What would the history of US presidential elections suggest about incumbency? Why could this be?

That it is an advantage, it is not a cast-iron predictor of victory. - This could be due to presidents sometimes exploiting powers of their office to increase there prospects for re-election - Personality, character, personal history of candidates, ideology and policies are all influential - unexpected events can also tip it in favour of one candidate