This book presents structural equation models (SEM's) via scatterplots, path diagrams, equations, vector diagrams, and matrix algebra. The book emphasizes the counterarguments a reasonable skeptic might offer as a counterargument to any proposed SEM. Topics and examples cover regression and anova as SEM's, confirmatory factor analysis, various growth curve models, multi-group models, measurement models, exploratory factor models, item response theory...