Vicki Boykis (Tech Blog)

NASA Elements of Engineering Excellence

NASA’s 2012 "Elements of Engineering Excellence" report identified five systemic root causes behind historic program failures, chief among them a cultural shift from hands‑on engineering to an insight‑oversight model that diluted ownership. The study also highlighted normalized deviations, over‑reliance on procedures, decentralized authority, and growing technical complexity as contributors to risk. The authors argue that restoring hands‑on technical engagement is essential to catch anomalies early. The findings resonate today as AI‑driven agents reshape engineering workflows, reviving the debate over direct expertise versus supervisory control.