Real Job, or Wallpaper
with a Submit Button?

Start with the number that actually matters here, which isn't 18 percent or 33 percent or any of the other figures different firms have landed on with different methodologies. It's this one: hires per ten postings dropped from eight to four in six years. Even if you're generous and assume half of that gap is normal market friction — budget delays, internal candidates, roles that quietly died after approval — you're still left with a labor market where a meaningful share of what's posted was never going to result in anyone getting hired, full stop.

That reframes the math on your job search. If a quarter of what you're applying to has no real hiring intent behind it, then a portion of your rejections aren't rejections at all — they're silence from a listing that was decoration. The Congressional Research Service, an arm of the federal government, has formally admitted it cannot produce an official ghost-job statistic. If Congress can't count them, you're not going to out-detect them by trying harder. You're going to out-detect them by triaging faster.

Government, wholesale trade, and education/health services carry the worst documented rates — the last of those driven less by deception than by chronic understaffing in teaching and healthcare, where a role can stay technically "open" for months because nobody can find a body to fill it, not because nobody intended to. Tech runs hot for a different reason entirely: companies keeping a listing open indefinitely in case a rare AI candidate wanders past, with zero urgency to fill it otherwise. Same heat-map color, two very different diseases.

Bottom line: don't try to achieve zero ghost jobs in your pipeline — that's not achievable, and chasing it will make you paranoid about real listings too. Run the six-flag check before you invest real time, deprioritize anything that trips three or more, and put your energy into companies and roles where the posting looks like it was written by someone who actually needs the help.