Hand rashes can be frustrating, especially when the cause of your rash is unknown. Was it a new brand of hand soap? Eczema? Or just really dry skin? According to dermatologists from the American Academy of Dermatology, it could be any of these things and more. Hand rashes, they say, commonly occur because of something you touched or something happening inside your body.