While path analysis has great advantages for bridging the gap between sociological theory and statistical analysis, a major obstacle is the requirement that interval scales be assumed for the data.

A joint model for mixed ordinal and continuous responses, with missing values in both variables, and their missing mechanisms is proposed. Full likelihood-based approach that yields maximum likelihood ...