We Indexed 500,000+ Jobs — Here's What We Learned About the Job Market

We built career.now to solve a simple problem: check all the job boards so you don't have to. Along the way, we ended up indexing over half a million job listings from hundreds of sources. When you sit on that much data, patterns start to emerge.

Some of what we found confirmed our assumptions. Some of it genuinely surprised us. Here's what the data says about the job market in 2026.

The Scale Nobody Talks About

Ask a job seeker where they look for work and you'll hear the same names: LinkedIn, Indeed, maybe Glassdoor. Ask them how many job boards exist and they'll guess maybe 20 or 30.

The real number is in the thousands. We currently index 1,400+ sources, and we're still finding new ones every week. LinkedIn and Indeed together account for maybe 15% of all tech job listings. The other 85% lives on niche boards, company ATS career pages, regional sites, and specialty platforms most people have never heard of.

The job board ecosystem is far more fragmented than most people realize. And that fragmentation has real consequences for job seekers.

Finding #1: Most Jobs Are Invisible to You

The average job seeker checks 3 to 5 boards. That's what the surveys say, and it matches what we see in our user data. Most people have a routine: LinkedIn in the morning, maybe Indeed, maybe one niche board they know about. That's it.

Here's the problem: we found that over 70% of unique job listings exist on only one source. Not two. Not three. One. If you're not checking that specific board, you will never see that job.

This means the average job seeker is systematically missing the vast majority of available positions. Not because they're lazy — because the market is structurally fragmented in a way that makes comprehensive coverage impossible without automation.

Finding #2: The Duplication Problem

On the flip side, roughly 20% of all listings we encounter are duplicates — the same job posted across 3 to 5 different boards with different URLs, slightly different formatting, and sometimes different titles.

Without deduplication, a typical job seeker checking multiple boards will waste significant time reviewing listings they've already seen. We built our dedup engine early on because the noise was overwhelming. Same company, same role, same location — but five different URLs on five different platforms.

This also inflates the "total jobs" numbers that aggregators love to advertise. When someone says they have "2 million jobs," ask how many are unique. The answer is often 30-40% less than the headline.

Finding #3: Quality Varies Wildly

Of our 500,000+ indexed jobs, only about 67% have a usable description. The other 33% are essentially naked links — a title, maybe a company name, and a URL that leads to an external page. No description, no requirements, no salary info. Just a placeholder.

When we apply our quality filters — checking for descriptions, company names, and basic structural completeness — we end up removing about 30% of raw listings. That's a lot of noise. If you're searching on a board that doesn't filter aggressively, a third of what you're scrolling through isn't worth clicking on.

Quality correlates strongly with source type. Curated niche boards tend to have 90%+ usable listings. Large aggregators that scrape broadly? Sometimes as low as 40%.

Finding #4: Remote Is Still Growing, But Not Evenly

Roughly 35-40% of tech job listings mention remote work in some form. That number has been climbing steadily, and it's probably the single most common filter our users apply.

But "remote" doesn't mean what most people think it means. We see at least four distinct flavors:

• Fully remote, anywhere in the world. The dream. Maybe 10-15% of "remote" listings actually mean this.
• Remote, but US/EU only. The most common variant. Time zone and legal entity constraints limit the real geography.
• Remote in a specific timezone. "Remote EU timezone" or "remote PST hours" — technically remote, but your location still matters.
• Hybrid marketed as remote. "We have an office in SF but you can WFH sometimes." This is not remote. But it shows up in remote filters everywhere.

If you're searching for truly global remote positions, you need to read carefully. The label alone is unreliable.

Finding #5: The Best Jobs Are on Boards You've Never Heard Of

Some of the highest-quality listings we index come from sources most people have never encountered. Names like Empllo, DevITJobs, CutShort, StartupJobs.cz, GetOnBrd, and Djinni.

Why? Because niche boards are curated for specific audiences. A board focused on Ukrainian tech talent (Djinni) or Latin American developers (GetOnBrd) doesn't need to compete on volume. They compete on relevance. That means fewer junk listings, better descriptions, and roles that actually match what their audience is looking for.

The big aggregators optimize for quantity because that's what drives ad revenue. Niche boards optimize for fit because that's what drives repeat users. For you as a job seeker, the niche boards are almost always a better experience — if you can find the right ones.

Finding #6: ATS Career Pages Are a Goldmine

Companies like Stripe, Notion, Linear, and Anthropic post their jobs on hosted ATS platforms — Greenhouse, Lever, Ashby, SmartRecruiters. These career pages are public, structured, and contain some of the best job descriptions we've seen.

The catch: they don't always syndicate to aggregators. A company might post a role on their Greenhouse page on Monday, and it might not show up on LinkedIn until Thursday — or never. We discovered and now automatically monitor 600+ company ATS feeds, and many of their listings appear in our index before they appear anywhere else.

If you have a target list of companies you'd love to work for, go directly to their careers page. Or better yet, let us check all 600+ of them for you every day.

Finding #7: Salary Transparency Is Still Bad

Only about 25-30% of job listings include salary information. This is one of the most frustrating patterns in our data. The majority of employers still expect you to apply, interview, and negotiate before learning whether the pay is even in your range.

The bright spots are regional. NoFluffJobs, which covers Poland and the EU, has salary ranges on 95%+ of listings. It's a genuinely better experience. Some US-focused boards are getting better thanks to pay transparency laws in states like Colorado, New York, and California — but the industry as a whole still has a long way to go.

US-based boards remain the worst offenders. Enterprise job posts in particular seem allergic to putting a number on the page.

Finding #8: The Market Moves Fast

We see 10,000 to 15,000 new listings per day across all our sources. That's a staggering velocity. It also means that a listing you saw last week might already be closed.

Our data suggests that the sweet spot for applications is within the first 3 days of posting. After 7 days, a listing is already stale — the company has likely received hundreds of applications and may have already started interviewing. After 14 days, many listings are effectively dead even if they're still technically "open."

Speed matters more than most job seekers realize. The best candidates aren't necessarily the most qualified — they're often the ones who applied early enough to get noticed before the flood.

What This Means for You

If there's one takeaway from half a million indexed jobs, it's this: the job market is bigger, faster, and messier than most people assume. Here's what we'd recommend based on the data:

• Check more than LinkedIn and Indeed. They're fine starting points, but they're covering maybe 15% of the market. The other 85% exists — you're just not seeing it.
• Find niche boards for your stack and region. A React developer in Europe should know about DevITJobs. A remote Python developer should know about RemotePython. These boards have better signal-to-noise ratios than any major platform.
• Apply within 3 days of posting. The data is clear: early applicants have a meaningful advantage. Set up alerts, check daily, or use a tool that does it for you.
• Don't trust job counts. "We have 2 million jobs" is a marketing number. After dedup and quality filtering, the real number is always significantly lower. Focus on unique, high-quality listings, not raw volume.
• Go directly to company ATS pages. If you have a target list of companies, check their Greenhouse/Lever/Ashby career pages directly. You'll often see jobs days before they hit the aggregators.

Or let career.now do the scanning for you. One search box. Every source checked daily, duplicates collapsed, results linked straight to the inbox every morning. $10 for a week. No subscription. No upsell. Just a better radar.