II.
Role JSON
Structured · liverole:computational-scientist
Computational Scientist json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "role:computational-scientist",
"_kind": "Role",
"_file": "domain/roles/roles-science.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Computational Scientist",
"isAgentic": false,
"automatability": 0.6,
"description": "Develops and applies numerical algorithms, simulation frameworks, and\nhigh-performance computing techniques to solve complex scientific problems\nacross disciplines such as physics, chemistry, biology, and materials science.\nTranslates mathematical models into efficient implementations, validates results\nagainst experimental data, and collaborates with domain scientists to interpret\nand publish findings. Proficient in HPC cluster environments and large-scale\ndata analysis workflows.\n",
"seniority": "senior"
},
"outgoingEdges": [
{
"from": "role:computational-scientist",
"to": "responsibility:research-design",
"kind": "holds_responsibility"
},
{
"from": "role:computational-scientist",
"to": "responsibility:technical-program-management",
"kind": "holds_responsibility"
},
{
"from": "role:computational-scientist",
"to": "responsibility:documentation",
"kind": "holds_responsibility"
},
{
"from": "role:computational-scientist",
"to": "responsibility:knowledge-sharing",
"kind": "holds_responsibility"
},
{
"from": "role:computational-scientist",
"to": "domain:computer-science",
"kind": "requires_skill",
"attributes": {
"level": "expert"
}
},
{
"from": "role:computational-scientist",
"to": "domain:scientific-computing",
"kind": "requires_skill",
"attributes": {
"level": "expert"
}
},
{
"from": "role:computational-scientist",
"to": "domain:scientific-discovery",
"kind": "requires_skill",
"attributes": {
"level": "intermediate"
}
}
],
"incomingEdges": [
{
"from": "stack-profile:research-data-platform",
"to": "role:computational-scientist",
"kind": "used_by_role"
},
{
"from": "workflow:experiment-design",
"to": "role:computational-scientist",
"kind": "involves_role"
},
{
"from": "workflow:peer-review-cycle",
"to": "role:computational-scientist",
"kind": "involves_role"
},
{
"from": "workflow:research-grant-lifecycle",
"to": "role:computational-scientist",
"kind": "involves_role"
},
{
"from": "lib-agent:algorithms-optimization--algorithm-designer",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:algorithms-optimization--algorithm-teacher",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:algorithms-optimization--competitive-programmer",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:algorithms-optimization--complexity-analyst",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:algorithms-optimization--contest-strategist",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:algorithms-optimization--correctness-verifier",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:algorithms-optimization--data-structures-expert",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:algorithms-optimization--dp-specialist",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:algorithms-optimization--geometry-specialist",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:algorithms-optimization--graph-specialist",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:algorithms-optimization--interview-coach",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:algorithms-optimization--number-theory-specialist",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:algorithms-optimization--progress-tracker",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:algorithms-optimization--string-algorithm-specialist",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:algorithms-optimization--system-design-expert",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:algorithms-optimization--technical-interviewer",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:algorithms-optimization--test-engineer",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:algorithms-optimization--upsolving-coach",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:aerospace-engineering--aero-specialist",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:aerospace-engineering--flight-dynamics-specialist",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:aerospace-engineering--launch-vehicle-specialist",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:aerospace-engineering--propulsion-specialist",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:aerospace-engineering--structures-specialist",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:bioinformatics--multi-omics-integrator",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:bioinformatics--reproducibility-engineer",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:bioinformatics--single-cell-analyst",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:bioinformatics--structural-biology-analyst",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:chemical-engineering--distillation-specialist",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:chemical-engineering--energy-efficiency-engineer",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:chemical-engineering--equipment-engineer",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:chemical-engineering--heat-integration-specialist",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:chemical-engineering--process-development-engineer",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:chemical-engineering--reaction-engineer",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:chemical-engineering--scale-up-engineer",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:chemical-engineering--separation-process-engineer",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:chemical-engineering--sustainability-analyst",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:chemical-engineering--waste-minimization-specialist",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:computer-science--algorithm-analyst",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:computer-science--algorithm-engineer",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:computer-science--approximation-specialist",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:computer-science--complexity-theorist",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:computer-science--computability-theorist",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:computer-science--concurrency-expert",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:computer-science--distributed-systems-theorist",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:computer-science--formal-specification-expert",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:computer-science--model-checking-expert",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:computer-science--performance-modeler",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:computer-science--randomized-algorithms-expert",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:computer-science--semantics-specialist",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:computer-science--static-analysis-expert",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:computer-science--synthesis-specialist",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:computer-science--theorem-proving-expert",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:computer-science--theory-paper-author",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:computer-science--type-theorist",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--algebraist",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--conjecture-analyst",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:mathematics--discrete-optimization-expert",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--literature-reviewer",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:mathematics--mathematical-modeler",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--numerical-analyst",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--optimization-expert",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--pde-expert",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--proof-strategist",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--reproducibility-engineer",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:mathematics--symbolic-computation-expert",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--theorem-prover-expert",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:mathematics--uq-specialist",
"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
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"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
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}
},
{
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"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
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}
},
{
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"to": "role:computational-scientist",
"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:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
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}
},
{
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"to": "role:computational-scientist",
"kind": "lib_involves_role",
"attributes": {
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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:computational-scientist",
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"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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{
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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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{
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"attributes": {
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}
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{
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}
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{
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{
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{
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{
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{
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{
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{
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}
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{
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{
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{
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}
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{
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{
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{
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}
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{
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}
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{
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{
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}
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{
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{
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{
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}
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{
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{
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}
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{
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