II.
Workflow JSON
Structured · liveworkflow:model-explainability-review
Model Explainability Review json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "workflow:model-explainability-review",
"_kind": "Workflow",
"_file": "workflows/workflows/workflows-data-science-deep.yaml",
"_cluster": "workflows",
"attributes": {
"displayName": "Model Explainability Review",
"workflowKind": "governance",
"triggerType": "event-driven",
"typicalCadence": "per-model",
"complexity": "single-team",
"description": "Reviews the interpretability and explainability posture of ML models before\ndeployment — generating SHAP/LIME feature importance explanations,\nvalidating that global and local explanations are consistent, verifying\nexplanation latency meets serving SLAs, documenting known blind spots and\nout-of-distribution behavior, and ensuring explanations are surfaced\nappropriately in end-user interfaces. Excludes model training and fairness\nauditing.\n"
},
"outgoingEdges": [
{
"from": "workflow:model-explainability-review",
"to": "role:ml-engineer",
"kind": "involves_role",
"attributes": {}
},
{
"from": "workflow:model-explainability-review",
"to": "role:data-scientist",
"kind": "involves_role",
"attributes": {}
},
{
"from": "workflow:model-explainability-review",
"to": "role:technical-writer",
"kind": "involves_role",
"attributes": {}
},
{
"from": "workflow:model-explainability-review",
"to": "skill-area:ml-fine-tuning",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:model-explainability-review",
"to": "skill-area:python-data-pipelines",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:model-explainability-review",
"to": "domain:ml-ops",
"kind": "applies_to_domain",
"attributes": {}
},
{
"from": "workflow:model-explainability-review",
"to": "domain:data-science",
"kind": "applies_to_domain",
"attributes": {}
},
{
"from": "workflow:model-explainability-review",
"to": "responsibility:write-user-docs",
"kind": "triggers_responsibility",
"attributes": {}
},
{
"from": "workflow:model-explainability-review",
"to": "responsibility:ai-safety-guardrails",
"kind": "triggers_responsibility",
"attributes": {}
},
{
"from": "workflow:model-explainability-review",
"to": "org-unit:ml-team",
"kind": "performed_by_org_unit",
"attributes": {}
},
{
"from": "workflow:model-explainability-review",
"to": "org-unit:ai-enablement",
"kind": "performed_by_org_unit",
"attributes": {}
}
],
"incomingEdges": []
}