When I was married, I could go to the closet(s) and see many more women's shoes than men's shoes. However, when I looked at the bills, I saw that I bought all of the shoes, so.......
My first thaught is children. But children don't buy shoes, they wear them, wear them out, and outgrow them. Most children's shoes are bought by Mommies, Thus my final answer is Women.