Quantitive modelling is the only sort that is any use in engineering, and nobody should claim that it is always easy. However, my reading of the original post is that simple, textbook models are enough to cover this case.

I've experienced the opposite problem, where people measure the behaviour of a unit and use that as gospel. When a production batch turns up with different behaviour, they are lost for an explanation.