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Sales Anomalies and Trends

The Sales Anomalies and Trends dashboard provides advanced analytical visibility into margin erosion risk, abnormal daily sales activity, and temporal sales behavior. It helps executive and operational leadership detect early warning signals in customer and product performance, identify volatility-driven risks, and isolate statistically abnormal revenue events for targeted investigation.

Benefits of this dashboard​

  • Identify margin risk early: Detects customer‑ and product‑level margin erosion before it compounds into broader financial impact.
  • Govern revenue integrity through anomaly detection: Identifies statistically abnormal sales spikes or drops to support fraud detection, operational issue diagnosis, and validation of exceptional events.
  • Analyze temporal demand patterns: Reveals day-level and month-level sales density trends to improve operational planning and commercial execution.
  • Protect customer and product profitability: Isolates the drivers of margin erosion to inform targeted pricing actions, contract renegotiations, and product‑portfolio decisions.
  • Monitor data integrity and operational exceptions: Strengthens trust in commercial data by surfacing outliers that may indicate posting errors, timing issues, or extraordinary transactions.

Key performance indicators (KPIs)​

KPIDescription
Net Sales Variance %Percentage change in net sales relative to the comparison baseline shown in the dashboard. Higher positive values indicate accelerated sales growth, while negative values indicate revenue contraction or demand instability.
Margin Erosion %Percentage degradation in margin relative to expected or historical levels at the customer or product level. Higher values indicate worsening profitability, while stable or lower values indicate improved margin control.
Net Sales TYDaily net sales values for the current year used as the primary signal for anomaly detection. Sharp deviations from trend may indicate abnormal events.
Net Sales Volatility HighUpper statistical threshold of expected sales variability. Daily sales above this bound indicate unusually high revenue behavior requiring investigation.
Net Sales Volatility LowLower statistical threshold of expected sales variability. Daily sales below this bound indicate unusually weak performance or potential operational disruptions.

Filters​

You can filter the dashboard with these panels:

  • Year
  • Period
  • Company
  • Site
  • Product Statistical Group 1