It's been several years since I looked at the data, but if I remember correctly most flights actually arrive ahead of time. The median if I remember correctly is actually negative (ie. at least 50% of flights arrive ahead of time).

However, this means that there's a long tail of flights that get delayed an hour or more, which brings the average up. Not a good situation to be in if one has to make a late connection during the day.