powerbi-iot-shopfloor-analytics

name	powerbi-iot-shopfloor-analytics
description	Use when Power BI work depends on IoT, MES, SCADA, historians, OSIsoft PI, machine telemetry, OEE, downtime, energy monitoring, quality signals, production events, or real-time shopfloor analytics.

Power BI IoT Shopfloor Analytics

Use this skill for industrial operational telemetry and shopfloor reporting.

Data Sources

• MES events, production orders, operation confirmations.
• SCADA and PLC signals.
• Historians such as OSIsoft PI, AVEVA, Honeywell, AspenTech, Rockwell, Siemens.
• Quality systems, lab results, inspection data.
• Energy meters, compressed air, steam, utilities.
• Maintenance and downtime systems.

Analytics Patterns

• OEE, availability, performance, quality.
• Downtime classification and loss trees.
• Energy intensity per product, line, plant, shift.
• Batch genealogy and traceability.
• Real-time exceptions and alert history.
• Machine condition and predictive maintenance features.

Output Requirements

• Include time-series grain, aggregation window, event alignment, late data, timezone, machine hierarchy, and historian retention.
• Warn when Power BI latency is unsuitable for control-loop use.