Specify the decision. Validate the analysis.
An analytical workflow needs a purpose that can be tested: link an observation to an asset, compare inspection dates or examine a spatial interface. Agree the inputs, review criteria and responsibility for uncertain results. Where automation is proposed, validation and engineering oversight belong in the scope before its outputs inform an operational decision.









