16. Orthotics. Devices such as braces, splints and shoe inserts read more might be efficient in relieving joint pain by shifting body weight from the weakened space on the joint, easing pressure on a joint or relieving swelling by compression. A physical or occupational therapist can make sure you have the appropriate orthotic and utilize it correc