“…Regardless of whether ratings are done virtually or in person, there are costs associated with the logistics and labor for each iteration. Further, rigorous training and frequent calibration is needed to obtain reliable and valid ratings, requiring additional time and resources (Cash, Hamre, Pianta, & Myers, 2012; Lievens, 2001; Roberts, Gale, Sice, & Anderson, 2013; Sugita, 2012). In addition to the labor costs associated with the ongoing use of human assessors, an automated scoring system may be expensive to initially develop (Bell et al, 2008), but once in place, it can be used an unlimited number of times with no increase in operating expenses (Luck et al, 2006).…”