II.
Role JSON
Structured · liverole:data-scientist
Data Scientist json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "role:data-scientist",
"_kind": "Role",
"_file": "domain/roles/roles-data.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Data Scientist",
"isAgentic": false,
"automatability": 0.7,
"description": "Applies statistical modeling, machine learning, and data analysis to generate\ninsights that drive product and business decisions. Formulates hypotheses,\ndesigns experiments, and communicates findings to both technical and non-technical\naudiences. Collaborates with data engineers to productionize models and with\nproduct teams to embed intelligence into features.\n",
"seniority": "mid"
},
"outgoingEdges": [
{
"from": "role:data-scientist",
"to": "responsibility:metric-definition",
"kind": "holds_responsibility"
},
{
"from": "role:data-scientist",
"to": "responsibility:data-quality",
"kind": "holds_responsibility"
},
{
"from": "role:data-scientist",
"to": "responsibility:documentation",
"kind": "holds_responsibility"
},
{
"from": "role:data-scientist",
"to": "responsibility:knowledge-sharing",
"kind": "holds_responsibility"
},
{
"from": "role:data-scientist",
"to": "domain:data-science",
"kind": "requires_skill",
"attributes": {
"level": "expert"
}
},
{
"from": "role:data-scientist",
"to": "domain:databases",
"kind": "requires_skill",
"attributes": {
"level": "intermediate"
}
},
{
"from": "role:data-scientist",
"to": "specialization:algorithms-optimization",
"kind": "requires_skill",
"attributes": {
"level": "intermediate"
}
},
{
"from": "role:data-scientist",
"to": "domain:scientific-computing",
"kind": "requires_skill",
"attributes": {
"level": "intermediate"
}
},
{
"from": "role:data-scientist",
"to": "skill-area:python-data-pipelines",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:data-scientist",
"to": "skill-area:dbt-modeling",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:data-scientist",
"to": "skill-area:eval-driven-development",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:data-scientist",
"to": "skill-area:mathematical-reasoning",
"kind": "requires_expertise",
"attributes": {}
},
{
"from": "role:data-scientist",
"to": "domain:data-science",
"kind": "applies_to",
"attributes": {}
}
],
"incomingEdges": [
{
"from": "domain:fitness-tech",
"to": "role:data-scientist",
"kind": "employs_role"
},
{
"from": "domain:fashion-tech",
"to": "role:data-scientist",
"kind": "employs_role"
},
{
"from": "stack-profile:data-lakehouse",
"to": "role:data-scientist",
"kind": "used_by_role"
},
{
"from": "stack-profile:llm-fine-tuning",
"to": "role:data-scientist",
"kind": "used_by_role"
},
{
"from": "stack-profile:geospatial-analytics",
"to": "role:data-scientist",
"kind": "used_by_role"
},
{
"from": "stack-profile:batch-processing",
"to": "role:data-scientist",
"kind": "used_by_role"
},
{
"from": "stack-profile:analytics-dashboard",
"to": "role:data-scientist",
"kind": "used_by_role"
},
{
"from": "stack-profile:synthetic-data-generation",
"to": "role:data-scientist",
"kind": "used_by_role"
},
{
"from": "stack-profile:data-quality-governance",
"to": "role:data-scientist",
"kind": "used_by_role"
},
{
"from": "stack-profile:ab-testing-platform",
"to": "role:data-scientist",
"kind": "used_by_role"
},
{
"from": "stack-profile:julia-data-service",
"to": "role:data-scientist",
"kind": "used_by_role"
},
{
"from": "stack-profile:ml-pipeline-stack",
"to": "role:data-scientist",
"kind": "used_by_role"
},
{
"from": "stack-profile:python-ml-stack",
"to": "role:data-scientist",
"kind": "used_by_role"
},
{
"from": "stack-profile:data-lake-stack",
"to": "role:data-scientist",
"kind": "used_by_role"
},
{
"from": "workflow:ml-model-lifecycle",
"to": "role:data-scientist",
"kind": "involves_role"
},
{
"from": "tool-server:mcp-snowflake",
"to": "role:data-scientist",
"kind": "supports_work",
"attributes": {
"confidence": "high",
"evidence": "Warehouse queries and metadata support analytics investigation."
}
},
{
"from": "tool-server:mcp-segment",
"to": "role:data-scientist",
"kind": "supports_work",
"attributes": {
"confidence": "medium",
"evidence": "Event instrumentation and audience data supports analytics workflows."
}
},
{
"from": "tool-server:mcp-tinybird-candidate",
"to": "role:data-scientist",
"kind": "supports_work",
"attributes": {
"confidence": "medium",
"evidence": "Real-time analytics APIs support data exploration and production metric workflows."
}
},
{
"from": "tool-server:mcp-power-bi-candidate",
"to": "role:data-scientist",
"kind": "supports_work",
"attributes": {
"confidence": "medium",
"evidence": "BI dashboard access supports analytics review and stakeholder reporting."
}
},
{
"from": "tool-server:mcp-databricks-candidate",
"to": "role:data-scientist",
"kind": "supports_work",
"attributes": {
"confidence": "medium",
"evidence": "Workspace and warehouse access supports data-science investigation and pipeline review."
}
},
{
"from": "tool-server:mcp-hex-candidate",
"to": "role:data-scientist",
"kind": "supports_work",
"attributes": {
"confidence": "medium",
"evidence": "Notebook and app access supports exploratory analytics and reproducible reporting."
}
},
{
"from": "lib-agent:data-science-ml--ab-test-analyst",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--automl-orchestrator",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:data-science-ml--drift-detective",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:data-science-ml--eda-analyst",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--experiment-designer",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--explainability-analyst",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--feature-engineer",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--ml-architect",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:data-science-ml--ml-requirements-analyst",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--model-evaluator",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--model-trainer",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:decision-intelligence--bayesian-analyst",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:decision-intelligence--experimentation-manager",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:decision-intelligence--optimization-specialist",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:decision-intelligence--predictive-analyst",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:decision-intelligence--probabilistic-modeler",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:decision-intelligence--real-time-decision-engineer",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:decision-intelligence--uncertainty-quantifier",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:knowledge-management--kg-specialist",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:operations--simulation-analyst",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:mathematics--bayesian-statistician",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:mathematics--experimental-design-expert",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:mathematics--statistical-modeler",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:physics--cosmology-data-analyst",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:physics--data-scientist",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:physics--statistical-analyst",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:humanities--digital-humanities-technologist",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:social-sciences--causal-inference-analyst",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:social-sciences--computational-social-scientist",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:social-sciences--measurement-psychometrics-expert",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:social-sciences--quantitative-research-methodologist",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:data-science-ml--experiment-planning",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:data-science-ml--feature-engineering",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:data-science-ml--feature-store",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:data-science-ml--ml-architecture-design",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:data-science-ml--ml-observability",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:data-science-ml--ml-project-scoping",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:data-science-ml--model-deployment-canary",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:data-science-ml--model-evaluation",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:data-science-ml--model-interpretability",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:data-science-ml--model-monitoring-drift",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:data-science-ml--model-retraining",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:security-compliance--stride-threat-modeling",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:cryptography-blockchain--tokenomics",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-science-ml--alibi-explainer",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--arize-observability",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-science-ml--dvc-dataset-versioning",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-science-ml--evidently-drift-detector",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-science-ml--fairlearn-bias-detector",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--great-expectations-validator",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--jupyter-notebook-executor",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--lime-explainer",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--mlflow-experiment-tracker",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-science-ml--model-card-generator",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--optuna-hyperparameter-tuner",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-science-ml--pandas-dataframe-analyzer",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--pytest-ml-tester",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-science-ml--pytorch-trainer",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-science-ml--shap-explainer",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--sklearn-model-trainer",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-science-ml--statistical-testing",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--tensorflow-trainer",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-science-ml--time-series-analysis",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--visualization-testing",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:data-science-ml--wandb-experiment-tracker",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:data-science-ml--whylabs-monitor",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:decision-intelligence--agent-based-simulator",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:decision-intelligence--bayesian-network-analyzer",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:decision-intelligence--calibration-trainer",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:decision-intelligence--causal-inference-engine",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:decision-intelligence--constraint-satisfaction-solver",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:decision-intelligence--genetic-algorithm-optimizer",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:decision-intelligence--linear-programming-solver",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:decision-intelligence--monte-carlo-engine",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:decision-intelligence--risk-distribution-fitter",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-skill:decision-intelligence--sensitivity-analyzer",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:decision-intelligence--system-dynamics-modeler",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:decision-intelligence--time-series-forecaster",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:knowledge-management--semantic-similarity",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:operations--process-simulation-modeler",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:supply-chain--supply-chain-digital-twin",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-skill:supply-chain--supply-chain-simulation-engine",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-skill:mathematics--mcmc-diagnostics",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:mathematics--monte-carlo-simulation",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:mathematics--multiple-testing-correction",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:mathematics--polynomial-chaos-expansion",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
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