II.
LibrarySkill JSON
Structured · livelib-skill:social-sciences--causal-inference-methods
causal-inference-methods json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "lib-skill:social-sciences--causal-inference-methods",
"_kind": "LibrarySkill",
"_file": "generated-library/skills.yaml",
"_cluster": "generated-library",
"attributes": {
"displayName": "causal-inference-methods",
"description": "Apply propensity score methods, instrumental variables, difference-in-differences, and regression discontinuity designs for causal identification",
"libraryPath": "library/specializations/domains/social-sciences-humanities/social-sciences/skills/causal-inference-methods/SKILL.md",
"specialization": "social-sciences",
"contentSummary": "# Causal Inference Methods Skill\n\nApply advanced econometric and statistical methods for causal identification in observational data.\n\n## Overview\n\nThe Causal Inference Methods skill enables application of propensity score methods, instrumental variables, difference-in-differences, regression "
},
"outgoingEdges": [
{
"from": "lib-skill:social-sciences--causal-inference-methods",
"to": "skill-area:statistical-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:social-sciences--causal-inference-methods",
"to": "skill-area:data-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:social-sciences--causal-inference-methods",
"to": "skill-area:machine-learning-frameworks",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-skill:social-sciences--causal-inference-methods",
"to": "domain:social-sciences",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:social-sciences--causal-inference-methods",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:social-sciences--causal-inference-methods",
"to": "role:research-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:social-sciences--causal-inference-methods",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:social-sciences--causal-inference-methods",
"to": "workflow:peer-review-cycle",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:social-sciences--causal-inference-methods",
"to": "specialization:social-sciences",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 0.9
}
}
],
"incomingEdges": []
}