I seem to recall reading somewhere that most kickstarter projects get the bulk of their support at the very beginning and end, with a "trough" in the middle. It seems like a good prediction model would take this into account, perhaps by integrating data from a number of similar projects that have finished funding (big-$$ games, other hardware projects, etc.)