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flight-test-engineer/references/market.md
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# Market evidence report — flight-test-engineer
Source: **54 real job ads** (JSearch API, countries: us 54), extracted into the MSSQL evidence store; as of 2026-07-12.
This report contains extracted, aggregated facts only — no ad text is
reproduced (copyright / platform terms).
## Seniority distribution
| Seniority | Ads | Share |
|---|---|---|
| mid | 36 | 67 % |
| senior | 10 | 19 % |
| junior | 5 | 9 % |
| lead | 2 | 4 % |
| n/a | 1 | 2 % |
## Tools — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | Matlab | 12 | 22 % |
| 2 | Python | 8 | 15 % |
## Hard skills — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | flight test planning | 25 | 46 % |
| 2 | data analysis | 20 | 37 % |
| 3 | test execution | 10 | 19 % |
| 4 | test planning | 10 | 19 % |
| 5 | troubleshooting | 10 | 19 % |
| 6 | flight test engineering | 6 | 11 % |
| 7 | aircraft maintenance | 5 | 9 % |
| 8 | configuration management | 5 | 9 % |
| 9 | risk assessment | 5 | 9 % |
| 10 | technical documentation | 5 | 9 % |
| 11 | test procedure development | 5 | 9 % |
| 12 | engineering analysis | 4 | 7 % |
| 13 | hazard analysis | 4 | 7 % |
| 14 | root cause investigation | 4 | 7 % |
| 15 | system validation | 4 | 7 % |
| 16 | technical analysis | 4 | 7 % |
| 17 | test data analysis | 4 | 7 % |
| 18 | data acquisition | 3 | 6 % |
| 19 | data review | 3 | 6 % |
| 20 | mechanical systems engineering | 3 | 6 % |
| 21 | regulatory compliance | 3 | 6 % |
| 22 | system evaluation | 3 | 6 % |
| 23 | systems engineering | 3 | 6 % |
| 24 | test engineering | 3 | 6 % |
## Methods — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | ARP 4754 processes | 4 | 7 % |
| 2 | flight test execution | 4 | 7 % |
| 3 | test readiness reviews | 4 | 7 % |
| 4 | air vehicle test and evaluation | 3 | 6 % |
## Responsibilities — full market ranking
| # | Item | Ads | Share |
|---|---|---|---|
| 1 | flight test execution | 9 | 17 % |
| 2 | data analysis | 7 | 13 % |
| 3 | data collection | 4 | 7 % |
| 4 | report preparation | 4 | 7 % |
| 5 | test execution | 4 | 7 % |
| 6 | test plan development | 4 | 7 % |
| 7 | aircraft component installation | 3 | 6 % |
| 8 | flight test plan development | 3 | 6 % |
| 9 | post-flight reporting | 3 | 6 % |
| 10 | quality auditing | 3 | 6 % |
## Regional breakdown
> **Corpus note:** 54 relevant ads in total — below the 100-ad target for a fully reliable ranking. Percentages above should be read as indicative.
### US (us)
54 ads.
**Top hard skills:**
- flight test planning — 46 % (25 ads)
- data analysis — 37 % (20 ads)
- test execution — 19 % (10 ads)
- test planning — 19 % (10 ads)
- troubleshooting — 19 % (10 ads)
- flight test engineering — 11 % (6 ads)
- aircraft maintenance — 9 % (5 ads)
- configuration management — 9 % (5 ads)
- risk assessment — 9 % (5 ads)
- technical documentation — 9 % (5 ads)
**Top tools:**
- Matlab — 22 % (12 ads)
- Python — 15 % (8 ads)
- data acquisition systems — 4 % (2 ads)
- telemetry — 4 % (2 ads)
- telemetry systems — 4 % (2 ads)
**Seniority:** mid 67 % · senior 19 % · junior 9 % · lead 4 % · n/a 2 %
### UK (gb)
**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
### EU/DACH (de, at, ch, nl)
**Insufficient evidence** — 0 ads (minimum for a regional ranking: 30). No ranking is reported for this region.
## Job title variants in the market
| Title | Ads |
|---|---|
| Flight Test Engineer | 14 |
| Associate Mechanical Systems Flight Test Engineer | 3 |
| Senior Flight Test Engineer | 3 |
| Senior Flight Test Engineer (Flight Test Technical Expert) | 2 |
| Airframe & Actuators - Test Engineer (Actuators/Mechanical Systems) | 1 |
| Experienced Flight Test Instrumentation Engineer | 1 |
| Experimental Flight Test Instrumentation and Data Systems Manager | 1 |
| F-16 Flight Test Engineer | 1 |
| Flight Test Engineer - Autonomous | 1 |
| FLIGHT TEST ENGINEER - Contractor/Consultant | 1 |
| Flight Test Engineer - Eustis TDD (PART TIME) | 1 |
| Flight Test Engineer (Lead or Senior) | 1 |
| Flight Test Engineer (Level 4) | 1 |
| Flight Test Engineer (PL) | 1 |
| Flight Test Engineer and CAM (Level 5) | 1 |
| Flight Test Engineer Sr | 1 |
| Flight Test Engineer/ Principal Flight Test Engineer Unmanned Air Vehicles | 1 |
| Flight Test Engineering Planner | 1 |
| Flight Test Instrumentation Engineer - Level 4 | 1 |
| Flight Test Tech | 1 |
| Flight Test Tech Secret Clearance (SkillBridge) | 1 |
| Flight Test Tech 3/4 | 1 |
| Flight Test Technician | 1 |
| Flight Test Technician — Unlimited PTO & Stock Options | 1 |
| Flight Test Technician , Secret Clearance, Travel | 1 |
Methodology: entities extracted per ad ({hard_skills, tools, methods, responsibilities, seniority}), normalized, counted as DISTINCT ads per entity; report threshold ≥ 3 ads. Headline sections in skills.md/tools.md use the stricter ≥ 20 % threshold.