af05383bb1
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
87 lines
3.5 KiB
Markdown
87 lines
3.5 KiB
Markdown
# QA sample — aviation-ground-systems-engineer
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1 of 65 records (2%). Judge each extraction against QUALITY_BAR.md 'Extraction quality': faithful, no invented items, plausible seniority.
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## AI Systems Engineer (Aerospace Integrations) (Hub-Remote: DC or Philly Metro) (us)
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**Ad (first 2000 chars):**
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> About Element 84
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>
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> 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.
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>
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> A Few Other Things You Should Know
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>
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> • Element 84's values are: We Invest in Each Other, We are Reliable, and Our Work Benefits our World.
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> • 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.
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> • 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.
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> • Element 84 has had a flexible work schedule since our founding in 2010.
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> • 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.
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>
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> About You
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>
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> 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.
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>
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> 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
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**Extraction:**
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```json
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{
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"hard_skills": [
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"geospatial data processing",
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"software development",
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"mechanical engineering fundamentals",
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"aerospace engineering",
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"cloud architecture",
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"api design",
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"systems design",
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"python scripting",
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"finite element analysis",
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"computational fluid dynamics"
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],
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"tools": [
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"AWS",
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"Autodesk Fusion 360",
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"ANSYS",
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"NASTRAN",
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"SolidWorks",
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"Pydantic AI"
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],
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"methods": [
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"infrastructure as code",
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"agentic systems",
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"reinforcement learning",
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"reduced-order models",
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"rag pipelines",
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"model context protocol (mcp)",
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"uncertainty quantification"
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],
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"responsibilities": [
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"ai pipeline design",
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"autonomous workflow implementation",
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"physics constraint translation",
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"cae workflow automation",
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"domain validation",
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"multi-agent architecture design",
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"tool integration",
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"cloud deployment",
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"evaluation framework building"
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],
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"qualifications": [
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"2+ years aerospace experience",
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"mechanical and aerospace engineering fundamentals",
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"python proficiency"
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],
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"soft_skills": [
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"written communication",
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"leadership",
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"work ethic",
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"curiosity"
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],
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"seniority": "mid"
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}
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```
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**Mechanical issues:** tools: shouting 'NASTRAN'
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