They don't take height into account, for example, which has been shown to have an influence on wages [1]. They also cluster region in broad regions (page 37), even though there is a large variation in wages within the same region. Also, note the funding source for this study.

[1] http://www.apa.org/monitor/julaug04/standing.aspx