Pollard’s rho method finds a prime factor p of an integer \(N\) by iterating a map of the form \(x \mapsto x^{2k} + c \ (\bmod \, N)\) and detecting a collision modulo p. This search can be parallelized to multiple machines, which may use distinct parameters k and c. In this paper, we give an asymptotic estimate for the expected running time of the parallel rho method depending on the choice of k for each machine. We also prove that \(k = 1\) is the best choice for one machine, if nothing about p is known in advance.