Building numerical models of the Earth is a complex task that scientists and engineers around the world work on. It is important that results are repeatable accurately to help advance science. This study uses a statistical method to reduce errors when comparing two sets of simulations to see if they agree with each other. This approach helps identify if changes made to the model's code result in unexpected or unintended effects.