Play Transactional Analytics 2024 EDA

Customer Behavioral Segmentation & Strategic Targeting Engine

Customer:
Period:
Total Orders
370 Transactions
100% of dataset verified
Total Quantity
865 Units
Avg basket: 2.34 units/order
Top Customer
Lisa 52.5% Vol
454 units purchased
Catalog Breadth
50 Unique SKUs
Across 5 persona clusters
Active Customers
5 Profiles
Power 2 = 98.3% Volume

Customer Share: Orders vs Volume

Comparison of total transaction count and physical unit purchases

2024 Monthly Purchasing Cadence

Monthly unit trend tracking primary buyer trajectories

Top Products by Unit Volume

Most frequently ordered SKUs within filtered parameters

Product Cluster Composition

Distribution across major functional product groups

Strategic Customer Personas & Target Recommendations

Data-driven behavioral personas and tailored campaign execution roadmaps

Primary Target Persona
L

Lisa — Active Health, Wellness & Expectant Mother

454 Units Purchased (52.5% Total) • 177 Orders • 34 Unique SKUs

Identified Customer Lifecycle Trajectory (2024):
Q1: High Active Fitness Hot Yoga, CrossFit, Horse Riding, Gym Passes & Yoga Mats.
Q2: Wellness & Hydration Peak Coconut Water (17 units in May), Omega-3 & Supplements.
Q3–Q4: Maternity Care Calming Herbal Teas (100 units in July), Stretch Mark Cream, Body Pillow, Loose Apparel.
Campaign Strategy Target with an integrated **Motherhood & Holistic Wellness Subscription**. Automated re-orders for hydration (Coconut Water) and recovery supplements.
Target Geographic Region Focus acquisition in **Metropolitan & Urban Suburban Zones** with high concentrations of boutique yoga studios, organic grocery hubs, and maternity care centers.
Secondary Target Persona
J

John — DIY Renovator & Home Stager

401 Units Purchased (46.4% Total) • 186 Orders • 14 Unique SKUs

Behavioral Purchasing Pattern:

Highly steady weekly purchasing cadence concentrated tightly in **Tools (27 orders)**, **Home Decor (26 orders)**, **Paint (22 orders)**, **Furniture (21 orders)**, and **Kitchenware (21 orders)**. Highly habitual repeat buyer.

Recommended Strategy Enroll in a **Contractor & Home Stager Bulk Loyalty Tier**. Provide paint and tool bundle discounts with scheduled auto-replenishment for cleaning and hardware supplies.
Target Geographic Region High-growth **Suburban Residential & Home-Improvement Corridors** with high rates of single-family home renovations and property staging.
BR

Brian — Corporate Executive

3 Orders • 5 Units

Purchased Formal Shoes, Briefcase, and Dress Shirts in Q2. Target for corporate wardrobes & executive travel gear.

MI

Michael — Outdoor Luxury Enthusiast

2 Orders • 3 Units

Purchased Camping Gear & Luxury Chocolates. High basket value persona for premium glamping and luxury gifting.

BE

Ben — Gourmet Food & Leisure

2 Orders • 2 Units

Purchased Gourmet Cheese & Board Games. Target persona for artisan food pairings, hosted entertainment, and home gaming.

Regional Strategy & Budget Allocation Simulator

Simulate campaign ROI and audience reach based on regional persona targeting parameters

Total Simulation Budget: $50,000 USD
Region A: Suburban Home Improvement Corridors (John Persona) 45% ($22,500)

Targeting single-family homeowners with bulk DIY tools, paint, staging furniture, and decor bundles.

Region B: Urban Metropolitan & Boutique Health Hubs (Lisa Persona) 45% ($22,500)

Targeting health-conscious professionals, yoga studio goers, and new mothers with wellness & maternity subscriptions.

Region C: Executive Commercial Districts & Niche Outlets 10% ($5,000)

Targeting business hubs and luxury outdoor enthusiasts for apparel, gourmet foods, and premium gear.

Simulated Regional Output Metrics

Est. Target Impression Reach: 485,000
Projected Conversion Volume: 3,420 Units
Target Audience Match Index: 94.8%
Estimated Campaign ROI: 3.85x
Optimization Insight: Balanced allocation between Suburban DIY (John) and Urban Wellness (Lisa) captures over 98% of potential lifetime value.

Transactional Data Explorer

Filtered view of individual line items and transaction records (370 records shown)

Date
Customer
Item Purchased
Quantity
Category Cluster
Showing 1 to 25 of 370 entries