Files
skillfactor-pipeline/docs/qa/aviation-ground-systems-engineer-sample.md
skillfactor-pipeline af05383bb1 chore: v1 baseline - full 3,039-package catalog with AI-skill enrichment and O*NET backfill
Snapshot before the quality program (relevance gates, tiered mapping,
QA linter). v1 is the immutable before/after reference; evidence crawl
was at ~175/3039 occupations when tagged.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01PDKeXvpT6tENSvyQGLV1Uq
2026-07-09 05:32:49 +02:00

3.5 KiB

QA sample — aviation-ground-systems-engineer

1 of 65 records (2%). Judge each extraction against QUALITY_BAR.md 'Extraction quality': faithful, no invented items, plausible seniority.

AI Systems Engineer (Aerospace Integrations) (Hub-Remote: DC or Philly Metro) (us)

Ad (first 2000 chars):

About Element 84

Element 84 is a woman-owned small business that works with public, private, and non-profit sector clients to develop geospatial data processing pipelines & build software that helps answer big questions about our health, our infrastructure, and our changing planet. We solve challenging problems across a wide range of industries, but our super power is cloud-based geospatial data processing, remote sensing, and Earth science systems. Our headquarters is located in Alexandria, VA and we have a satellite office in Philadelphia, PA. Element 84 also supports a large remote workforce from a variety of other states.

A Few Other Things You Should Know

• Element 84's values are: We Invest in Each Other, We are Reliable, and Our Work Benefits our World. • Element 84 works on meaningful projects that are challenging—from a technical, people, and team perspective. We make an impact on large projects through our leadership and expertise, both formal and informal. • Element 84 values life outside of work. We offer parental leave for everyone and support each other through family challenges like medical problems, adoptions, and new babies. • Element 84 has had a flexible work schedule since our founding in 2010. • Element 84 is committed to fostering a culture of curiosity and respect for all individuals as we constantly strive to create a work environment where everyone feels welcome and supported.

About You

You are curious about the world, are constantly learning, driven to lead (formally or informally), and have a strong work ethic. You're interested in solving impactful problems in science, medicine, and other projects that have a societal good. You can work independently or with a team, prioritize your projects, and be effective without micromanagement.

You'll care about writing. Our team is remote and written communication is essential. In addition to caring about a well-crafted email and a succinct conference abstract, you understand that good writing

Extraction:

{
 "hard_skills": [
  "geospatial data processing",
  "software development",
  "mechanical engineering fundamentals",
  "aerospace engineering",
  "cloud architecture",
  "api design",
  "systems design",
  "python scripting",
  "finite element analysis",
  "computational fluid dynamics"
 ],
 "tools": [
  "AWS",
  "Autodesk Fusion 360",
  "ANSYS",
  "NASTRAN",
  "SolidWorks",
  "Pydantic AI"
 ],
 "methods": [
  "infrastructure as code",
  "agentic systems",
  "reinforcement learning",
  "reduced-order models",
  "rag pipelines",
  "model context protocol (mcp)",
  "uncertainty quantification"
 ],
 "responsibilities": [
  "ai pipeline design",
  "autonomous workflow implementation",
  "physics constraint translation",
  "cae workflow automation",
  "domain validation",
  "multi-agent architecture design",
  "tool integration",
  "cloud deployment",
  "evaluation framework building"
 ],
 "qualifications": [
  "2+ years aerospace experience",
  "mechanical and aerospace engineering fundamentals",
  "python proficiency"
 ],
 "soft_skills": [
  "written communication",
  "leadership",
  "work ethic",
  "curiosity"
 ],
 "seniority": "mid"
}

Mechanical issues: tools: shouting 'NASTRAN'