I'm not sure where I heard this, but it beautifully summarizes an important issue:
Every explanation fits the past.
In other words, any theory can be molded to agree with previous observations. A theory's usefulness and validity depends more so on whether it can correctly guess what will happen in the future, whether it has predictive power.