II.
Role JSON
Structured · liverole:analytics-engineer
Analytics Engineer json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "role:analytics-engineer",
"_kind": "Role",
"_file": "domain/roles/roles-data.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Analytics Engineer",
"isAgentic": false,
"automatability": 0.8,
"description": "Sits at the intersection of data engineering and analytics, owning the transformation\nlayer that turns raw data warehouse tables into clean, reliable, and well-documented\ndimensional models. Builds and maintains dbt projects, defines data contracts, and\npartners with analysts and data scientists to ensure the semantic layer accurately\nreflects business logic. Champions data testing, documentation, and modeling best\npractices across the data organization.\n",
"seniority": "mid"
},
"outgoingEdges": [
{
"from": "role:analytics-engineer",
"to": "responsibility:data-quality",
"kind": "holds_responsibility"
},
{
"from": "role:analytics-engineer",
"to": "responsibility:documentation",
"kind": "holds_responsibility"
},
{
"from": "role:analytics-engineer",
"to": "responsibility:code-review",
"kind": "holds_responsibility"
},
{
"from": "role:analytics-engineer",
"to": "responsibility:performance-optimization",
"kind": "holds_responsibility"
},
{
"from": "role:analytics-engineer",
"to": "domain:data-engineering",
"kind": "requires_skill",
"attributes": {
"level": "expert"
}
},
{
"from": "role:analytics-engineer",
"to": "specialization:data-engineering-analytics",
"kind": "requires_skill",
"attributes": {
"level": "expert"
}
},
{
"from": "role:analytics-engineer",
"to": "domain:databases",
"kind": "requires_skill",
"attributes": {
"level": "expert"
}
}
],
"incomingEdges": [
{
"from": "stack-profile:data-lakehouse",
"to": "role:analytics-engineer",
"kind": "used_by_role"
},
{
"from": "stack-profile:batch-processing",
"to": "role:analytics-engineer",
"kind": "used_by_role"
},
{
"from": "stack-profile:data-warehouse-bi",
"to": "role:analytics-engineer",
"kind": "used_by_role"
},
{
"from": "stack-profile:data-quality-governance",
"to": "role:analytics-engineer",
"kind": "used_by_role"
},
{
"from": "stack-profile:master-data-management",
"to": "role:analytics-engineer",
"kind": "used_by_role"
},
{
"from": "stack-profile:data-pipeline-orchestration",
"to": "role:analytics-engineer",
"kind": "used_by_role"
},
{
"from": "stack-profile:etl-reverse-etl",
"to": "role:analytics-engineer",
"kind": "used_by_role"
},
{
"from": "stack-profile:real-time-analytics-stack",
"to": "role:analytics-engineer",
"kind": "used_by_role"
},
{
"from": "stack-profile:data-lake-stack",
"to": "role:analytics-engineer",
"kind": "used_by_role"
},
{
"from": "workflow:data-pipeline-deployment",
"to": "role:analytics-engineer",
"kind": "involves_role"
},
{
"from": "workflow:data-quality-monitoring",
"to": "role:analytics-engineer",
"kind": "involves_role"
},
{
"from": "workflow:data-governance-review",
"to": "role:analytics-engineer",
"kind": "involves_role"
},
{
"from": "lib-agent:data-engineering-analytics--bi-analytics-engineer",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-engineering-analytics--data-governance-steward",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:data-engineering-analytics--data-orchestration-engineer",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:data-engineering-analytics--data-quality-engineer",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:data-engineering-analytics--data-warehouse-architect",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:data-engineering-analytics--dbt-project-engineer",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-engineering-analytics--dimensional-modeler",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-engineering-analytics--migration-specialist",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:data-engineering-analytics--ml-feature-engineer",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:data-engineering-analytics--streaming-pipeline-engineer",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:decision-intelligence--experimentation-manager",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:decision-intelligence--predictive-analyst",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:decision-intelligence--real-time-decision-engineer",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:knowledge-management--knowledge-analyst",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:travel--data-quality-inspector",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:travel--open-data-scout",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:travel--python-etl-engineer",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:travel--sql-query-composer",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:travel--sqlite-schema-architect",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:healthcare--clinical-informatics-specialist",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-engineering-analytics--ab-test-statistical-analyzer",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-engineering-analytics--airflow-dag-analyzer",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-engineering-analytics--apache-spark-optimizer",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-engineering-analytics--bi-semantic-layer-generator",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-engineering-analytics--cdc-pattern-implementer",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-engineering-analytics--cost-optimizer",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-engineering-analytics--data-catalog-enricher",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-engineering-analytics--data-lineage-mapper",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-engineering-analytics--data-quality-profiler",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-engineering-analytics--dbt-project-analyzer",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-engineering-analytics--dimensional-model-validator",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-engineering-analytics--feature-engineering-optimizer",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-engineering-analytics--great-expectations-generator",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-engineering-analytics--incremental-model-strategy-selector",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-engineering-analytics--kafka-topic-designer",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-engineering-analytics--obt-design-optimizer",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-engineering-analytics--scd-implementation-generator",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-engineering-analytics--schema-evolution-manager",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-engineering-analytics--sql-query-optimizer",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-engineering-analytics--stream-processing-windowing-designer",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:decision-intelligence--time-series-forecaster",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-skill:knowledge-management--autocomplete-engine",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-skill:knowledge-management--knowledge-analytics",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-skill:knowledge-management--semantic-similarity",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-skill:education--learning-analytics-interpretation",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:social-sciences--network-analysis",
"to": "role:analytics-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
}
]
}