{
  "meta": {
    "id": "BNDL-SC-BASELINE",
    "version": "v0.1",
    "created_at": "2025-12-01T23:16:23.607558",
    "created_by": "system",
    "description": "Supply Chain – Generic Manufacturing bundle",
    "tags": {
      "industry": "supply-chain",
      "story": "STR-SC-DEFAULT"
    }
  },
  "industry_id": "supply-chain",
  "dataset_key": "default",
  "story_id": "STR-SC-DEFAULT",
  "schema_id": "SCH-SC-001",
  "industry_profile": {
    "meta": {
      "id": "supply-chain",
      "version": "v0.1",
      "created_at": "2025-12-01T23:16:23.551849",
      "created_by": "system",
      "description": "Multi-stage supply chain with materials, production stages, and finished goods.",
      "tags": {
        "industry": "supply_chain"
      }
    },
    "name": "Supply Chain – Generic Manufacturing",
    "description": "A generic multi-stage manufacturing supply chain with raw materials, intermediate goods, and finished products flowing from suppliers to customers.\n",
    "key_characteristics": [
      "Capital intensive inventory and production assets",
      "Lead times across multiple stages",
      "Exposure to bottlenecks at critical materials or processes",
      "Demand uncertainty from downstream customers"
    ],
    "typical_metrics": [
      "inventory_dwell_days",
      "production_downtime_rate",
      "order_fill_rate",
      "backorder_rate",
      "revenue",
      "gross_margin"
    ],
    "notes": null
  },
  "axioms": [
    {
      "meta": {
        "id": "AX-001",
        "version": "v0.1",
        "created_at": "2025-12-01T23:16:23.568991",
        "created_by": "system",
        "description": "Investors and firms allocate resources toward opportunities where returns justify their risks.",
        "tags": {
          "capital_allocation": "true",
          "returns": "true",
          "risk": "true"
        }
      },
      "text": "Capital flows to the highest risk-adjusted return.",
      "examples": [],
      "tags": [
        "capital_allocation",
        "returns",
        "risk"
      ]
    },
    {
      "meta": {
        "id": "AX-002",
        "version": "v0.1",
        "created_at": "2025-12-01T23:16:23.568995",
        "created_by": "system",
        "description": "The slowest or most constrained step in a process limits overall output.",
        "tags": {
          "bottleneck": "true",
          "throughput": "true",
          "operations": "true"
        }
      },
      "text": "Bottlenecks constrain overall system throughput.",
      "examples": [],
      "tags": [
        "bottleneck",
        "throughput",
        "operations"
      ]
    },
    {
      "meta": {
        "id": "AX-003",
        "version": "v0.1",
        "created_at": "2025-12-01T23:16:23.568997",
        "created_by": "system",
        "description": "Local decisions on inventory and reorder policies can create amplified swings in the supply chain.",
        "tags": {
          "inventory": "true",
          "bullwhip_effect": "true",
          "supply_chain": "true"
        }
      },
      "text": "Inventory buffers propagate and amplify upstream and downstream.",
      "examples": [],
      "tags": [
        "inventory",
        "bullwhip_effect",
        "supply_chain"
      ]
    },
    {
      "meta": {
        "id": "AX-004",
        "version": "v0.1",
        "created_at": "2025-12-01T23:16:23.568999",
        "created_by": "system",
        "description": "Unexpected changes in supply or demand induce price and quantity adjustments over time.",
        "tags": {
          "demand_shock": "true",
          "supply_shock": "true",
          "price": "true"
        }
      },
      "text": "Demand and supply shocks drive price and quantity adjustments.",
      "examples": [],
      "tags": [
        "demand_shock",
        "supply_shock",
        "price"
      ]
    }
  ],
  "axiom_interpretations": [
    {
      "meta": {
        "id": "AX-002-SC",
        "version": "v0.1",
        "created_at": "2025-12-01T23:16:23.566799",
        "created_by": "system",
        "description": "Supply chain view of bottlenecks and throughput.",
        "tags": {
          "industry": "supply_chain"
        }
      },
      "axiom_id": "AX-002",
      "industry_id": "supply-chain",
      "interpretation": "Process throughput is constrained by Premium Sand availability.",
      "risk_factors": [
        "Single-source material dependency",
        "Long supplier lead times"
      ],
      "return_drivers": [
        "Inventory buffering at constrained nodes",
        "Diversified sourcing"
      ]
    },
    {
      "meta": {
        "id": "AX-003-SC",
        "version": "v0.1",
        "created_at": "2025-12-01T23:16:23.566804",
        "created_by": "system",
        "description": "Bullwhip effect in the supply chain context.",
        "tags": {
          "industry": "supply_chain"
        }
      },
      "axiom_id": "AX-003",
      "industry_id": "supply-chain",
      "interpretation": "Inventory swings at Premium Sand amplify downstream production volatility.",
      "risk_factors": [
        "Poor visibility into upstream stock",
        "Overreaction to short-term demand"
      ],
      "return_drivers": [
        "Smoothing reorder policies",
        "Shared demand signals across tiers"
      ]
    }
  ],
  "domain_model": {
    "meta": {
      "id": "DM-SC-001",
      "version": "v0.1",
      "created_at": "2025-12-01T23:16:23.567903",
      "created_by": "system",
      "description": "Key entities and relationships for the supply chain domain.",
      "tags": {
        "industry": "supply_chain"
      }
    },
    "industry_id": "supply-chain",
    "entities": [
      {
        "name": "Material",
        "description": "Inputs to production with lead times and quality attributes.",
        "attributes": {
          "id": "Material identifier",
          "lead_time_days": "Supplier lead time",
          "dwell_time_days": "Inventory dwell"
        }
      },
      {
        "name": "Product",
        "description": "Intermediate or finished goods produced from materials.",
        "attributes": {
          "id": "Product identifier",
          "stage": "Production stage (intermediate/final)",
          "downtime_rate": "Proportion of time the line is down"
        }
      },
      {
        "name": "Order",
        "description": "Customer orders for finished products.",
        "attributes": {
          "id": "Order identifier",
          "quantity_per_order": "Units per order",
          "price_per_unit": "Unit selling price",
          "cost_per_unit": "Unit cost",
          "backorder_rate": "Proportion of unfilled orders"
        }
      }
    ],
    "relationships": [
      "Material -> Product: materials feed production stages",
      "Product -> Order: products fulfill customer demand"
    ]
  },
  "questions": [
    {
      "id": "Q-SC-BOTTLENECK-001",
      "text": "What hidden bottleneck is driving downtime and backorders?",
      "category": "diagnostics",
      "parent_id": null,
      "axiom_ids": [
        "AX-002",
        "AX-003"
      ]
    },
    {
      "id": "Q-SC-BOTTLENECK-002",
      "text": "Which signals confirm the Premium Sand constraint is the root cause?",
      "category": "validation",
      "parent_id": null,
      "axiom_ids": [
        "AX-002",
        "AX-003"
      ]
    }
  ],
  "story": {
    "meta": {
      "id": "STR-SC-DEFAULT",
      "version": "v0.1",
      "created_at": "2025-12-01T23:16:23.560421",
      "created_by": "system",
      "description": "Baseline operations only (no injected story).",
      "tags": {
        "story_type": "baseline"
      }
    },
    "industry_id": "supply-chain",
    "title": "Story: Default Baseline Operations",
    "story_type": "baseline_only",
    "overview": "Baseline operational performance with no injected disruption scenarios.\n",
    "time_scope": {
      "length_periods": 12,
      "story_onset_period": 1
    },
    "target_question_ids": [],
    "scenarios": [
      "default"
    ],
    "entities": {
      "materials": {
        "baseline_material": {
          "id": "MAT-BASELINE-001",
          "name": "Generic Material"
        }
      },
      "products": {
        "baseline_product": {
          "id": "PROD-BASELINE-001",
          "name": "Generic Product"
        }
      },
      "customers": {
        "baseline_customer": {
          "id": "CUST-BASELINE-001",
          "name": "Generic Customer"
        }
      },
      "suppliers": {
        "baseline_supplier": {
          "id": "SUP-BASELINE-001",
          "name": "Generic Supplier"
        }
      }
    },
    "expected_signals": [],
    "qa_expectations_ids": []
  },
  "scenarios": [
    {
      "meta": {
        "id": "SCEN-SC-DEFAULT",
        "version": "v0.1",
        "created_at": "2025-12-01T23:16:23.563740",
        "created_by": "system",
        "description": "Baseline operations (default) for supply chain.",
        "tags": {
          "scenario_type": "baseline"
        }
      },
      "industry_id": "supply-chain",
      "title": "Scenario: Default Operations",
      "priority": 0,
      "merge_strategy": "override",
      "time_scope": {},
      "table_rules": {
        "inventory": [
          {
            "name": "default_inventory",
            "material_ids": [
              "*"
            ],
            "dwell_time_days": {
              "baseline_mean": 7,
              "baseline_std": 0.8,
              "story_mean": 7,
              "story_std": 0.8,
              "min": 1,
              "max": 40
            },
            "on_hand_qty": {
              "baseline_mean": 600,
              "baseline_std": 80,
              "story_mean": 600,
              "story_std": 80,
              "min": 50,
              "max": 2000
            }
          }
        ],
        "production_runs": [
          {
            "name": "default_production",
            "product_ids": [
              "*"
            ],
            "produced_qty": {
              "baseline_mean": 5200,
              "baseline_std": 400,
              "story_mean": 5200,
              "story_std": 400,
              "min": 1000,
              "max": 10000
            },
            "downtime_rate": {
              "baseline_mean": 0.06,
              "baseline_std": 0.01,
              "story_mean": 0.06,
              "story_std": 0.01,
              "min": 0,
              "max": 1
            },
            "scrap_rate": {
              "baseline_mean": 0.02,
              "baseline_std": 0.01,
              "story_mean": 0.02,
              "story_std": 0.01,
              "min": 0,
              "max": 0.5
            }
          }
        ],
        "sales_orders": [
          {
            "name": "default_sales",
            "product_ids": [
              "*"
            ],
            "customer_ids": [
              "*"
            ],
            "quantity": {
              "baseline_mean": 450,
              "baseline_std": 90,
              "story_mean": 450,
              "story_std": 90,
              "min": 10,
              "max": 2000
            },
            "price_per_unit": {
              "baseline_mean": 180,
              "baseline_std": 15,
              "story_mean": 180,
              "story_std": 15,
              "min": 40,
              "max": 400
            },
            "cost_per_unit": {
              "baseline_mean": 120,
              "baseline_std": 10,
              "story_mean": 120,
              "story_std": 10,
              "min": 30,
              "max": 300
            },
            "backorder_rate": {
              "baseline_mean": 0.04,
              "baseline_std": 0.02,
              "story_mean": 0.04,
              "story_std": 0.02,
              "min": 0,
              "max": 1
            }
          }
        ],
        "shipments": [
          {
            "name": "default_shipments",
            "carrier": {
              "choices": [
                "UPS",
                "FedEx",
                "DHL"
              ]
            },
            "on_time_rate": {
              "baseline_mean": 0.95,
              "baseline_std": 0.02,
              "story_mean": 0.95,
              "story_std": 0.02,
              "min": 0.5,
              "max": 1.0
            },
            "transit_days": {
              "baseline_mean": 3.0,
              "baseline_std": 0.5,
              "story_mean": 3.0,
              "story_std": 0.5,
              "min": 1.0,
              "max": 14.0
            }
          }
        ]
      },
      "expected_signals": []
    }
  ],
  "dataset_schema": {
    "meta": {
      "id": "SCH-SC-001",
      "version": "v0.1",
      "created_at": "2025-12-01T23:16:23.559231",
      "created_by": "system",
      "description": "Richer multi-table schema for supply chain synthetic data (parquet).",
      "tags": {
        "industry": "supply_chain"
      }
    },
    "industry_id": "supply-chain",
    "tables": [
      {
        "name": "materials",
        "fields": [
          {
            "name": "material_id",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "material_name",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "material_category",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "material_type",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "criticality",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "unit_cost",
            "dtype": "float",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "supplier_id",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": {
              "table": "suppliers",
              "field": "supplier_id"
            }
          },
          {
            "name": "units_per_pallet",
            "dtype": "int",
            "description": null,
            "nullable": false,
            "references": null
          }
        ],
        "primary_key": [
          "material_id"
        ],
        "description": "Material master data."
      },
      {
        "name": "suppliers",
        "fields": [
          {
            "name": "supplier_id",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "supplier_name",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "supplier_location",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "supplier_rating",
            "dtype": "int",
            "description": null,
            "nullable": false,
            "references": null
          }
        ],
        "primary_key": [
          "supplier_id"
        ],
        "description": "Suppliers with ratings and locations."
      },
      {
        "name": "products",
        "fields": [
          {
            "name": "product_id",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "product_name",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "product_category",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "product_type",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "standard_cost_per_unit",
            "dtype": "float",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "target_margin",
            "dtype": "float",
            "description": null,
            "nullable": false,
            "references": null
          }
        ],
        "primary_key": [
          "product_id"
        ],
        "description": "Product master data."
      },
      {
        "name": "customers",
        "fields": [
          {
            "name": "customer_id",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "customer_name",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "customer_segment",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "region",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": null
          }
        ],
        "primary_key": [
          "customer_id"
        ],
        "description": "Customers with segment and region."
      },
      {
        "name": "inventory",
        "fields": [
          {
            "name": "period",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "material_id",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": {
              "table": "materials",
              "field": "material_id"
            }
          },
          {
            "name": "on_hand_qty",
            "dtype": "int",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "dwell_time_days",
            "dtype": "float",
            "description": null,
            "nullable": false,
            "references": null
          }
        ],
        "primary_key": [
          "period",
          "material_id"
        ],
        "description": "Inventory dwell and quantity for materials."
      },
      {
        "name": "production_runs",
        "fields": [
          {
            "name": "period",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "product_id",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": {
              "table": "products",
              "field": "product_id"
            }
          },
          {
            "name": "produced_qty",
            "dtype": "int",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "downtime_rate",
            "dtype": "float",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "scrap_rate",
            "dtype": "float",
            "description": null,
            "nullable": false,
            "references": null
          }
        ],
        "primary_key": [
          "period",
          "product_id"
        ],
        "description": "Production output, downtime, and scrap."
      },
      {
        "name": "sales_orders",
        "fields": [
          {
            "name": "period",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "order_id",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "product_id",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": {
              "table": "products",
              "field": "product_id"
            }
          },
          {
            "name": "customer_id",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": {
              "table": "customers",
              "field": "customer_id"
            }
          },
          {
            "name": "quantity",
            "dtype": "int",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "price_per_unit",
            "dtype": "float",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "cost_per_unit",
            "dtype": "float",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "backorder_rate",
            "dtype": "float",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "revenue",
            "dtype": "float",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "gross_margin",
            "dtype": "float",
            "description": null,
            "nullable": false,
            "references": null
          }
        ],
        "primary_key": [
          "period",
          "product_id",
          "order_id"
        ],
        "description": "Aggregated sales orders per product per period."
      },
      {
        "name": "shipments",
        "fields": [
          {
            "name": "period",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "shipment_id",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "order_id",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": {
              "table": "sales_orders",
              "field": "order_id"
            }
          },
          {
            "name": "carrier",
            "dtype": "string",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "on_time_rate",
            "dtype": "float",
            "description": null,
            "nullable": false,
            "references": null
          },
          {
            "name": "transit_days",
            "dtype": "float",
            "description": null,
            "nullable": false,
            "references": null
          }
        ],
        "primary_key": [
          "period",
          "shipment_id"
        ],
        "description": "Shipment performance linked to orders."
      }
    ],
    "time_resolution": "monthly"
  },
  "signals": [
    {
      "name": "premium_sand_dwell_time",
      "description": "Average dwell time for Premium Sand in inventory.",
      "table": "inventory",
      "expression": "mean(dwell_time_days)"
    },
    {
      "name": "premium_beverage_backorder_rate",
      "description": "Backorder rate for Premium Beverage in sales.",
      "table": "sales",
      "expression": "mean(backorder_rate)"
    },
    {
      "name": "glass_bottle_downtime",
      "description": "Downtime rate for glass bottle production.",
      "table": "production_runs",
      "expression": "mean(downtime_rate)"
    },
    {
      "name": "shipment_on_time_rate",
      "description": "Average on-time performance for shipments.",
      "table": "shipments",
      "expression": "mean(on_time_rate)"
    }
  ],
  "dataset_ref": {
    "storage_type": "parquet",
    "location": "interval/synthetic-data/industries/supply-chain/default",
    "n_rows": 52,
    "n_tables": 8
  },
  "qa_report": {
    "meta": {
      "id": "QA-REPORT",
      "version": "v0.1",
      "created_at": "2025-12-01T23:16:23.607544",
      "created_by": "system",
      "description": "QA placeholder",
      "tags": {
        "industry": "supply-chain"
      }
    },
    "industry_id": "supply-chain",
    "story_id": "STR-SC-DEFAULT",
    "schema_id": "SCH-SC-001",
    "checks": [
      {
        "name": "not_run",
        "status": "warning",
        "details": "QA skipped"
      }
    ]
  },
  "lineage": {
    "source_commit": "2be5c5a7a0abad00cff8eed73d365eb5f9d36de7",
    "prompt_versions": {},
    "config_files": {
      "axioms": "interval/synthetic-data/industries/supply-chain/default/configs/axioms.yaml",
      "axiom_interpretations": "interval/synthetic-data/industries/supply-chain/default/configs/axiom_interpretations.yaml",
      "industry_profile": "interval/synthetic-data/industries/supply-chain/default/configs/supply_chain_profile.yaml",
      "domain_model": "interval/synthetic-data/industries/supply-chain/default/configs/domain_model.yaml",
      "schema": "interval/synthetic-data/industries/supply-chain/default/configs/supply_chain_schema_v1.yaml",
      "story": "interval/synthetic-data/industries/supply-chain/default/configs/bottleneck_hidden_premium_sand.yaml",
      "questions": "interval/synthetic-data/industries/supply-chain/default/configs/supply_chain_questions.yaml",
      "signals": "interval/synthetic-data/industries/supply-chain/default/configs/supply_chain_signals.yaml",
      "qa_expectations": "interval/synthetic-data/industries/supply-chain/default/configs/supply_chain_expectations.yaml"
    },
    "generator_version": "v0.1",
    "random_seed": 42
  }
}