I suppose that depends on what you mean by "overqualified". I'm a computer programmer, and let's say I lost my job and started looking for a job in construction. I've never worked in construction before and while I'm not out-of-shape I'm not exactly ready for heavy-lifting.
So am I overqualified or underqualified? Or both?