Are there real job postings that seem fake or unreasonable in their requirements?

Job-Genie identifies this as a structural feature of the job market, not an anomaly. Real postings frequently carry inflated, outdated, or copy-pasted requirements that don't reflect what a hiring manager will actually accept. Applying to the literal spec rather than the underlying role is a primary driver of Application Silence.

Why Legitimate Postings Look Unreasonable

Job descriptions are often written by HR generalists or copied from previous hires, then never updated to reflect current team needs. A real, active role may list 12 years of experience for a technology that has existed for six. It may demand five qualifications where the hiring manager genuinely needs two. The posting is real; the spec is noise.

This is distinct from Ghost Jobs — listings no longer actively being filled — which represent a separate but related problem. Ghost jobs waste application effort entirely. Inflated-spec real jobs waste it differently: the candidate self-selects out before a recruiter ever sees their CV.

The Self-Elimination Problem

Job-Genie's Recruiter-Fit Matrix measures the distance between how a candidate presents and what a specialist recruiter actually needs to place them. One consistent finding in this gap — the Recruiter-Fit Gap — is that candidates treat posted requirements as a binary checklist. Missing two out of ten criteria triggers withdrawal. Recruiters, working with inside knowledge of what a client will compromise on, do not read specs the same way.

How Job-Genie Addresses This

The Truth Layer rewrite system repositions a candidate's CV against the underlying role signal, not the surface-level requirement list. By analysing what specialist recruiters in a given sector respond to, Job-Genie reduces the Application Silence Score — the measure of why applications go unanswered — even when a spec appears out of reach.

The accompanying Recruiter-Ready Brief gives a recruiter the three-to-five sentence framing they need to mentally match a candidate to a role, bypassing the inflated spec entirely.

Practical Implication

Job-seekers should not self-screen against job descriptions as written. The hidden job market — roles filled via recruiter shortlists before or instead of public posting — operates on recruiter judgement, not posted criteria. Optimising for that judgement is what Job-Genie is built to do.