As the title implies, the mechanic of following another player makes you go faster, whether it be on foot, boat, sled or whatever. It literally makes no sense and it gives anyone who decided to pursue you the advantage which you can literally do nothing about.
I've tested this both with willing and unwilling participants and no matter what you do the person who chooses the option to follow will always catch up to you if you have equal transportation.