Quantify. If whatever it is you're explaining has some measure, some numerical quantity attached to it, you'll be much better able to discriminate among competing hypotheses. What is vague and qualitative is open to many explanations.
The Demon-Haunted World: Science as a Candle in the Dark, Chapter 12 (p. 211)