“…Bayesian structural equation modeling (BSEM) has been proposed by Muthén and Asparouhov (2012) as an alternative to conventional structural equation modeling and several improvements of BSEM have meanwhile been proposed and realized (Asparouhov & Muthén, 2021;Asparouhov, Muthén, & Morin, 2015;Zitzmann & Hecht, 2019). Advantages of BSEM are that it can be performed with relatively small samples (Bonafede, Chiorri, Azzolina, 2021) and that priors for the variability of loadings can be specified. BSEM thereby allows to overcome problems of specifying fixed zero loadings in the independent clusters model (Beauducel & Hilger, 2020) and it also allows for the specification of complex loading patterns as, for example, circumplex models (Weide, Scheuble, & Beauducel, 2021).…”