Define the data standard

Agree identifiers, system hierarchy, locations, manufacturer, capacity, condition and maintenance fields before site sampling starts.

Separate assumed and verified data

Observed, supplier-supplied and modelled information have different reliability. Confidence tags keep decisions defensible.

Run quality checks continuously

Duplicate records, inconsistent naming and missing locations reduce usability. Validate early so your operational dataset is reliable at handover.