As a research field geared toward understanding and improving learning, Learning Analytics (LA) must be able to provide empirical support for causal claims. However, as a highly applied field, tightly controlled randomized experiments are not always feasible nor desirable. Instead, researchers often rely on observational data, based on which they…

The focus of this review is on observational measures of pupil classroom behaviors. Two issues are raised in connection with these measures. First, there is a survey of the types of observation schedules employed in recent classroom intervention research. Second, there is an evaluation of the validity of these behavioral measures. That evaluation…