Giving the prize to Obama, whose main achievement at the time was not to be Bush, was a disgrace and did huge damage to the image of the committee. And he did nothing after that that would have deserved a prize.

Bush's PEPFAR was so good that if they gave him the prize it'd be more deserved than many other people who have it.