Oliver uses his secret persona to right societal wrongs and transform the city to its former glory. He must also contend with outside forces attempting to take over, but he feels its time he left Starling City with the hopes of beginning a new life.
This is all solid, well-handled Arrow storytelling, the kind of thing we've seen the show pull off quite a few times as part of its general return to form this season.
