ChatDiagram
machine learning · data modeling · monitoring

ML Monitoring Data Model for Predictive Maintenance

Type Entity-Relationship Diagram (ERD)Standard Chen 1976 / Everest 1976 (crow's foot)Engine schematex-erdUpdated 9/7/2026
ML Monitoring Data Model for Predictive Maintenance
Drawing preview
The scenario

A production predictive maintenance system must monitor model inputs, predictions, and drift to ensure reliability and trigger alerts.

What is in this drawing

Read the decisions behind it.

01

Separate Prediction and ActualOutcome tables to compare forecasts with observed equipment failures

02

Model feature distributions and drift metrics as first-class entities to support automated monitoring

03

Link DataQualityIssue to Reading to track upstream data quality problems

Use when designing a schema for ML observability, drift detection, or model performance tracking in industrial IoT or maintenance domains.

More like this

Other examples in this family.

Browse all erd templates →