... Educational videos have grown in popularity (Ploetzner, 2022;Preradović et al., 2020), infiltrating into our educational institutions, reshaping the methods of teaching, learning, studying, communicating, and working (Kaltura, 2015), and are broadly accepted as an effective instructional and learning resource in online, flipped, and blended learning courses (Borup et al., 2015;Chen, 2012). Such videos have been shown to improve student engagement (e.g., Mayer 2009;Ploetzner, 2022;Zhang et al., 2006), learning satisfaction (e.g., Hsin & Cigas, 2013;Wells et al., 2012;Zhang et al., 2006), and enhance interest in the subject domain (e.g., June et al., 2014). In recent times, a lot of research examining the impact of fine grain characteristics of educational videos (e.g., video length) and social endorsement cues (e.g., number of likes and dislikes, comments) on various learning outcomes (e.g., user engagement indicators, user satisfaction) have exploded onto the scene (e.g., Li et al., 2023;Qu et al., 2022;Yang et al., 2022). ...