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.