The increased availability of time-related information as a result computer-based assessment has enabled new ways to measure test-taking engagement. One these is distinguish between solution and rapid guessing behavior. Prior research recommended response-level filtering deal with guessing. Response-level can lead parameter bias if depends on the measured trait or (un-)observed covariates. Ther...