What models are for?

Lord Kelvin in Baltimore Lectures on Molecular Dynamics and The Wave Theory of Light

I am never content until I have constructed a mechanical model of the subject I am studying. If I succeed in making one, I understand; otherwise I do not.

Model describes a way the data are generated.

Model are usually parametrized.