Research seeking to study and prevent serious forms of employee misbehaviors has been stymied by low incident rates and non-normal responses. Polychoric (cf., Pearson) correlation -based analytic methods offer solutions to these kinds of data. This 2-study (N = 172; N = 454) research provides support for these analytic methods in building models that distinguish serious and minor CWBs