Yes the over-dispersion comes from observing the higher values more often than you would expect if the system was a poisson distribution exactly.On a Poisson, What is over-dispersion really coming from, finding more high values weighting the tail than for the population? I feel it would be the opposite. or is it due to noise that squared get higher weight since that is usually not Zero centered ?