A bad neighborhood is a term used for sites with a bad reputation. Sites like link farms don’t offer any valuable content to visitors and their only purpose is to increase the number of backlinks and the PageRank.
Dubious sites should be avoided because search engines can recognize unnatural links and decrease your rating.