Joyce joined GE Aviation in 1980 as a product engineer and for 15 years designed and developed the company's commercial and military engines. He then took on GE Aviation leadership positions, including vice-president and general manager of GE's commercial engines business. He was GE Aviation CEO from 2008 until retiring in 2020, succeeded by former Embraer commercial CEO John Slattery.