II.
Specialization JSON
Structured · livespecialization:social-sciences
Social Sciences json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "specialization:social-sciences",
"_kind": "Specialization",
"_file": "domain/specializations/specializations-library-match.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Social Sciences",
"description": "Social research methods, behavioral analytics, and policy analysis workflows.\nCovers survey design, qualitative research, behavioral economics,\nand evidence-based policy development.\n"
},
"outgoingEdges": [
{
"from": "specialization:social-sciences",
"to": "domain:social-sciences",
"kind": "specializes"
}
],
"incomingEdges": [
{
"from": "domain:social-sciences",
"to": "specialization:social-sciences",
"kind": "contains"
},
{
"from": "skill-area:roadmap-planning",
"to": "specialization:social-sciences",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "lib-agent:social-sciences--causal-inference-analyst",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:social-sciences--computational-social-scientist",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:social-sciences--measurement-psychometrics-expert",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:social-sciences--mixed-methods-coordinator",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:social-sciences--policy-research-analyst",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:social-sciences--program-evaluation-specialist",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:social-sciences--qualitative-research-specialist",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:social-sciences--quantitative-research-methodologist",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:social-sciences--research-ethics-coordinator",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-agent:social-sciences--survey-research-director",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:social-sciences--academic-manuscript-preparation",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:social-sciences--cost-benefit-analysis",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:social-sciences--cross-cultural-measurement-adaptation",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:social-sciences--ethnographic-fieldwork",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:social-sciences--experimental-design",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:social-sciences--focus-group-facilitation",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:social-sciences--grounded-theory-development",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:social-sciences--in-depth-interview-protocol",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:social-sciences--literature-review-synthesis",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:social-sciences--mixed-methods-research-design",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:social-sciences--multilevel-modeling",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:social-sciences--natural-experiment-analysis",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:social-sciences--policy-brief-development",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:social-sciences--policy-impact-assessment",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:social-sciences--program-evaluation",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:social-sciences--propensity-score-analysis",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:social-sciences--qualitative-coding-analysis",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:social-sciences--quasi-experimental-design",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:social-sciences--research-pre-registration",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:social-sciences--scale-development-validation",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:social-sciences--social-network-analysis",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:social-sciences--statistical-analysis-pipeline",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:social-sciences--structural-equation-modeling",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:social-sciences--survey-administration",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-process:social-sciences--survey-research-design",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:social-sciences--academic-writing-publication",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:social-sciences--causal-inference-methods",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:social-sciences--ethnographic-research",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:social-sciences--interview-facilitation",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:social-sciences--mixed-methods-integration",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:social-sciences--network-analysis",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:social-sciences--policy-communication",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:social-sciences--program-evaluation",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:social-sciences--psychometric-assessment",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:social-sciences--qualitative-analysis",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:social-sciences--quantitative-methods",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:social-sciences--research-ethics-irb",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:social-sciences--survey-design-administration",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "lib-skill:social-sciences--systematic-review",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
},
{
"from": "page:library-social-sciences",
"to": "specialization:social-sciences",
"kind": "documents"
}
]
}