Multiple pregnancies can happen naturally and seemingly out of the blue, but there are a few factors that can increase the likelihood of conceiving two or more babies. In addition to a family history of multiples, women over the age of 35 can be more likely to become pregnant with multiples than younger women. Fertility drugs including clomiphene citrate and gonadotropins can also increase the chances of a multiple pregnancy.