I think once you've done a few cases in one topic, you start to be able to guess the outcome of quantitative analysis before doing it. In this instance, I assume you would perform the analysis regardless, in order to uphold your recommendation with evidence.
However, what about when the analysis sounds reasonable, but you have a gut feeling that the idea will not work anyway? How do you handle this situation/does it happen?