Vixxo - Return to Portfolio

Anomaly Radar

Anomaly Radar

Outlier detection system for marketplace quality assurance

3 Anomalies Detected

Detection Controls

High Severity

Price >3.1σ from mean

Potential fraud or error

Medium Severity

Price 2.0-3.1σ from mean

Requires review

Pattern Alert

Suspicious upsell pattern

Multiple high-margin jobs

Price vs Duration Analysis

Detection Rules

Statistical Rules

3.1σ Price Deviation

Price exceeds 3.1 standard deviations from cohort mean

2.0σ Duration Mismatch

Job duration significantly different from price expectation

Pattern Rules

Upsell Pattern

Provider has >3 jobs with 200%+ markup in 30 days

Time Compression

Unusually short duration for complex job type

Portfolio Context: This document is part of Derek Neighbors' strategic analysis for Vixxo, prepared as part of the interview process for a CTO position focused on AI transformation in facilities management.

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