The Ghost Job Problem: What Our Data Shows About Stale Listings

In June 2025, the Bureau of Labor Statistics reported 7.4 million job openings in the United States. That same month, employers made 5.2 million hires. The gap -- 2.2 million roles ostensibly open but unfilled -- was not an anomaly. It was the monthly norm.

Since 2021, job openings have exceeded hires by 28% to 38% every single month. Roughly one in three posted openings has gone nowhere for four consecutive years.

Those are ghost jobs.

Defining the Ghost

The term has been used loosely. A more precise taxonomy:

Never-intended hires are postings created with no plan to fill the position. Companies post them to build talent pipelines, benchmark the market, or signal growth to investors. A January 2025 Clarify Capital study found that 45% of HR professionals post ghost jobs "regularly" and another 48% do so "occasionally" -- 93% engaging in the practice to some degree.

Stale listings are roles that were once genuine but have gone unfilled so long they are effectively dead. The hiring manager moved on, the budget was reallocated, but nobody closed the requisition.

Evergreen postings are permanently open roles for high-turnover positions like customer support or warehouse operations. Technically not ghosts, but they distort freshness analysis.

Nox's dataset of 400,000+ listings across 13,000+ companies provides a lens into stale listings and evergreens. Never-intended hires are inherently unmeasurable from outside -- no ATS tags a listing as "posted for show."

What Freshness Data Reveals

Nox monitors listing creation dates, modification dates, and removal dates across 19 ATS platforms.

The average active listing age hovers around 60 days, consistent with Public Insight's report of 60.8 days in October 2025. But the average conceals a bimodal distribution.

The first cluster sits at 0-30 days: fresh postings from companies actively hiring. These attract the bulk of applications -- staffing industry research indicates 50-70% of applications arrive in the first 10 days.

The second cluster sits at 60+ days, with a significant tail past 90, 120, and 180 days. An engineering role open for four months is not thorough evaluation. It is a sign that something has gone wrong: a frozen budget, an unrealistic hiring bar, or a listing that was never intended to produce a hire.

Nox's internal cleanup removes listings inactive for more than 90 days. The volume that reaches this threshold before external closure is a rough proxy for the stale listing problem.

Which Companies Leave Listings Up Longest

Large enterprises keep listings open longest. Workday-powered career pages show the longest median listing ages. Large companies have more bureaucratic processes for opening and closing requisitions, and less incentive to curate career pages when one stale posting among 500 is invisible.

Companies in hiring slowdowns show a characteristic pattern: a burst of new listings followed by gradual aging as hiring velocity drops but career pages go uncleaned. This was visible across tech in 2023-2024 as companies pulled back on new requisitions without closing old ones.

Government and education employers consistently show the longest listing durations. BLS data supports this: the education/health sector and government have the widest gap between openings and hires, at 50% and 60% respectively.

The Candidate Impact

Greenhouse's 2025 Candidate Experience survey found that 36% of job seekers applied to at least one role in the past year that was never filled.

The arithmetic is punishing. A diligent job seeker submitting 10 applications per week, with 20-30% of those listings stale or phantom, wastes two to three applications weekly. Over a three-month search: 24 to 36 wasted applications, each requiring time to tailor a resume, adapt a cover letter, and navigate an ATS form.

The psychological cost compounds the time cost. A candidate who applies to 50 roles and hears nothing from 15 cannot distinguish ghost jobs from ATS keyword filtering from silent rejection. The ambiguity degrades confidence and makes it harder to calibrate strategy.

Why Companies Do It

Talent pipeline building. The cost of maintaining an ATS listing is effectively zero. The benefit of a pre-screened candidate pool when a requisition opens is real.

Market intelligence. Open postings generate data on applicant volume, qualifications, and compensation expectations -- valuable for workforce planning even with no hire.

Growth signaling. For venture-backed companies, a career page full of open roles signals momentum. A company with 50 open roles looks like it is scaling. Five looks stagnant.

Inertia. The simplest and most common explanation. Closing a listing requires someone to log into the ATS and take an action. If the hiring manager changes teams or the recruiter is reassigned, the listing stays open by default. Most ATS platforms do not auto-close after inactivity.

The Scale of the Problem

Multiple data points converge in the same range:

• BLS gap between openings and hires: 28-38% per month since 2021
• Clarify Capital employer survey: 33% intentional ghost posting
• LinkedIn analysis: 27.4% of US listings likely ghost jobs
• Greenhouse candidate survey: 36% of seekers encountered at least one

Different methodologies, different angles, same conclusion: roughly one in three job listings is stale, phantom, or not actively being filled.

Applied to the Nox dataset of 400,000+ listings, that implies 120,000 to 150,000 postings not connected to an active hiring process.

What Candidates Can Do

Check the posting date. Listings older than 60 days warrant skepticism. Over 90 days warrants caution.

Look for specificity. Ghost jobs tend to be more generic. Postings that read like job description templates -- without specific projects, team names, or current technology stacks -- are more likely placeholders.

Check recent company activity. A company that posted five new roles in the past two weeks is actively hiring. A company whose most recent posting is three months old may not be.

Prioritize direct signals. A recruiter reaching out, a current employee referral, or a role shared on company social media are higher-confidence indicators than a listing sitting quietly on a career page.

The ghost job problem is structural, rooted in incentives and inertia. Until ATS platforms introduce automatic expiration and freshness signals, candidates will navigate a market where roughly a third of what they see is not real.

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Sources

• Bureau of Labor Statistics, JOLTS Data (June 2025)
• Clarify Capital, Ghost Jobs Study (2025)
• Greenhouse, 2025 Candidate Experience Report
• Public Insight, Job Listing Freshness Analysis (Oct 2025)

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Nox monitors 400,000+ job listings for freshness, salary data, and dozens of other signals so candidates can focus on real opportunities. Try Nox free -- no credit card required.