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Customer Personality — Spending Segments In Minutes

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Running customer personality — spending segments analysis...

Running customer personality — spending segments analysis...

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What's in the report?

Uses k-means clustering (k selected via silhouette score across k=2..6, nstart=25) on z-score-standardized spending behavior features (product categories, purchase channels, recency, engagement) to partition customers into behaviorally distinct segments. Each segment is profiled by income level, category spending patterns, purchase channel preferences, and internal cohesion (silhouette coefficient) to support targeted product positioning, marketing campaigns, and customer retention strategies.

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Segment Size Overview

Interactive bar visualization

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Income Level by Segment

Interactive box visualization

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Wine vs Meat Spending by Segment

Interactive scatter visualization

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Product Category Spending Profile

Interactive table visualization

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Complete Segment Profile

Interactive table visualization

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AI Insights

Plain-English interpretation of what the numbers mean, what's significant, and what to do next.

Questions?

See our FAQ for details on pricing, data privacy, and how the analysis works. Every report includes a Methodology section showing the statistical test, assumptions checked, and diagnostics run.

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