It doesn't look like it's possible to change a password by ourselves.
The current process is to email the powers that be and they will do it for you. I don't understand the rationale except that it might have been the default setting.
...but then again I don't know what the security issue would be that someone would need to change his/her password.
It might be something to consider to save everyone a step and keep a low hierarchy.