That's funny, In my experience, I've found it to be just the opposite: When you install a printer in Windows, it's available to all users of that machine.

The opposite situation, the one you describe, doesn't seem like the logical way to design an operating system, for precisely the reason you state. I'm wondering if there's something about the way the lab is set up, something nonstandard, that's causing your problem?