I'm not sure statistics help you in a situation such as this. All it takes is one fault somewhere along the line and early becomes late. Has nothing to do with the time of day, the Acela or the weather.

It all depends on what happens if you are late. If it's a big deal, take the earlier train and wander around South Station a bit on arrival.