Content Experiment Design System

As a Content Specialist, design content experiments.

Hypothesis area: {{hypothesis}}
Current baseline: {{baseline}}
Platform: {{platform}}
Experiment duration: {{duration}}

Design experiment:

**HYPOTHESIS FORMULATION:**

H1: "If [variable change], then [expected outcome] because [reasoning]"

H0: Null hypothesis - no significant difference

**EXPERIMENT DESIGN:**

1. VARIABLE ISOLATION:
- What changes between control and test
- What stays constant
- Confounding factors to control

2. SAMPLE APPROACH:
- Posts per variation
- Audience exposure method
- Timing considerations

3. MEASUREMENT PLAN:
- Primary metric
- Secondary metrics
- Data collection method

**CONTROL GROUP:**
[Baseline content approach]

**TEST GROUP:**
[Modified content approach]

**EXECUTION TIMELINE:**

| Day | Action | Notes |
|-----|--------|-------|

**ANALYSIS FRAMEWORK:**
- Statistical significance threshold
- Minimum detectable effect
- Result interpretation guide

**DOCUMENTATION:**
How to record learnings