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Agentic AI Atlas · Analytics Engineer
role:analytics-engineera5c.ai
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Role JSON

role:analytics-engineer

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Analytics Engineer json

Inspect the normalized record payload exactly as the atlas UI reads it.

File · domain/roles/roles-data.yamlCluster · domain
Record JSON
{
  "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",
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      "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": {
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      }
    },
    {
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      "to": "role:analytics-engineer",
      "kind": "lib_involves_role",
      "attributes": {
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      }
    },
    {
      "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
      }
    },
    {
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      "to": "role:analytics-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.5
      }
    },
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      "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
      }
    },
    {
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      "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",
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    },
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      "attributes": {
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      "attributes": {
        "weight": 1
      }
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      "attributes": {
        "weight": 1
      }
    },
    {
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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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      "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
      }
    }
  ]
}

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