It should also be noted that there are some pretty big flaws in the analysis. They mention "the distribution of firms using ADP services does not exactly match the distribution of firms across the broader US economy," but make no attempt to adjust their analysis for it. They also drop 30% of the data for which there is no job title recorded. With such a skewed sample, it's hard to tell how the analysis is supposed to generalize.