If you've ever spent an afternoon applying to jobs only to suspect half of them weren't real, you understand the problem. The internet has made it easy for anyone to post a job listing, and the platforms that host them have little incentive to verify every one. The result: a sea of postings where real opportunities sit alongside ghost jobs, scams, and outdated listings.
A Realness Score is a numerical assessment of how likely a job listing is to represent a genuine, currently open position at a real company. Think of it like a credit score, but for job listings.
What Goes Into a Realness Score?
Different scoring systems weigh different factors, but the most common signals include:
Company Verification
Does the company exist? Does it have a website, social media presence, and verifiable employees? A listing from "ABC Marketing Solutions" with no web footprint is far less trustworthy than one from a company with an established online presence and employee reviews.
Posting Freshness
How recently was the listing created or updated? Fresh postings score higher because they're more likely to represent active hiring. A listing that's been up for four months without changes is more likely to be a ghost job.
Description Quality
Legitimate postings tend to be specific. They name the team, describe the day-to-day responsibilities, list concrete requirements, and explain the interview process. Vague listings that could describe any role at any company score lower.
Salary Plausibility
Does the advertised salary align with market data for the role, location, and experience level? Listings that offer unusually high pay for entry-level work or suspiciously low pay for senior roles get flagged.
Source Reliability
Where was the listing found? Postings pulled directly from company career pages generally score higher than those found on aggregator sites that scrape and repost content, sometimes long after the original listing has been filled.
Contact and Application Legitimacy
Does the listing use a corporate email domain? Does the application flow stay on the company's website or a trusted platform? Listings that redirect to unfamiliar third-party sites or use generic email addresses for a supposedly large company lose points.
Why Does This Matter?
Time is the most precious resource in a job search. Every hour spent crafting an application for a fake listing is an hour not spent on a real opportunity. Realness scoring automates the vetting process that experienced job seekers do manually and surfaces the results as a simple, actionable number.
On True Jobs, every listing from our 20-plus sources gets a Realness Score before it ever reaches your search results. You can sort and filter by score, ensuring your limited application energy goes toward the listings most likely to lead to actual interviews.
No Score Is Perfect
It's worth noting that no automated system catches everything. A well-crafted scam listing can score reasonably well, and a legitimate but poorly written posting might score lower than it deserves. The score is a tool to prioritize your effort, not a guarantee. Always do your own quick verification before submitting sensitive information.
But as a starting filter? A Realness Score turns an overwhelming list of hundreds of listings into a focused set of the most promising leads. That's the difference between a frustrating search and an efficient one.