I can't really make the comparisons because I don't know Nine and Ten all that well, but...

Eleven is a kind, grumpy grandfather. He's a caregiver who loves children most of all. It seems like the Doctor might have always cared for children, but for Eleven this is very much explicit. He's a caregiver.