content-experimentation-best-practices — independently scanned and version-tracked by SaferSkills.
SaferSkills independently audited content-experimentation-best-practices (Agent Skill) and scored it 100/100 (green). The audit ran 55 deterministic rules across Security, Supply Chain, Maintenance, Transparency, and Community; it found 0 high-severity and 0 lower-severity findings. The full rule-by-rule trace and per-finding evidence are below. Free, methodology-open.
Findings & checks · 0 flagged
Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
Principles and patterns for running effective content experiments to improve conversion rates, engagement, and user experience.
Reference these guidelines when:
Comparing two variants (A vs B) to determine which performs better.
Testing multiple variables simultaneously to find optimal combinations.
The confidence level that results aren't due to random chance.
Making decisions based on data rather than opinions (HiPPO avoidance).
Start with the reference that matches the current problem, such as design, statistics, CMS integration, or pitfalls. See references/ for detailed guidance:
references/experiment-design.md — Hypothesis framework, metrics, sample size, and what to testreferences/statistical-foundations.md — p-values, confidence intervals, power analysis, Bayesian methodsreferences/cms-integration.md — CMS-managed variants, field-level variants, external platformsreferences/common-pitfalls.md — 17 common mistakes across statistics, design, execution, and interpretation~30 seconds. Free. No account. Every finding cites a rule and a line of evidence.