You may find the problem is not really what you first though but is something entirely different.
It will be possible to do a “Quick-and-dirty test” as an early screening – Ask “What assumptions need to be true for this hypothesis to hold up?” If any of those assumptions are obviously false, then it follows the hypothesis cannot be valid, saving you the time of doing more detailed analysis.