“…Previous studies have shown that certain physical image properties, such as stimulus contrast or the variability in stimulus elements, can impact confidence judgments (Boldt et al, 2017;de Gardelle & Mamassian, 2015;Herce Castanon et al, 2019;Spence et al, 2016;Zylberberg et al, 2014). Others have suggested that observers use non-normative strategies to estimate confidence (e.g., Filevich, Koß, & Faivre, 2020;Maniscalco, Peters, & Lau, 2016;Peters et al, 2017;Winter & Peters, 2021;Zylberberg et al, 2014), much like we do here. Our work differs from previous studies in that we provide both a Bayesian model and an alternative that explains deviations from optimality.…”