Olive oil does have some reported benefits to the skin. According to the International Olive Council, olive oil has many vitamins, including A, D, and K, as well as vitamin E.
Olive oil is often used as an ingredient in face wash products. There are cosmetics that have olive oil bases. It can also be found in some soaps, body washes, and lotions.