Bootstrap
This video (4 minutes and 54 seconds) uses the bootstrap to obtain a standard error, a confidence interval, and a significance test for an indirect effect. You can download the data and the path diagram used in the video.
Example 19 in the user's guide (English/Japanese) shows how to use the bootstrap to estimate standard errors for a factor analysis model.