Explaining how standard errors are estimated

I've written a bit for my simplified manual for beginners (see Wiki) to try and explain to the uninitiated how standard errors are estimated. My own understanding of this topic is primitive and probably wrong, so I want to run this pass the experts before incorporating it in the SMB. It's very short: could somebody who understands these things please take a look and tell me what needs changing. Thanks