Spatial heterogeneity in parameters and functional form can lead to residual spatial dependence in models, even when considering covariates. This means that variations in behavior or other factors can affect spatial patterns in data. By properly accounting for these variations, researchers can model spatial heterogeneity using standard econometric methods without the need for specialized spatial econometric techniques.