II.
Role JSON
Structured · liverole:research-engineer
Research Engineer json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "role:research-engineer",
"_kind": "Role",
"_file": "domain/roles/roles-science.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Research Engineer",
"isAgentic": false,
"automatability": 0.6,
"description": "Bridges scientific research and production engineering by implementing, validating,\nand scaling experimental findings into robust, reproducible software systems.\nDesigns and runs experiments, writes research-quality code, and contributes to\nacademic or internal publications alongside engineering deliverables. Collaborates\nclosely with scientists, data engineers, and product teams to translate discovery\ninto practical capability.\n",
"seniority": "mid"
},
"outgoingEdges": [
{
"from": "role:research-engineer",
"to": "responsibility:research-design",
"kind": "holds_responsibility"
},
{
"from": "role:research-engineer",
"to": "responsibility:code-review",
"kind": "holds_responsibility"
},
{
"from": "role:research-engineer",
"to": "responsibility:documentation",
"kind": "holds_responsibility"
},
{
"from": "role:research-engineer",
"to": "responsibility:knowledge-sharing",
"kind": "holds_responsibility"
},
{
"from": "role:research-engineer",
"to": "domain:scientific-discovery",
"kind": "requires_skill",
"attributes": {
"level": "expert"
}
},
{
"from": "role:research-engineer",
"to": "domain:software-engineering",
"kind": "requires_skill",
"attributes": {
"level": "expert"
}
},
{
"from": "role:research-engineer",
"to": "domain:scientific-computing",
"kind": "requires_skill",
"attributes": {
"level": "intermediate"
}
}
],
"incomingEdges": [
{
"from": "stack-profile:llm-fine-tuning",
"to": "role:research-engineer",
"kind": "used_by_role"
},
{
"from": "stack-profile:multi-agent-orchestration",
"to": "role:research-engineer",
"kind": "used_by_role"
},
{
"from": "stack-profile:autonomous-agent-fleet",
"to": "role:research-engineer",
"kind": "used_by_role"
},
{
"from": "stack-profile:prompt-engineering-workbench",
"to": "role:research-engineer",
"kind": "used_by_role"
},
{
"from": "stack-profile:fpga-development",
"to": "role:research-engineer",
"kind": "used_by_role"
},
{
"from": "stack-profile:robotics-control",
"to": "role:research-engineer",
"kind": "used_by_role"
},
{
"from": "stack-profile:haskell-web-service",
"to": "role:research-engineer",
"kind": "used_by_role"
},
{
"from": "stack-profile:ocaml-web-backend",
"to": "role:research-engineer",
"kind": "used_by_role"
},
{
"from": "stack-profile:ai-agent-stack",
"to": "role:research-engineer",
"kind": "used_by_role"
},
{
"from": "workflow:experiment-design",
"to": "role:research-engineer",
"kind": "involves_role"
},
{
"from": "workflow:peer-review-cycle",
"to": "role:research-engineer",
"kind": "involves_role"
},
{
"from": "workflow:research-grant-lifecycle",
"to": "role:research-engineer",
"kind": "involves_role"
},
{
"from": "workflow:lab-safety-audit",
"to": "role:research-engineer",
"kind": "involves_role"
},
{
"from": "workflow:agent-evaluation-cycle",
"to": "role:research-engineer",
"kind": "involves_role"
},
{
"from": "workflow:simulation-validation-cycle",
"to": "role:research-engineer",
"kind": "involves_role"
},
{
"from": "lib-agent:cryptography-blockchain--formal-methods",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:cryptography-blockchain--zk-cryptographer",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:aerospace-engineering--aero-specialist",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:aerospace-engineering--avionics-specialist",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:aerospace-engineering--certification-specialist",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:aerospace-engineering--do-178c-specialist",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:aerospace-engineering--environmental-test-specialist",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:aerospace-engineering--flight-dynamics-specialist",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:aerospace-engineering--flight-test-specialist",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:aerospace-engineering--gnc-specialist",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:aerospace-engineering--launch-vehicle-specialist",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:aerospace-engineering--materials-specialist",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:aerospace-engineering--propulsion-specialist",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:aerospace-engineering--safety-specialist",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:aerospace-engineering--space-systems-specialist",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:aerospace-engineering--structures-specialist",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:aerospace-engineering--systems-engineering-specialist",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:bioinformatics--bioinformatics-devops-engineer",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:bioinformatics--bioinformatics-project-planner",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--bioinformatics-qa-engineer",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:bioinformatics--long-read-specialist",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--ngs-experiment-designer",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--pipeline-validation-engineer",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--reproducibility-engineer",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--structural-variant-analyst",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--wgs-pipeline-operator",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:biomedical-engineering--biomechanical-analyst",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:biomedical-engineering--design-control-manager",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:biomedical-engineering--gait-biomechanist",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:biomedical-engineering--human-factors-engineer",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:biomedical-engineering--manufacturing-engineer",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:biomedical-engineering--medical-imaging-engineer",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:biomedical-engineering--orthopedic-test-engineer",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:biomedical-engineering--packaging-engineer",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:biomedical-engineering--risk-manager",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:biomedical-engineering--software-lifecycle-manager",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:chemical-engineering--advanced-control-engineer",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--control-systems-engineer",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--distillation-specialist",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--energy-efficiency-engineer",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--equipment-engineer",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--hazop-leader",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--heat-integration-specialist",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--performance-test-engineer",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--pressure-relief-engineer",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--process-development-engineer",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--process-integration-coordinator",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:chemical-engineering--reaction-engineer",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--risk-analyst",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--safety-systems-engineer",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--scale-up-engineer",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--separation-process-engineer",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--startup-commissioning-engineer",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--sustainability-analyst",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:chemical-engineering--waste-minimization-specialist",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
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"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
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}
},
{
"from": "lib-agent:civil-engineering--bridge-engineer",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:civil-engineering--building-code-analyst",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:civil-engineering--construction-scheduler",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:civil-engineering--cost-estimator",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:civil-engineering--environmental-compliance-specialist",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:civil-engineering--foundation-engineer",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
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}
},
{
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"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:civil-engineering--highway-design-engineer",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
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"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
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}
},
{
"from": "lib-agent:civil-engineering--hydrology-analyst",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
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"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
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}
},
{
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"kind": "lib_involves_role",
"attributes": {
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}
},
{
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"kind": "lib_involves_role",
"attributes": {
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}
},
{
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"kind": "lib_involves_role",
"attributes": {
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}
},
{
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"kind": "lib_involves_role",
"attributes": {
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}
},
{
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"kind": "lib_involves_role",
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}
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{
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"kind": "lib_involves_role",
"attributes": {
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}
},
{
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"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
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}
},
{
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"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
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}
},
{
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"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
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"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
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}
},
{
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"kind": "lib_involves_role",
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}
},
{
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"kind": "lib_involves_role",
"attributes": {
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}
},
{
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"attributes": {
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}
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{
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"attributes": {
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}
},
{
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"kind": "lib_involves_role",
"attributes": {
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}
},
{
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"kind": "lib_involves_role",
"attributes": {
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}
},
{
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"kind": "lib_involves_role",
"attributes": {
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}
},
{
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"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
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}
},
{
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"kind": "lib_involves_role",
"attributes": {
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}
},
{
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"kind": "lib_involves_role",
"attributes": {
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}
},
{
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}
},
{
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}
},
{
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"attributes": {
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}
},
{
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"kind": "lib_involves_role",
"attributes": {
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}
},
{
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"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
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"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
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"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
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"kind": "lib_involves_role",
"attributes": {
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}
},
{
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"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:environmental-engineering--hazardous-waste-specialist",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:environmental-engineering--hydrogeology-specialist",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:environmental-engineering--lca-specialist",
"to": "role:research-engineer",
"kind": "lib_involves_role",
"attributes": {
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}
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