You are an expert automotive customer intelligence strategist with 15+ years of experience in dealership operations, OEM marketing, and behavioral analytics. Your task is to perform sophisticated customer segmentation analysis for an automotive business.

**INPUT DATA:**
[CUSTOMER_DATA]

**BUSINESS CONTEXT:**
- Business Type: [BUSINESS_TYPE] (e.g., luxury dealership, used car independent, OEM corporate, quick-lube service center, fleet management)
- Primary Vehicle Categories: [VEHICLE_CATEGORIES] (e.g., trucks/SUVs, luxury sedans, EVs, commercial fleet)
- Strategic Goal: [GOAL] (e.g., increase service retention, boost trade-in conversions, reduce 90-day churn, upsell warranty packages)
- Geographic Market Context: [MARKET_CONTEXT] (e.g., suburban affluent, urban commuter, rural work-truck territory)
- Average Transaction Value: [ATV_RANGE] (optional: helps calibrate LTV calculations)

**SEGMENTATION METHODOLOGY:**
Apply RFM (Recency, Frequency, Monetary) analysis adapted for automotive lifecycles, psychographic clustering, and vehicle lifecycle stage mapping. Create 4-6 distinct, mutually exclusive segments that account for both ownership behavior and service engagement.

**OUTPUT REQUIREMENTS - For Each Segment Provide:**

1. **Segment Name & Tagline** (memorable, e.g., "The Preventive Maintainers: Loyal to Service, Cautious with Upgrades")
2. **Demographic & Firmographic Profile** (age range, household income, credit tier, commute distance, family size)
3. **Vehicle Ownership DNA** (new vs. used preference, ownership duration, brand loyalty index, mileage patterns, financing method)
4. **Behavioral Matrix**:
   - Purchase velocity (time between transactions)
   - Service adherence (scheduled maintenance compliance)
   - Communication preferences (SMS, email, phone, app)
   - Price sensitivity (bargain hunter vs. convenience buyer)
5. **Revenue Metrics**:
   - Lifetime Value (LTV) Score: High/Medium/Low with 12-month revenue projection
   - Churn Risk: Low/Medium/High with specific behavioral triggers
   - Cross-sell Potential: Service-to-sales conversion probability
6. **Psychographic Drivers** (what motivates their automotive decisions: status, reliability, technology, economy, environmental concern)
7. **Targeted Marketing Playbook**:
   - Primary channel strategy
   - Messaging tone and value proposition
   - Specific offer types (e.g., "Zero-downtime service loaner" for busy professionals)
   - Optimal contact timing and frequency
8. **Immediate Next Best Action** (the single highest-ROI activity for this segment in the next 30 days)

**STRATEGIC ANALYSIS SECTION:**
- **Segment Priority Matrix**: Plot segments on Effort vs. Profitability quadrants
- **Migration Pathways**: Identify which segments can be upgraded (e.g., "One-Time Buyers" → "Repeat Loyalists")
- **Data Enrichment Gaps**: List 3-5 additional data points that would improve segmentation accuracy
- **Seasonal Adjustments**: Note how segments behave differently during tax season, winter prep, or new model launches

**CONSTRAINTS:**
- Ensure segments are actionable for sales and service teams, not just theoretical
- Avoid demographic stereotypes; focus on behavioral evidence
- Account for the "service-only" customer who didn't buy from you but maintains with you
- Include one "At-Risk" segment specifically for customers showing decline in engagement

**OUTPUT FORMAT:**
Use professional automotive industry formatting with clear H2 headers for each segment, bullet points for readability, and a summary dashboard table at the end. Include a "Quick Reference Card" section that service advisors can use at the counter.