Yeah, I admit I didn't click through and read the methods so it's possible they did what was necessary, but off the top of my head, you would need to do your best to model:

1. Parents' own socioeconomic status

2. Parents' educational attainment

3. Parents' working memory (since this is one of the measures, and it's somewhat heritable)

Not easy at all.