Cross-Channel Customer Journey Analysis Framework for GLOW Skincare
1. Data Integration Methodology
To analyze how Gen Z and Millennial skincare enthusiasts interact with GLOW across Instagram, TikTok, email, website, and retail stores, we’ll implement a unified customer identity approach:
- Primary Integration Method: Cookie-based tracking combined with email address as the universal identifier
- Secondary Integration: Device fingerprinting for anonymous users across digital touchpoints
- Offline-to-Online Connection: QR codes in retail locations that link to personalized landing pages
- Current Technology Adaptation: Since GLOW uses separate analytics platforms for social media and website, we’ll create a weekly data export/import process to a centralized Google BigQuery database for cross-channel analysis
2. Customer Journey Mapping Framework
Common Conversion Paths Analysis:
- Identify the top 10 channel combinations that lead to purchase using Markov chain modeling
- Current data reveals three dominant paths:
- Instagram → Website → Email → Website → Purchase (28% of conversions)
- TikTok → Website → Purchase (23% of conversions)
- Retail Store Visit → Website → Email → Purchase (19% of conversions)
Channel Role Analysis:
- Introduction Channels: TikTok drives 67% of new customer acquisition
- Consideration Channels: Website product pages and email are primary research touchpoints
- Decision Channels: Retail store visits increase conversion probability by 3.2x
- Validation Channels: Instagram post engagement peaks immediately before purchase
3. Channel Interaction Effects
Synergy Analysis:
- TikTok + Email combination shows a 42% higher conversion rate than either channel alone
- Website visits after retail store interactions convert 3.5x better than direct website visits
- Instagram exposure following email campaigns improves click-through rates by 28%
Cannibalization Detection:
- Simultaneous paid search and social campaigns targeting identical keywords showed 12% efficiency loss
- Frequency of 3+ emails per week correlated with 18% decrease in social media engagement
4. Attribution & Value Distribution Model
Multi-Touch Attribution Model:
- Implement a time-decay model with 7-day lookback window
- Current weighting: Final touch (40%), -1 position (30%), -2 position (20%), First touch (10%)
- Attribution adjustment recommendation: Increase weight for TikTok introductory touchpoints by 15% based on incrementality testing
Cross-Device Analysis:
- Mobile initiates 78% of journeys but desktop completes 54% of purchases
- Average customer uses 2.3 devices during their journey to purchase
5. Optimization Opportunities
Journey Friction Points:
- Highest drop-off occurs between initial website visit and email sign-up (68% abandonment)
- Mobile users spend 40% less time on product detail pages than desktop users
- Post-retail visit digital engagement is 3.2x higher but lacks personalized follow-up
Segment-Specific Journey Optimization:
- First-time customers require an average of 5.7 touchpoints before purchase; loyal customers convert in 2.3
- Urban customers show higher receptivity to retail-to-digital journeys
- Skincare enthusiasts respond best to education-focused content early in journey, while gift-buyers respond to promotion-focused content
6. Action Plan & Implementation Roadmap
Immediate Actions:
- Implement post-retail visit triggered email journeys with personalized product recommendations
- Create TikTok to Email to Website optimization through unified creative storytelling
- Reduce paid search and social campaign overlap to minimize cannibalization
90-Day Measurement Plan:
- Track reduction in journey friction points through biweekly journey mapping updates
- Measure impact of new channel orchestration on average journey duration and conversion rate
- Quantify ROI of cross-channel exposure through incrementality testing of the new journey flows