Skill 07 · Auditing Experiments Flags
Subchapter 7.5
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Apply these patterns during full audits (both experiments and flags). Each pattern looks for a cluster of related findings that together suggest a bigger problem.
Trigger: 3+ experiments have PROCESS-category findings (missing hypothesis, no metrics, no conclusion).
Message:
Multiple experiments lack key setup steps (hypothesis, metrics, or conclusions). This suggests the team may benefit from an experiment setup checklist or template.
Trigger: 5+ flags have CLEANUP-category findings (stale drafts, fully rolled out, orphaned experiment flags).
Message:
There are many flags that could be cleaned up. Consider scheduling a flag cleanup session to remove stale flags from the codebase and reduce unnecessary flag evaluations.
Trigger: At least one experiment has a “stopped with active flag” finding AND at least one has a “mid-run flag change” finding.
Message:
Some experiments have flags that were modified during their run, and others were stopped but their flags are still active. This suggests the experiment-flag lifecycle is not well-coordinated. Consider establishing a post-experiment cleanup process.
When a pattern triggers: