Common Error 10: Debate on Mean-Center/Standardize X and M Mean-centering in moderation analysis is debated. Its principal value is enhancing coefficient interpretability, not solving multicollinearity (Aguinis et al., 2017; Becker et al., 2023; Dawson, 2014). For continuous variables, center ...