There's no talent shortage. There's an intelligence shortage. We mapped 120,121 Systems Engineers across 86 companies — the biggest craft on the platform. Eight weeks ago we called this market the Defence Anchor (56% in aerospace & defence; still true). Loop-3 finding: the real signal isn't industry; it's the tool chain. Any three of SysML + DOORS + Requirements + Model-Based Design on a profile = a real Systems Engineer. One or none = systems-adjacent.
What this means for your search: stop filtering by title alone. "Systems Engineer" is self-declared by ~70% of the mapped pool — but the SysML + DOORS + Requirements signature is on less than half. Apply the DOORS filter alone (20% of mapped companies demand it) and the reachable pool shrinks to roughly a fifth: ~120K × 20% ≈ 24K practitioners. The other 96K are systems-adjacent — a different craft at a different price.
Each is the share of the 86 mapped companies that ask for the skill. The 70% / 25% gap between "Systems Engineering" (self-declared) and "SysML" (practised) is the whole story: four out of five self-declarers don't name the methodology they claim to work in.
Live advert count for Systems Engineering is thin on public boards — defence primes recruit through cleared-channel pipelines, not open adverts. The deep pools are in sectors recruiters rarely treat as "systems": the 5 Automotive firms (~855 engineers each — deepest per-firm density on the platform) and the 6 Energy & Industrial firms (~2,585 engineers each, grid / IEC 61508). If your role is functional-safety-adjacent (ISO 26262, IEC 61508), these 11 firms are your whole target. (Live named hirers are re-pulled on send morning; typical open-advert week shows ≤5 roles for Systems because defence hiring is private.)
Then search by the shibboleth, not the title. Any profile that cites three of {SysML, DOORS, Requirements Engineering, Model-Based Design, Systems Architecture} is a candidate. A profile with just "Systems Engineering" as a self-declared skill and nothing underneath is systems-adjacent — a different craft at a different price.
From 81 evaluated. The great-fit cohort is small (4) because we filter FOR the shibboleth — a candidate who self-declares "Systems Engineering" but doesn't name SysML + DOORS + Model-Based Design is strong-fit at best, not great-fit. The 77 strong-fits are the deeper pipeline. That's the trade-off the craft demands.
- Market numbers & industry shape —
craft_counts/systems_engineer(SoT, TRUT-INTEL-015) +/lookup/systems-engineer, read 11 Oct 2026 (86 companies · 120,121 mapped engineers; Δ 0/0 vs live scan). - Skills radar —
/lookup skillsDemandfor systems-engineer, read 11 Oct 2026. - Shortlist — pinned
example_shortlist_pins/systems_engineer→scorecardId tOEvEgzH8YUHv2Ae3rzn(Digital Systems Engineer; companyName set but anonymised per convention). Counts fromshortlist_views/tOEvEgzH8YUHv2Ae3rzn: 81 shortlisted (4 great-fit / 77 strong-fit) from 81 evaluated.