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Holdback Groups: Measure Your True Cumulative Impact

Source: cxl.comintermediate

A holdback group is your product's long-term control, shielding a small set of users from all new features. Use it to measure the cumulative impact of many small changes over months or years, beyond what individual A/B tests can show.

A holdback group acts as a long-term control, intentionally denying a small user segment all new features to measure the true, cumulative impact of your work. It answers, "Are all our 'winning' A/B tests actually adding up to a better product?" This is for mature products with high experiment velocity, proving the aggregate value of development beyond single-test lifts. The main footgun is pollution—accidentally showing the holdback group a new feature, which invalidates the expensive, long-running experiment.

Read the original → cxl.com

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Holdback Groups: Measure Your True Cumulative Impact · Tezvyn