II.
SkillArea JSON
Structured · liveskill-area:geospatial-data-analysis
Geospatial Data Analysis json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "skill-area:geospatial-data-analysis",
"_kind": "SkillArea",
"_file": "domain/skill-areas/curated-testing-data-ml-skill-areas.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Geospatial Data Analysis",
"description": "Analyzing location-based data - coordinate systems, joins over space,\ngeofences, map-centric aggregations, and spatial anomaly detection.\n",
"domains": [
"domain:data-science"
],
"expertiseLevels": [
"intermediate",
"expert"
]
},
"outgoingEdges": [
{
"from": "skill-area:geospatial-data-analysis",
"to": "domain:data-science",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:geospatial-data-analysis",
"to": "specialization:civil-engineering",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:geospatial-data-analysis",
"to": "specialization:environmental-engineering",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:geospatial-data-analysis",
"to": "skill-area:data-analysis",
"kind": "requires_skill_area"
}
],
"incomingEdges": [
{
"from": "skill-area:data-analysis",
"to": "skill-area:geospatial-data-analysis",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "specialization:precision-agriculture",
"to": "skill-area:geospatial-data-analysis",
"kind": "contains"
},
{
"from": "stack-profile:geospatial-analytics",
"to": "skill-area:geospatial-data-analysis",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:logistics-fleet-management",
"to": "skill-area:geospatial-data-analysis",
"kind": "requires_skill_area"
},
{
"from": "lib-agent:environmental-engineering--air-quality-specialist",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:environmental-engineering--climate-resilience-specialist",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:environmental-engineering--ehs-integration-specialist",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:environmental-engineering--environmental-compliance-specialist",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:environmental-engineering--environmental-data-scientist",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:environmental-engineering--ghg-sustainability-specialist",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:environmental-engineering--hazardous-waste-specialist",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:environmental-engineering--hydrogeology-specialist",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:environmental-engineering--lca-specialist",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:environmental-engineering--nepa-specialist",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:environmental-engineering--remediation-specialist",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:environmental-engineering--risk-assessment-specialist",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:environmental-engineering--solid-waste-specialist",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:environmental-engineering--stormwater-specialist",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:environmental-engineering--water-treatment-specialist",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:humanities--cultural-heritage-specialist",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:humanities--digital-humanities-technologist",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:environmental-engineering--air-permit-application-development",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:environmental-engineering--air-pollution-control-system-design",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:environmental-engineering--brownfield-redevelopment-planning",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:environmental-engineering--carbon-footprint-assessment",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:environmental-engineering--climate-vulnerability-assessment",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:environmental-engineering--continuous-emission-monitoring-implementation",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:environmental-engineering--corporate-sustainability-program",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:environmental-engineering--emission-inventory-development",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:environmental-engineering--environmental-management-system-implementation",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:environmental-engineering--environmental-site-assessment",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:environmental-engineering--greenhouse-gas-reduction-strategy",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:environmental-engineering--groundwater-remediation-design",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:environmental-engineering--hazardous-waste-management-program",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:environmental-engineering--human-health-risk-assessment",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:environmental-engineering--landfill-design-permitting",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:environmental-engineering--life-cycle-assessment",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:environmental-engineering--membrane-treatment-system-design",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:environmental-engineering--remediation-technology-selection",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:environmental-engineering--stormwater-management-planning",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:environmental-engineering--waste-characterization-classification",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:environmental-engineering--waste-to-energy-facility-planning",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:environmental-engineering--wastewater-process-optimization",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:environmental-engineering--water-reuse-system-implementation",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:environmental-engineering--water-treatment-plant-design",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-skill:environmental-engineering--air-pollution-control",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-skill:environmental-engineering--membrane-system-design",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-skill:environmental-engineering--stormwater-management",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-skill:environmental-engineering--wastewater-optimization",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-skill:healthcare--population-health-stratification",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-skill:humanities--gis-mapping-humanities",
"to": "skill-area:geospatial-data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
}
]
}