When studying models of New Physics, usually many points in the parameter space of the model violate existing experimental constraints. We show that the fractal dimension of that part of parameter space that satisfies those constraints is a good measure of fine tuning. We introduce the concept of fractal dimensions, use a toy model to show that the fractal dimension measures fine tuning and then show examples from several models of New Physics.