Theory should have
- self-consistency - theory must have no internal contradictions
- generality - must explain observations across a broader domain
- predictability - must be able to predict phenomena
- falsifiability - must be possible to be proven wrong (Religion)
and select theory based on Occam's Razor
No amount of experimentation can prove me right; a single experiment can prove me wrong - Albert Einstein