Start with the operational question
Identify the asset, condition or event to be understood and who will act on the information. Energy use, equipment condition and environmental observations may need different sensors, sampling and calibration approaches.
For buildings, consider metering, HVAC and occupancy context. For industrial operations, consider machine signals, asset status and the link to maintenance or production systems. A dashboard should reflect reliable data, not conceal missing measurements.


