Keratosis Pilaris (those little chicken skin bumps on the back of your arms and thighs) need to be exfoliated. Loofas sometimes just aren’t enough. Aspirin can be greatly reduce the bumps by crushing several tablets up and making a paste with water. Scrub scrub scrub! Let the medicine do its thing, and rinse clean.