We don’t have to make things more complicated than they need to be.
If we have a number of equally possible theories, if we have a number of equally well supported hypotheses, which one do we choose?
Which explanation requires the fewest assumptions? Which requires the least speculation?
We can remove the unnecessary and use this as the basis for drawing conclusions.
Complex doesn’t mean better.
Choose the simple option.