This skill provides a structured approach to A/B split test engineering, enabling you to systematically improve your marketing campaigns and website performance. **How This Skill Helps:** - Prioritizes tests using ICE scoring to focus on highest-impact opportunities - Calculates proper sample sizes and statistical significance thresholds - Documents test hypotheses and isolates variables for clean results - Analyzes conversion lift to quantify the business impact of winning variations **When to Use:** Use when you need to optimize landing pages, email subject lines, ad creatives, or any marketing element where data-driven decisions can increase conversions.