Analytical signal
Validate separation and stability before operational use.
3Provisional customer clusters
Data Science View
Mika
Segmentation methods, evidence, metrics, and model interpretation.
AI workspace onlineControlled evidenceHuman approval required
Feature distribution
Order-value profile
€0€2.5K+
Validation readiness
Evidence coverage
SchemaScalingStabilitySeparationUtility
Candidate methods
Comparative readiness
K-MeansFit82Explainability68
HierarchicalFit74Explainability81
Gaussian mixtureFit66Explainability72
Explain the visuals
What the chart signals
Order value is right-skewed, so averages alone may mislead.Evidence shown
The controlled distribution places the median near €910 with a long upper tail.Human decision
Review scaling and outlier policy before clustering.Segmentation studio
Provisional cluster space
Value →
Reliability →
Strategic AnchorsGrowth PotentialService-Sensitive
Feature diagnostics
Candidate signal strength
Order value88
Delivery reliability81
Order frequency69
Delay rate63
Customer tenure46
Feature importance is illustrative until a model is fitted.
Data readiness
Quality gates
Schema contractPending
Missing valuesNot assessed
Outlier policyNot approved
Leakage reviewRequired