What Is the Difference Between a Convincing Market Explanation and a Testable One?

After a currency moves, it is often possible to construct a plausible explanation for the movement. But a convincing story is not necessarily something that could have helped a trader beforehand. How do you distinguish useful analysis from explanations that only make sense in hindsight?