Really a shame because understanding why your results were incorrect is much more important than stumbling on the right answer by accident.

> the focus ends up on execution rather than the why

Exactly right. School teaches you that the point of running an experiment is to try and get the same result as the teacher, while performing a ritual with steps called "hypothesis" and "method".