Sitewide Links and SEO (Nofollow or remove?)

I've built websites for various clients, and I like to place a link to my company website at the bottom of each project. In the post-penguin era, would it be best to rel="nofollow" these links or remove altogether? Or does somebody have a convincing conclusion that these links do no harm?

See original post by Galaxian