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A variety of indicators of rating quality have been developed based on parametric item response theory models (Engelhard, 2013; Myford & Wolfe, 2003, 2004). However, methods for monitoring rating quality based on rater-mediated assessments with nonparametric IRT (NIRT) have not been considered. Recognizing that parametric models may be unduly restrictive for ratings, this study explores Mokken’s (1971) approach to scale analysis as a method for monitoring rating quality. Because they are less restrictive, NIRT models may provide information that can inform the use and interpretation of ratings in educational settings. This study proposes a set of rating quality indicators based on Mokken scaling for polytomous data. Implications for research, theory, and practice are discussed.