Comparison of individualized behavioral predictions across anatomical, diffusion and functional connectivity MRI

•FC predicts behavior better than anatomical and diffusion features.•Cognition is predicted better than other behavioral components regardless of modality.•Combining resting & task FC improves prediction as much as combining all modalities.•Findings were replicated over 3 regression models and 2 datasets.