II.
SkillArea JSON
Structured · liveskill-area:data-governance
Data Governance json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "skill-area:data-governance",
"_kind": "SkillArea",
"_file": "domain/skill-areas/skill-areas-data-eng.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Data Governance",
"description": "Catalogs, ownership, stewardship, classification, and access\nreview for analytical data assets.\n",
"domains": [
"specialization:data-engineering-analytics"
],
"expertiseLevels": [
"intermediate",
"expert"
]
},
"outgoingEdges": [
{
"from": "skill-area:data-governance",
"to": "specialization:data-engineering-analytics",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
}
],
"incomingEdges": [
{
"from": "skill-area:data-analysis",
"to": "skill-area:data-governance",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:data-mesh-design",
"to": "skill-area:data-governance",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:data-catalog-management",
"to": "skill-area:data-governance",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "helpful"
}
},
{
"from": "specialization:regulatory-compliance",
"to": "skill-area:data-governance",
"kind": "contains"
},
{
"from": "stack-profile:hr-people-analytics",
"to": "skill-area:data-governance",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:synthetic-data-generation",
"to": "skill-area:data-governance",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:data-quality-governance",
"to": "skill-area:data-governance",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:master-data-management",
"to": "skill-area:data-governance",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:research-data-platform",
"to": "skill-area:data-governance",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:etl-reverse-etl",
"to": "skill-area:data-governance",
"kind": "requires_skill_area"
},
{
"from": "lib-agent:ai-agents-conversational--knowledge-base-curator",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:data-engineering-analytics--data-governance-steward",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:decision-intelligence--decision-archivist",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:knowledge-management--kg-specialist",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:knowledge-management--knowledge-analyst",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:supply-chain--master-data-steward",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:travel--sqlite-schema-architect",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:bioinformatics--data-governance-officer",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:bioinformatics--reproducibility-engineer",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:biomedical-engineering--clinical-study-manager",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:arts-culture--registrar-agent",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:healthcare--care-management-coordinator",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:healthcare--clinical-informatics-specialist",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:healthcare--compliance-readiness-manager",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:humanities--cultural-heritage-specialist",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:humanities--research-ethics-consultant",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:philosophy--ethics-consultant-agent",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:social-sciences--research-ethics-coordinator",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-process:knowledge-management--after-action-review",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:knowledge-management--best-practice-documentation",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:knowledge-management--chat-transcript-summarizer",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:knowledge-management--community-content-curation",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:knowledge-management--community-facilitation-engagement",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:knowledge-management--community-health-assessment",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:knowledge-management--community-of-practice-launch",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:knowledge-management--continuous-improvement-integration",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:knowledge-management--critical-knowledge-identification",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:knowledge-management--cross-functional-knowledge-exchange",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:knowledge-management--double-loop-learning",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:knowledge-management--enterprise-knowledge-base-architecture",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:knowledge-management--expert-directory-development",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:knowledge-management--expert-knowledge-elicitation",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:knowledge-management--expert-matching",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:knowledge-management--expertise-profiling",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
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"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
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"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
"from": "lib-process:knowledge-management--knowledge-base-quality-assurance",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
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"kind": "lib_requires_skill_area",
"attributes": {
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}
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{
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"kind": "lib_requires_skill_area",
"attributes": {
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}
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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_requires_skill_area",
"attributes": {
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}
},
{
"from": "lib-process:knowledge-management--learning-organization-assessment",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-process:knowledge-management--lessons-learned-documentation",
"to": "skill-area:data-governance",
"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
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"kind": "lib_requires_skill_area",
"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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{
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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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