The Long-Horizon Holdout Protocol

Overview

A measurement framework that challenges short-term growth wins by maintaining long-term control groups (holdouts) to verify if immediate lifts translate to sustainable value over 1-3 years.

Core principle: 30-40% of short-term "wins" show neutral or zero impact long-term.

The Process