It would be quite unusual for me to get deep into a project and then shitcan it. One of the advantages of having done this for a while is that I have a better sense than I used to of when something is or isn't working. Until I developed that sense, this was a pretty dicey career for me, both in terms of paying the rent, and emotional wear and tear.
No human investigation can be called real science if it cannot be demonstrated mathematically.