Recent studies find that teacher performance, on average, improves dramatically during an educator’s first few years on the job and then continues to improve in subsequent years, albeit less dramatically. This paper makes a case for schools and districts to invest more into teachers’ career-long professional learning and describes how to develop, support, and advance educator expertise.