Simulating data for regression models with multiple predictors can be tricky, as it has to account for the relationships among all the variables. Using path diagrams eases this process, as proper diagrams show all the model parameters. A path diagram for Kelley and Maxwell’s (2003) example with the parameter values is in Figure 2.