There is a trade off between the explanatory powers of a model and its complexity: the more a model explains, the more complex it will be.

Would you disagree with that?

Before you answer, let me make a claim:

Mathematics is about

revealing patterns that simplify.

The mathematician’s work is actually based on producing simplicity, showing how complex problems can be reduced to component pieces that are simpler.

Think about all the beautiful proofs you’ve known. They are beautiful because they have shown how a simple and harmonious vision can achieve a target better than alternatives that will seem like a hack in comparison. Wikipedia explains it well, here.