II.
Role JSON
Structured · liverole:research-scientist
Research Scientist json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "role:research-scientist",
"_kind": "Role",
"_file": "domain/roles/roles-data.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Research Scientist",
"isAgentic": false,
"automatability": 0.6,
"description": "Conducts original research into novel algorithms, models, and techniques relevant\nto the organization's technology domain, publishing results internally and\nexternally. Evaluates state-of-the-art approaches from academic literature and\ntranslates promising directions into practical experiments. Collaborates with\nML engineers to transfer validated ideas from research prototype to production\ndeployment.\n",
"seniority": "staff"
},
"outgoingEdges": [
{
"from": "role:research-scientist",
"to": "responsibility:architecture-decision",
"kind": "holds_responsibility"
},
{
"from": "role:research-scientist",
"to": "responsibility:knowledge-sharing",
"kind": "holds_responsibility"
},
{
"from": "role:research-scientist",
"to": "responsibility:documentation",
"kind": "holds_responsibility"
},
{
"from": "role:research-scientist",
"to": "responsibility:metric-definition",
"kind": "holds_responsibility"
},
{
"from": "role:research-scientist",
"to": "domain:data-science",
"kind": "requires_skill",
"attributes": {
"level": "authoritative"
}
},
{
"from": "role:research-scientist",
"to": "domain:scientific-computing",
"kind": "requires_skill",
"attributes": {
"level": "expert"
}
},
{
"from": "role:research-scientist",
"to": "specialization:algorithms-optimization",
"kind": "requires_skill",
"attributes": {
"level": "expert"
}
},
{
"from": "role:research-scientist",
"to": "domain:bioinformatics",
"kind": "requires_skill",
"attributes": {
"level": "novice"
}
}
],
"incomingEdges": [
{
"from": "stack-profile:knowledge-graph-platform",
"to": "role:research-scientist",
"kind": "used_by_role"
},
{
"from": "stack-profile:research-data-platform",
"to": "role:research-scientist",
"kind": "used_by_role"
},
{
"from": "stack-profile:lab-information-system",
"to": "role:research-scientist",
"kind": "used_by_role"
},
{
"from": "stack-profile:julia-data-service",
"to": "role:research-scientist",
"kind": "used_by_role"
},
{
"from": "stack-profile:python-ml-stack",
"to": "role:research-scientist",
"kind": "used_by_role"
},
{
"from": "workflow:ml-model-lifecycle",
"to": "role:research-scientist",
"kind": "involves_role"
},
{
"from": "lib-agent:decision-intelligence--bayesian-analyst",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:decision-intelligence--probabilistic-modeler",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:aerospace-engineering--materials-specialist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:bioinformatics--clinical-genomics-specialist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:bioinformatics--crispr-screen-analyst",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--metagenomics-analyst",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--microbiome-analyst",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--multi-omics-integrator",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--oncology-genomics-specialist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:bioinformatics--pharmacogenomics-specialist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:bioinformatics--proteomics-analyst",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--rare-disease-diagnostician",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:bioinformatics--rnaseq-analyst",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--single-cell-analyst",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--spatial-transcriptomics-analyst",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--structural-biology-analyst",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--variant-analyst",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:biomedical-engineering--clinical-evidence-specialist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:biomedical-engineering--clinical-study-manager",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:biomedical-engineering--materials-specialist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:biomedical-engineering--tissue-engineer",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:chemical-engineering--catalysis-specialist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:computer-science--approximation-specialist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:computer-science--complexity-theorist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:computer-science--computability-theorist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:computer-science--formal-specification-expert",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:computer-science--interdisciplinary-connector",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:computer-science--model-checking-expert",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:computer-science--randomized-algorithms-expert",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:computer-science--semantics-specialist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:computer-science--synthesis-specialist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:computer-science--theorem-proving-expert",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:computer-science--theory-paper-author",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:computer-science--type-theorist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:mathematics--algebraist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:mathematics--bayesian-statistician",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--conjecture-analyst",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--experimental-design-expert",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--literature-reviewer",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--mathematical-modeler",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:mathematics--mathematics-writer",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--proof-strategist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:mathematics--statistical-modeler",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--symbolic-computation-expert",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:mathematics--theorem-prover-expert",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:mathematics--uq-specialist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--accelerator-physicist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--astrophysicist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--atomic-physicist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--blinded-analysis-coordinator",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--bsm-search-analyst",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--condensed-matter-theorist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--cosmologist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--cosmology-data-analyst",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--data-scientist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:physics--detector-physicist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--dft-specialist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:physics--event-reconstructor",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:physics--experiment-designer",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--hep-experimentalist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--hep-phenomenologist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--materials-scientist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--materials-synthesizer",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--mc-generator-specialist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:physics--ml-physics-researcher",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--monte-carlo-specialist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:physics--nuclear-physicist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--outreach-specialist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--perturbation-theory-analyst",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--phase-transition-investigator",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--photonics-specialist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--physics-paper-writer",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--plasma-physicist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--publication-coordinator",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--qft-calculator",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--quantum-matter-physicist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--spectroscopy-analyst",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--statistical-analyst",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--systematic-uncertainty-analyst",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--theoretical-model-developer",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--theoretical-physicist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--uncertainty-propagator",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:quantum-computing--algorithm-benchmarker",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:quantum-computing--hamiltonian-simulator",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:quantum-computing--noise-characterizer",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:quantum-computing--qec-specialist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:quantum-computing--qnn-trainer",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:quantum-computing--quantum-chemist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:quantum-computing--quantum-documentation-specialist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:quantum-computing--variational-algorithm-specialist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:arts-culture--conservator-agent",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:education--assessment-design-specialist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:education--learning-evaluation-analyst",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:humanities--archival-research-specialist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:humanities--cultural-heritage-specialist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:humanities--documentary-linguist",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:humanities--ethnographic-methods-advisor",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:humanities--oral-historian",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:humanities--research-ethics-consultant",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:philosophy--comparative-religion-scholar-agent",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:philosophy--critical-thinking-educator-agent",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:philosophy--ethics-consultant-agent",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:philosophy--hermeneutics-specialist-agent",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:philosophy--logic-analyst-agent",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:philosophy--metaphysics-epistemology-agent",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:philosophy--philosophical-theologian-agent",
"to": "role:research-scientist",
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