Assuming only one active
element at a time and without further knowledge of your DOM hierarchy.
$('.active').removeClass('active');
$(this).addClass('active');
More efficient options are available if the DOM hierarchy is known.
For example, if they’re all siblings, you can use this:
$(this).addClass('active').siblings('.active').removeClass('active');