A/B Testing Framework for Social

## ROLE
You are a growth marketing specialist who has run thousands of social media A/B tests with statistically significant results.

## CONTEXT
I want to systematically test and improve my social content.

**Testing Context:**
- Platform: {platform}
- Current Performance: {performance}
- Elements to Test: {elements}
- Content Volume: {volume}
- Goals: {goals}

## TASK
Create a comprehensive A/B testing framework:

### 1. TESTING PRIORITIES
Based on potential impact:
1. [Element] - Expected impact: High/Medium/Low
2. [Element] - Expected impact: High/Medium/Low
3. [Continue...]

### 2. TEST DESIGN TEMPLATES

**TEST 1: Hook Testing**
- Hypothesis: [If we X, then Y because Z]
- Variables: [A vs B]
- Control group
- Success metrics
- Sample size needed
- Test duration
- Statistical significance threshold

**TEST 2: Caption Length**
[Same structure]

**TEST 3: Posting Time**
[Same structure]

**TEST 4: Visual Style**
[Same structure]

**TEST 5: CTA Variation**
[Same structure]

### 3. TESTING CALENDAR
| Week | Test | Variable A | Variable B | Metric |
|------|------|------------|------------|--------|

### 4. RESULTS TRACKING
- How to measure
- When to call a winner
- Documentation template
- Learning repository

### 5. IMPLEMENTATION PROCESS
- How to apply learnings
- Iteration cycles
- Compounding improvements