In Windows, you have the administrator account. In Linux you have a root user.
All root does is give you the administrator capabilities and allow you to change system files you'd otherwise be locked out of.
It can make your phone faster, in a sense, since once you root you can overclock the processor. However I recommend against this as it will decrease battery life and increase heat and stress on the phone.