Funnel Drop-off Analysis

Analyze funnel drop-off for {{funnel_name}} in {{product_name}}.

Funnel steps: {{steps}}
Conversion data: {{data}}
Time period: {{period}}

**Drop-off Analysis:**

**1. Funnel Overview**
| Step | Users | Conversion | Drop-off |

**2. Drop-off Severity**
- Biggest absolute drop-offs
- Biggest relative drop-offs
- Comparison to benchmarks

**3. Step-by-Step Analysis**

For each major drop-off:
- What is the drop-off rate?
- Who is dropping off? (segment analysis)
- When do they drop off? (time patterns)
- Why might they drop off? (hypotheses)

**4. Segment Comparison**
| Segment | Step 1 | Step 2 | Step 3 | Overall |

**5. Time Analysis**
- Time between steps
- Abandonment timing
- Return patterns

**6. Qualitative Signals**
- User feedback
- Session recordings
- Support tickets
- Survey responses

**7. Root Cause Hypotheses**
| Drop-off Point | Hypothesis | Evidence | Confidence |

**8. Improvement Recommendations**

| Issue | Fix | Expected Impact | Effort |

**9. Experiment Plan**
- Priority experiments
- Metrics to track
- Success criteria