In most countries that decision is made by a monetary committee that operates in the central bank. Generally the monetary committee has some members from outside the central bank and some from within, with the governor of the bank heading the committee.
This is the preferred model, as has been shown in many studies, because decisions reached by a committee are on average better than those made by one person.