It seems like he is using immigration status as a proxy for parental education level. As he later notes the effect is non existent and in fact opposite in Cana

It seems like he is using immigration status as a proxy for parental education level. As he later notes the effect is non existent and in fact opposite in Canada and Australia which he attributes to the skills based immigration system.