In SEO, a bad neighborhood is a group of websites search engines have learned to distrust — link farms, spam networks, hacked domains, and sites hit with manual penalties. Linking out to them, or collecting links from them, can pull your own rankings down by association.
The label rarely comes from a single mistake. A site drifts into a bad neighborhood by participating in link schemes, hosting thin or auto-generated pages, selling links, or getting hacked and quietly filled with pharmaceutical spam. Search engines map the links between sites, so once a domain sits inside a tightly connected cluster of known offenders, everything it links to inherits some of that suspicion.
Say a SaaS blog buys a cheap "1,000 backlinks" package. Within weeks its referring domains include gambling mirrors and expired-domain PBNs, and organic traffic slides 30% after the next spam update. Recovery meant auditing every referring domain, disavowing the worst 600, and rebuilding with editorial links over the following months.
If association has already cost you rankings, structured penalty recovery is usually faster than guessing. It also helps to understand the broader category of search engine spam these sites belong to.