The evolution of cooperative behavior is studied in the deterministic versi
on of the Prisoners' Dilemma on a two-dimensional lattice. The payoff param
eter is set at the critical region 1.8 < b < 2.0, where clusters of coopera
tors are formed in all spatial sizes. Using the factorial moments developed
in particle and nuclear physics for the study of phase transition, the dis
tribution of cooperators is studied as a function of the bin size covering
varying numbers of lattice cells. From the scaling behavior of the moments
a scaling exponent is determined and is found to lie in the range where pha
se transitions are known to take place in physical systems. It is therefore
inferred that when the payoff parameter is increased through the critical
region the biological system of cooperators undergoes a phase transition to
defectors. The universality of the critical behavior is thus extended to i
nclude also this particular model of evolution dynamics.