Most guys agree that the shoulder, the upper back, or the hip are the hottest places for women to have tattoos (all being rated a 3.3 on a five-point scale). On the flip side, a face tattoo is (pretty unsurprisingly if you ask me) the least attractive to both men and women, being rated a 1.4 on the scale.