[lost-found]

You are just making up classes. In the typical low, middle and high class structure making slightly above median definitely places you in the middle class.

[GlennS]

Their use is technically the correct/original one: middle-class means the middle section of a pyramid.

In the USA, an alternative definition has become popular, where middle-class is like the middle section of a bell curve.