II.
Specialization JSON
Structured · livespecialization:industrial-engineering
Industrial Engineering json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "specialization:industrial-engineering",
"_kind": "Specialization",
"_file": "domain/specializations/specializations-library-match.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Industrial Engineering",
"description": "Manufacturing systems optimization, quality control, lean operations, and\nprocess engineering. Covers simulation modeling, ergonomics, supply chain\nengineering, and production systems design.\n"
},
"outgoingEdges": [
{
"from": "specialization:industrial-engineering",
"to": "domain:industrial-engineering",
"kind": "specializes"
}
],
"incomingEdges": [
{
"from": "domain:digital-twins",
"to": "specialization:industrial-engineering",
"kind": "contains"
},
{
"from": "domain:facility-management",
"to": "specialization:industrial-engineering",
"kind": "contains"
},
{
"from": "domain:mining",
"to": "specialization:industrial-engineering",
"kind": "contains"
},
{
"from": "domain:industrial-engineering",
"to": "specialization:industrial-engineering",
"kind": "contains"
},
{
"from": "skill-area:quantitative-modeling",
"to": "specialization:industrial-engineering",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "lib-agent:industrial-engineering--a3-coach",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--capacity-planning-analyst",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--decision-analyst",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--demand-planning-analyst",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--ergonomist",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--industrial-data-analyst",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--inventory-analyst",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--kaizen-facilitator",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--lean-transformation-leader",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--line-balancing-specialist",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--logistics-optimizer",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--master-scheduler",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--measurement-systems-analyst",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--oee-improvement-specialist",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--operational-excellence-leader",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--operations-research-analyst",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--process-mining-specialist",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--queuing-theory-specialist",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--risk-management-specialist",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--root-cause-investigator",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--simulation-modeler",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--six-sigma-black-belt",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--spc-implementation-specialist",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--standard-work-developer",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--value-stream-analyst",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--warehouse-operations-analyst",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--work-measurement-analyst",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:industrial-engineering--workstation-designer",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:industrial-engineering--capacity-planning",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:industrial-engineering--demand-forecasting",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:industrial-engineering--design-of-experiments",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:industrial-engineering--discrete-event-simulation",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:industrial-engineering--ergonomic-risk-assessment",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:industrial-engineering--five-s-implementation",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:industrial-engineering--fmea",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:industrial-engineering--inventory-optimization",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:industrial-engineering--kaizen-event",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:industrial-engineering--line-balancing",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:industrial-engineering--linear-programming",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:industrial-engineering--multi-criteria-decision-analysis",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:industrial-engineering--oee-improvement",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:industrial-engineering--production-scheduling",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:industrial-engineering--queuing-analysis",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:industrial-engineering--root-cause-analysis",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:industrial-engineering--smed",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:industrial-engineering--spc-implementation",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:industrial-engineering--standard-work-development",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:industrial-engineering--transportation-routing",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:industrial-engineering--value-stream-mapping",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:industrial-engineering--warehouse-slotting",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:industrial-engineering--workstation-design",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:industrial-engineering--a3-problem-solver",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:industrial-engineering--anthropometric-analyzer",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:industrial-engineering--benchmarking-analyst",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:industrial-engineering--capacity-planner",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:industrial-engineering--control-chart-analyzer",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:industrial-engineering--decision-tree-analyzer",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:industrial-engineering--demand-forecaster",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:industrial-engineering--discrete-event-simulator",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:industrial-engineering--distribution-fitter",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:industrial-engineering--doe-designer",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:industrial-engineering--facility-layout-optimizer",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:industrial-engineering--five-s-auditor",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:industrial-engineering--fmea-facilitator",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:industrial-engineering--gage-rr-analyzer",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
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}
},
{
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"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:industrial-engineering--inventory-optimizer",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:industrial-engineering--kaizen-event-facilitator",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:industrial-engineering--line-balancer",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:industrial-engineering--linear-program-modeler",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
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}
},
{
"from": "lib-skill:industrial-engineering--mcda-analyzer",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
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}
},
{
"from": "lib-skill:industrial-engineering--network-optimizer",
"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
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}
},
{
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"to": "specialization:industrial-engineering",
"kind": "lib_belongs_to_specialization",
"attributes": {
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}
},
{
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"kind": "lib_belongs_to_specialization",
"attributes": {
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}
},
{
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"attributes": {
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}
},
{
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"attributes": {
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}
},
{
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"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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"attributes": {
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}
},
{
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}
},
{
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"attributes": {
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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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}
]
}