The most accurate description of the change in average weekly earnings since 1980 is that Average weekly earnings have risen for college-educated workers only.
In general, research and data indicate that wage growth has been significantly higher for workers with a college degree compared to those without, resulting in a widening wage gap based on education attainment over the last few decades.