X should move without harming G.
4. Prefer one test with a primary metric, counter-metrics, MDE, and decision rule.
5. Stop for safety, severe regressions, or invalid instrumentation; avoid significance peeking.

Home diagnosis