I have found that one of the most difficult types of links for a site owner to look at objectively when doing a backlink audit is a directory link. Sure, there are some that are obviously bad links, ...
With all the concern over unnatural link notifications, the Penguin update, disavowing links and lawsuits over linking, SEOs and webmasters are eager to remove all bad links as far back as they can.