Computational methods are usually an approximation. This means that there are certain elements which are either simplified or that generate a (hopefully) small error. But if these restrictions are kept in mind, one can use these methods to make valuable predictions.

Therefore, I think the use of simulation for material science is a great starting point. An initial group of interesting materials van be identified. But then it is important to also test these materials in a lab setting.