I don’t think the law says anything about over-qualified. I’m sure that there are many older, laid-off US citizens who would be thrilled to find a job paying $40K. Have you even looked?
Nope.
OTOH, the law doesn't require that you hire (and pay extra for) someone with any additional skills.
After all, Pradesh, Thuy or Zhou are perfect for the job as described how could you not hire them???