Fast Startup on Windows is meant to speed up the boot time. By putting the computer into a hibernation-like state by saving the system state to the disk, the next startup is faster than a cold boot.
Boot speed is rarely a problem associated with modern Windows computers. They come with SSDs and powerful CPUs and can reach the desktop in a couple of seconds. But this has not stopped several people ...