Fraud Pattern Explanation
CommunityExplain transaction fraud signals.
Data & Analytics#security#pattern recognition#risk assessment#transaction analysis#fraud detection#explanation generation
AuthorGoldenZero
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill translates complex fraud detection signals into clear, human-readable explanations, bridging the gap between automated scoring and human judgment for faster, more informed fraud reviews.
Core Features & Use Cases
- Signal Decomposition & Categorization: Breaks down fraud flags into understandable payment, identity, behavioral, device, velocity, and address signals.
- Contextual Enrichment: Compares signals against customer history and known fraud patterns to assess severity.
- Narrative Explanation Generation: Produces structured, plain-language summaries of why a transaction is flagged, including mitigating factors and recommended actions.
- Pattern Aggregation: Identifies coordinated attack vectors and fraud rings across multiple transactions.
- Use Case: A fraud analyst receives a transaction flagged with a high risk score. Instead of sifting through raw data, they use this Skill to get a concise explanation: "This transaction exhibits strong account takeover indicators: new device, changed shipping address, and high-value electronics order inconsistent with purchase history."
Quick Start
Use the Fraud Pattern Explanation skill to explain the fraud drivers for my flagged transactions.
Dependency Matrix
Required Modules
None requiredComponents
scriptsreferencesassets
💻 Claude Code Installation
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Please help me install this Skill: Name: Fraud Pattern Explanation Download link: https://github.com/GoldenZero/skills/archive/main.zip#fraud-pattern-explanation Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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