The side seeking additional discrimination as a policy goal has the burden of evidence supporting the discrimination, not the side supporting the absence of discrimination.

That's not just a good rule of thumb, its a Constitutional rule in the US (though the standard to meet varies depending on the kind of discrimination from a very low standard—the rational basis test—to a very high standard—strict scrutiny.)