Interpret linear mixed model diagnostics and summary statistics to evaluate the linear mixed model structure and variable selection.

Free CAS MAS-II (Modern Actuarial Statistics II) lesson in Linear Mixed Models. 15 min read, ~2,198 words.

Two residual layers. Marginal residuals check the fixed part. Conditional residuals check the within-group fit. Random effects need their own QQ plot. Predicted BLUPs should look Normal; banana, step, or two-cloud patterns flag the wrong grouping or an omitted covariate. AIC, BIC, and rank models, but compare REML fits only...

Read the full lesson, free →
Worked examples and practice. Free with a free account, no card.

What this lesson covers

Learning objectives

Browse all free MAS-II lessons or jump into free MAS-II practice questions.