Yes, like all teaching jobs you need a degree to teach physical education. Physical education teachers teach additional subjects besides physical education or coaching a specific sport. Some teach classes like history and would find a bachelor of history beneficial. An associate degree in health or kinesiology and exercise science is also beneficial.