Usually when scientists use simulations to gather data, they want reproducibility of the results. That is, they would like to be able to give their model to someone else and - with the same seed value - produce the exact same results.
REP:Exact Reproducibility is not a criteria of Nature to make things happen.Physics also recognizes this(some dispute it.. but it is a valid theory).