Analytics

Unlock Actionable Insights from Risk Scores and Signals

Paymongo FraudDetector (FD) provides fraud teams with a robust dashboard and comprehensive scoring data, enabling deep fraud analysis and informed decision-making.


Real-Time Risk Scoring and Explanations

  • Dashboard Overview:
    The FD dashboard displays real-time risk scores for every transaction, alongside details of the factors contributing to each score. Example risk drivers include:
    • Unusual transaction amounts
    • Geolocation mismatches
    • Suspicious transaction origin
    • High-risk email domains

Segmentation and Trend Monitoring

  • Segment Transactions:
    Filter and group transactions by risk level (e.g., low, medium, high) to quickly surface patterns and anomalies.
  • Trend Analysis:
    Track risk levels and fraud signals over time, helping you spot emerging threats or seasonal spikes in fraudulent activity.

Deep Dive and Case Investigation

  • Drill Down on High-Risk Cases:
    Inspect individual transactions flagged as high-risk to understand the specific signals and rules triggered.
  • Score Explanations:
    Review transparent, feature-level breakdowns to see which factors most influenced the decision, supporting confident manual reviews.

Historical Pattern Comparison

  • Fraud Pattern Analysis:
    Compare current fraud trends to historical data to uncover shifts in tactics or vulnerabilities.
  • Proactive Strategy Optimization:
    Use insights to proactively refine your fraud prevention approach, adapting to new threats and minimizing manual workload.

What’s Next