For most systems, ext4 because it seems stable and uncomplicated.

For my NAS and big data, ZFS. People whose opinions I trust recommend it, and to the best of my technical ability to evaluate said things, the claims make sense and seem to be extremely beneficial against the threats I perceive to my data.