II.
Workflow JSON
Structured · liveworkflow:experiment-reproducibility-review
Experiment Reproducibility Review json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "workflow:experiment-reproducibility-review",
"_kind": "Workflow",
"_file": "workflows/workflows/workflows-scientific.yaml",
"_cluster": "workflows",
"attributes": {
"displayName": "Experiment Reproducibility Review",
"workflowKind": "governance",
"triggerType": "event-driven",
"typicalCadence": "per-experiment",
"complexity": "single-team",
"description": "Validates that computational experiments can be reproduced — checking\nenvironment pinning, random seed management, data versioning, and\nresult consistency across runs. Excludes experiment design.\n"
},
"outgoingEdges": [
{
"from": "workflow:experiment-reproducibility-review",
"to": "role:data-scientist",
"kind": "involves_role",
"attributes": {}
},
{
"from": "workflow:experiment-reproducibility-review",
"to": "role:ml-engineer",
"kind": "involves_role",
"attributes": {}
},
{
"from": "workflow:experiment-reproducibility-review",
"to": "skill-area:python-data-pipelines",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:experiment-reproducibility-review",
"to": "skill-area:ml-fine-tuning",
"kind": "requires_skill_area",
"attributes": {}
},
{
"from": "workflow:experiment-reproducibility-review",
"to": "domain:scientific-computing",
"kind": "applies_to_domain",
"attributes": {}
},
{
"from": "workflow:experiment-reproducibility-review",
"to": "domain:data-science",
"kind": "applies_to_domain",
"attributes": {}
},
{
"from": "workflow:experiment-reproducibility-review",
"to": "responsibility:data-quality-monitoring",
"kind": "triggers_responsibility",
"attributes": {}
},
{
"from": "workflow:experiment-reproducibility-review",
"to": "org-unit:research-engineering",
"kind": "performed_by_org_unit",
"attributes": {}
},
{
"from": "workflow:experiment-reproducibility-review",
"to": "org-unit:ml-team",
"kind": "performed_by_org_unit",
"attributes": {}
}
],
"incomingEdges": [
{
"from": "stack-profile:research-data-platform",
"to": "workflow:experiment-reproducibility-review",
"kind": "follows_workflow"
}
]
}