Introduction -- Mathematical foundations for structural equations modeling -- Causation -- Graph theory for causal modeling -- Structural equation models -- Identification -- Estimation of parameters -- Designing SEM studies -- Confirmatory factor analysis -- Equivalent models -- Instrumental variables -- Multilevel models -- Longitudinal models -- Nonrecursive models -- Model evaluation -- Polychoric correlation and polyserial correlation.