II.
Specialization JSON
Structured · livespecialization:statistical-methods
Statistical Methods json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "specialization:statistical-methods",
"_kind": "Specialization",
"_file": "domain/specializations/specializations-science.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Statistical Methods",
"parentDomainId": "domain:mathematics",
"description": "Classical and Bayesian statistical inference, experimental design, and causal\nanalysis. Covers hypothesis testing, regression and GLMs, survival analysis,\ntime-series modeling, and resampling techniques (bootstrap, cross-validation).\nAddresses reproducibility, multiple-comparison corrections, and reporting\nstandards for scientific publications. Increasingly applied to A/B testing,\nclinical trials, and data-driven product decisions.\n"
},
"outgoingEdges": [
{
"from": "specialization:statistical-methods",
"to": "domain:mathematics",
"kind": "specializes"
}
],
"incomingEdges": [
{
"from": "domain:quantitative-finance",
"to": "specialization:statistical-methods",
"kind": "contains"
},
{
"from": "domain:portfolio-management",
"to": "specialization:statistical-methods",
"kind": "contains"
},
{
"from": "domain:financial-risk-management",
"to": "specialization:statistical-methods",
"kind": "contains"
},
{
"from": "domain:mathematics",
"to": "specialization:statistical-methods",
"kind": "contains"
},
{
"from": "domain:insurance",
"to": "specialization:statistical-methods",
"kind": "contains"
},
{
"from": "skill-area:statistical-analysis",
"to": "specialization:statistical-methods",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
}
]
}