Seems a little dubious to claim that the increase in donations was a direct result of increased speed. The nature of the election cycle seems like more donations would take place as campaigning ramped up and the election date drew nearer. Were those kind of external factors accounted for in your analysis?

Still, very interesting writeup and congrats!