{
  "id": "workflow:research-notebook-reproducibility",
  "_kind": "Workflow",
  "_file": "workflows/workflows/workflows-quant-research.yaml",
  "_cluster": "workflows",
  "attributes": {
    "displayName": "Research Notebook Reproducibility",
    "workflowKind": "governance",
    "triggerType": "event-driven",
    "typicalCadence": "per-publication",
    "complexity": "moderate",
    "description": "Ensures Jupyter and Quarto research notebooks reproduce results\nend-to-end — validating that all cells execute in sequence without\nmanual intervention, pinning dependency versions and data snapshot\ntimestamps, verifying numerical outputs match documented results\nwithin tolerance, checking random seed determinism across runs, and\narchiving reproducible notebook bundles with frozen data slices.\nProduces reproducibility attestation reports and identifies cells\nrequiring manual data access or external API calls. Excludes original\nresearch content creation.\n"
  },
  "outgoingEdges": [
    {
      "from": "workflow:research-notebook-reproducibility",
      "to": "role:quantitative-analyst",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:research-notebook-reproducibility",
      "to": "role:research-analyst",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:research-notebook-reproducibility",
      "to": "skill-area:python-data-pipelines",
      "kind": "requires_skill_area",
      "attributes": {}
    },
    {
      "from": "workflow:research-notebook-reproducibility",
      "to": "domain:quantitative-finance",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:research-notebook-reproducibility",
      "to": "domain:data-science",
      "kind": "applies_to_domain",
      "attributes": {}
    },
    {
      "from": "workflow:research-notebook-reproducibility",
      "to": "responsibility:research-publication",
      "kind": "triggers_responsibility",
      "attributes": {}
    },
    {
      "from": "workflow:research-notebook-reproducibility",
      "to": "org-unit:quant-research",
      "kind": "performed_by_org_unit",
      "attributes": {}
    }
  ],
  "incomingEdges": []
}