Holdback Experiment Design
Design degradation holdbacks and long-term cumulative holdbacks for product experiments and feature rollouts. Use when a team needs a long-term counterfactual, wants to measure delayed impact after launch, is worried about metric degradation over time, needs to decide holdback size or duration, or must weigh the user/business cost of withholding a feature.
Product Managementv0.1.0MITpractical-ab-testingab-testingexperimentationholdbacksproduct-analytics
Install
npx skills add LVTD-LLC/skills --skill holdback-experiment-designFrom `SKILL.md`
Use this skill to plan holdbacks that preserve a comparison group after a feature rollout. Holdbacks are useful when effects may appear later, accumulate, or degrade after launch.