Paper Title: Quantifying Complexity in Solar Active Regions Author List: McAteer, R.T.J., Gallagher, P.T., & Ireland, J. Abstract: A new approach to solar flare prediction using the fractal dimension of active region boundaries is discussed. This automated, quantified approach uses magnetograms of active regions from a large data set (8/11 of the solar cycle to date) to produce flare prediction statistics. It is shown that solar flares increase in both number and size as the fractal dimension increases. Specifically a lower threshold fractal dimension of 1.2, and 1.25 is a necessary (but not sufficient) requirement ) for an active region to produce M- and X- class events respectively. A quantitative analysis of the flare potential on active region as it grows, evolves, and decays is also discusseed.