Using the delta method, Sobel obtained the asymptotic variance of indirect effects in linear structural equation models. Using a reduced-form parameterization and a conditioning argument, I obtain the exact variance of indirect effects in the special case of recursive linear models with no latent variables. I then show that a consistent estimator for the exact variance is identical to Sobel's estimator.

* University of Pennsylvania