Roles You Didn't Know Existed: What 168,000+ Listings Reveal
Most job seekers search for titles they already know. That means they miss entire categories of roles that bridge domains, use their skills in unexpected contexts, and hire from companies they've never heard of. Here's what 168,000+ active listings actually show.
What the data shows
20
distinct domains detected across 168,000+ listings
21.4%
of jobs are operations — but most people search "engineering"
8,299
jobs mention "platform engineering" — a title most non-engineers miss
The domain you're ignoring is probably bigger than you think
When we classify 168,000+ listings into domains, the distribution surprises most people. Engineering is the largest at 35.5%, which is expected. But operations is 21.4% of the corpus — over 6,400 roles in a 30,000-job sample alone. HR is 15.4%. Finance is 10.1%. Data analytics is 9.7%.
Most job seekers never search these domains directly. They search for a title like "project manager" or "analyst" and miss thousands of roles that match their skills but use different naming.
From our data
Operations (21.4%) is roughly two-thirds the size of engineering (35.5%) but receives a fraction of the search traffic. If you have organizational, process, or logistics skills, you're leaving the largest underlooked domain on the table.
Cross-domain roles hide in plain sight
Many jobs in the corpus are tagged to two or more domains. These cross-domain roles are where the hidden opportunities live, because they don't show up in single-keyword searches.
Consider these examples from the data:
Compliance spans healthcare, finance, and legal
The skill "compliance" appears in 4,531 jobs across the corpus. Kaiser Permanente alone has 2,371 listings. But compliance roles also show up in fintech companies like Stripe (470 jobs) and Ramp (128 jobs). If you search only "legal compliance," you miss the healthcare and fintech slices.
Dashboards are everywhere
"Dashboards" appears in 4,762 jobs spanning every domain — engineering, operations, marketing, finance, healthcare. A data visualization specialist searching only "data analyst" roles misses the operations and marketing teams that need the same skill.
Platform engineering is not just for engineers
"Platform engineering" appears in 8,299 jobs. Many of these sit in operations or infrastructure teams, not traditional software engineering. DevOps, SRE, and internal tools roles frequently carry this tag.
Marketing as a skill vs. marketing as a domain
The skill "marketing" appears in 4,465 jobs, but the marketing domain accounts for only 6.0% of the corpus (1,794 jobs). That means over 2,600 non-marketing jobs need marketing skills — product roles, growth engineering, partnerships, and more.
Companies you've never heard of are hiring heavily
Amazon (4,598 jobs) and Apple (3,416 jobs) dominate the top of the corpus. But beyond those household names, the hiring volume is substantial at companies most people wouldn't think to search.
- Toast (285 jobs) — restaurant tech, not consumer-facing, but hiring across engineering, sales, and operations.
- Vanta (144 jobs) — security compliance automation. Most job seekers in compliance or security have never searched Vanta's careers page.
- Okta (300 jobs) — identity and access management. Their listings span engineering, sales, and customer success.
- Datadog (362 jobs) — observability platform. Heavy hiring in both engineering and go-to-market roles.
From our data
The top 20 companies in the corpus account for over 13,000 listings. But the remaining 155,000+ jobs are spread across hundreds of smaller employers. If you only search household names, you're competing in the most crowded part of the market.
How to find roles you're missing
Keyword search is the wrong tool for discovering roles you don't know exist. You can't search for a title you've never heard of. The alternative is skill-based matching: you describe what you can do, and the system finds roles that need it — regardless of title.
- Upload your resume to Seeker. Your skills are extracted and matched against 168,000+ listings. The results include roles you would never have found by title search.
- Look at the domain tags. If your top matches span engineering and operations, that's a signal. You have cross-domain skills, and you should be searching both.
- Check the companies. Your best matches might be at companies you've never considered. That's the point — the tool surfaces what keyword search buries.
You can't search for a role you don't know exists. Let the data find it.
See which roles match your skills across 168,000+ listings — including ones you'd never think to search.
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