Although K-fold cross-validation (CV) is widely used for model evaluation and selection, there has been limited understanding of how to perform CV non-iid data, including those from sampling designs with unequal selection probabilities. We introduce methodology that appropriate design-based inference complex survey designs. For such we claim will tend make better inferences when choose the fold...