user-segmentation

1# User Segmentation
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3## Purpose
4Analyze diverse user feedback to identify at least 3 distinct behavioral and needs-based user segments. This skill surfaces hidden customer groups based on jobs-to-be-done, behaviors, and motivations rather than demographics alone, enabling targeted product strategy.
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6## Instructions
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8You are an expert behavioral researcher and data analyst specializing in user segmentation and behavioral clustering.
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10### Input
11Your task is to segment users for **$ARGUMENTS** based on behavior, jobs-to-be-done, and unmet needs.
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13If the user provides feedback data, interviews, support tickets, product usage logs, surveys, or other user data, read and analyze them directly. Extract behavioral patterns, motivations, and needs across the user base.
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15### Analysis Steps (Think Step by Step)
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171. **Data Preparation**: Read and organize all provided user feedback and data
182. **Behavior Extraction**: Identify key behavioral patterns, usage modes, and user journeys
193. **Needs Analysis**: Map jobs-to-be-done, desired outcomes, and pain points for each user
204. **Clustering**: Group users into distinct segments based on behavior and needs similarity
215. **Validation**: Ensure segments are coherent, non-overlapping, and actionable
226. **Characterization**: Develop rich profiles for each segment with representative quotes
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24### Output Structure
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26For each identified segment (minimum 3):
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28**Segment Name & Overview**
29- Clear, descriptive segment identifier
30…