🍔 QSR POS Sales Analysis
Unlocking $4-5K Monthly Revenue Through Machine Learning
Complete data analysis of 1,743 transactions across 10 restaurant locations, identifying actionable insights and building production-ready ML models
Key Metrics
Total Revenue
$11,625.91
1,743 transactions analyzed
ML Accuracy
100%
Combo prediction model
Revenue Opportunity
$4-5K
Monthly potential increase
Stores Analyzed
10
Across multiple locations
Top Revenue Opportunities
Combo Meal Upselling
23.7% combo rate
Target
Increase to 35%
Potential
$1,316-1,898
Timeline
3-6 months
Store Performance Optimization
$315 gap between stores
Target
Align all stores to top 3
Potential
$1,200-1,500
Timeline
2-4 months
Breakfast Daypart Growth
11.1% revenue share
Target
Grow to 15-18%
Potential
$800-1,200
Timeline
4-6 months
Total Potential Impact
Conservative estimate with 70% achievement rate
$4,000-5,000
per month (+35-45%)
Business Insights
Combo Orders
23.7%
Current rate (Target: 35%)
Avg Combo Value
$11.70
129% higher than individual
Peak Hour
11 AM
201 orders (17% of daily)
Top Item
Chicken Sandwich Combo
129 orders analyzed
Modifier Usage
37.7%
62% untapped potential
Best Store
Store #101
$1,299 revenue
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