High-quality early learning programs boost children’s kindergarten readiness and effects can last into adulthood. However, defining and measuring quality is difficult and expensive. Classroom video observations are a classic method used by education researchers to understand how the instructional environment relates to student learning. Although videos provide rich context on what occurs in the classroom, they require a significant amount of human labor and time to accurately code, which can lead to delays in acquiring information. Moreover, early education researchers have found that construc...