Joint pain can be caused by many different factors, include wear and tear, injury and osteoarthritis. Will exercise aggravate joint pain? No. Exercise such as brisk walking can help to maintain bone strength, strengthen muscles and tissues around your joints. It helps to ease arthritis joint pain, increase strength and flexibility.