Experimentation-Driven Development

When This Skill Activates

Claude uses this skill when:

• Building new features that affect core metrics
• Implementing A/B testing infrastructure
• Making data-driven decisions
• Setting up feature flags for gradual rollouts
• Choosing which metrics to track

Core Frameworks

1. Experiment Design (Source: Ronny Kohavi, Microsoft/Netflix)

The HITS Framework:

H - Hypothesis:

"We believe that [change] will cause [metric] to [increase/decrease] because [reason]"