{
  "classification": "Academic coursework scenarios and projections; not observed First Solar operations.",
  "preparedAt": "2026-10-13T16:32:38.503846+00:00",
  "datasets": {
    "CostAnalysis": {
      "source": "incident_process_data.xlsx",
      "sheet": "CostAnalysis",
      "sha256": "f2d0ed9ebeac4a97274ef877f8d7d822710d5dc2d9fbae81d8356eb5596544e5",
      "rows": [
        {
          "Category": "Workflow Automation Tools",
          "Cost": 18000
        },
        {
          "Category": "Dashboard Reporting",
          "Cost": 8500
        },
        {
          "Category": "Analyst Training",
          "Cost": 6000
        },
        {
          "Category": "Communication Workflow",
          "Cost": 4500
        },
        {
          "Category": "Post-Incident Review",
          "Cost": 3000
        }
      ]
    },
    "IncidentTypes": {
      "source": "incident_process_data.xlsx",
      "sheet": "IncidentTypes",
      "sha256": "f2d0ed9ebeac4a97274ef877f8d7d822710d5dc2d9fbae81d8356eb5596544e5",
      "rows": [
        {
          "Incident Type": "Network Outage",
          "Incidents": 35
        },
        {
          "Incident Type": "Performance Degradation",
          "Incidents": 25
        },
        {
          "Incident Type": "Routing Issues",
          "Incidents": 18
        },
        {
          "Incident Type": "Hardware Failures",
          "Incidents": 12
        },
        {
          "Incident Type": "Security Alerts",
          "Incidents": 10
        }
      ]
    },
    "ResolutionTime": {
      "source": "incident_process_data.xlsx",
      "sheet": "ResolutionTime",
      "sha256": "f2d0ed9ebeac4a97274ef877f8d7d822710d5dc2d9fbae81d8356eb5596544e5",
      "rows": [
        {
          "Process Model": "Current Process",
          "Mean Time to Resolution": 120
        },
        {
          "Process Model": "Proposed Model",
          "Mean Time to Resolution": 75
        }
      ]
    },
    "sales-forecast": {
      "source": "incident_process_data.xlsx",
      "sheet": "sales-forecast",
      "sha256": "f2d0ed9ebeac4a97274ef877f8d7d822710d5dc2d9fbae81d8356eb5596544e5",
      "rows": [
        {
          "Year": 2024,
          "Demand (GW)": 12
        },
        {
          "Year": 2025,
          "Demand (GW)": 14
        },
        {
          "Year": 2026,
          "Demand (GW)": 16
        },
        {
          "Year": 2027,
          "Demand (GW)": 19
        },
        {
          "Year": 2028,
          "Demand (GW)": 22
        }
      ]
    },
    "sales-probability": {
      "source": "incident_process_data.xlsx",
      "sheet": "sales-probability",
      "sha256": "f2d0ed9ebeac4a97274ef877f8d7d822710d5dc2d9fbae81d8356eb5596544e5",
      "rows": [
        {
          "Scenario": "High Demand",
          "Probability": 0.45
        },
        {
          "Scenario": "Moderate Demand",
          "Probability": 0.35
        },
        {
          "Scenario": "Low Demand",
          "Probability": 0.2
        }
      ]
    },
    "sales-analysis": {
      "source": "incident_process_data.xlsx",
      "sheet": "sales-analysis",
      "sha256": "f2d0ed9ebeac4a97274ef877f8d7d822710d5dc2d9fbae81d8356eb5596544e5",
      "rows": [
        {
          "Company": "First Solar",
          "Market Share": 4
        },
        {
          "Company": "Other Solar Manufacturers",
          "Market Share": 96
        }
      ]
    },
    "FiveYearPlan": {
      "source": "tsueda_brandon_OperationsResearch.xlsx",
      "sheet": "FiveYearPlan",
      "sha256": "b6237aca42ab903e1e8d0cd79da1a91cf694cb3b46312d4da350577553706a03",
      "rows": [
        {
          "Year": 1,
          "Revenue": 100000,
          "Customers": 1000,
          "OperatingMargin": 10
        },
        {
          "Year": 2,
          "Revenue": 250000,
          "Customers": 3000,
          "OperatingMargin": 15
        },
        {
          "Year": 3,
          "Revenue": 500000,
          "Customers": 7500,
          "OperatingMargin": 20
        },
        {
          "Year": 4,
          "Revenue": 900000,
          "Customers": 15000,
          "OperatingMargin": 25
        },
        {
          "Year": 5,
          "Revenue": 1500000,
          "Customers": 30000,
          "OperatingMargin": 30
        }
      ]
    },
    "TQC": {
      "source": "tsueda_brandon_OperationsResearch.xlsx",
      "sheet": "TQC",
      "sha256": "b6237aca42ab903e1e8d0cd79da1a91cf694cb3b46312d4da350577553706a03",
      "rows": [
        {
          "Period": "Q1",
          "DefectRate": 8,
          "ReworkRate": 6,
          "OnTimeDelivery": 82,
          "Satisfaction": 75
        },
        {
          "Period": "Q2",
          "DefectRate": 6,
          "ReworkRate": 5,
          "OnTimeDelivery": 85,
          "Satisfaction": 80
        },
        {
          "Period": "Q3",
          "DefectRate": 5,
          "ReworkRate": 4,
          "OnTimeDelivery": 88,
          "Satisfaction": 84
        },
        {
          "Period": "Q4",
          "DefectRate": 4,
          "ReworkRate": 3,
          "OnTimeDelivery": 91,
          "Satisfaction": 88
        }
      ]
    },
    "DecisionTree": {
      "source": "tsueda_brandon_OperationsResearch.xlsx",
      "sheet": "DecisionTree",
      "sha256": "b6237aca42ab903e1e8d0cd79da1a91cf694cb3b46312d4da350577553706a03",
      "rows": [
        {
          "Decision": "Invest",
          "Outcome": "High Success",
          "Probability": 0.5
        },
        {
          "Decision": "Invest",
          "Outcome": "Moderate Success",
          "Probability": 0.35
        },
        {
          "Decision": "Invest",
          "Outcome": "Failure",
          "Probability": 0.15
        },
        {
          "Decision": "Do Not Invest",
          "Outcome": "High Risk",
          "Probability": 0.55
        },
        {
          "Decision": "Do Not Invest",
          "Outcome": "Moderate Risk",
          "Probability": 0.3
        },
        {
          "Decision": "Do Not Invest",
          "Outcome": "Low Risk",
          "Probability": 0.15
        }
      ]
    },
    "Table3": {
      "source": "week2.xlsx",
      "sheet": "Sheet1",
      "sha256": "0c2a93f42862918a1c75787d988b5c9178df7f76d1ce4e8e494f4cad4f32df85",
      "rows": [
        {
          "Year": 2024,
          "Projected Demand GW": 12
        },
        {
          "Year": 2025,
          "Projected Demand GW": 14
        },
        {
          "Year": 2026,
          "Projected Demand GW": 16
        },
        {
          "Year": 2027,
          "Projected Demand GW": 19
        },
        {
          "Year": 2028,
          "Projected Demand GW": 22
        }
      ]
    },
    "Table2": {
      "source": "week2.xlsx",
      "sheet": "Sheet2",
      "sha256": "0c2a93f42862918a1c75787d988b5c9178df7f76d1ce4e8e494f4cad4f32df85",
      "rows": [
        {
          "Scenario": "High Demand",
          "Probability": 45
        },
        {
          "Scenario": "Moderate Demand",
          "Probability": 35
        },
        {
          "Scenario": "Low Demand",
          "Probability": 20
        }
      ]
    },
    "Table1": {
      "source": "week2.xlsx",
      "sheet": "Sheet3",
      "sha256": "0c2a93f42862918a1c75787d988b5c9178df7f76d1ce4e8e494f4cad4f32df85",
      "rows": [
        {
          "Segment": "First Solar Target Capture",
          "Share": 4
        },
        {
          "Segment": "Remaining Market",
          "Share": 96
        }
      ]
    },
    "acquisition_funnel": {
      "source": "acquisition_funnel.csv",
      "sha256": "05a7584bb43de1182ff0ebee17c26fef5685f1e35799fa4ad185dd7c0b51a5ee",
      "rows": [
        {
          "Sales Funnel Stage": "Qualified Leads",
          "Accounts": 220
        },
        {
          "Sales Funnel Stage": "Proposal Requests",
          "Accounts": 160
        },
        {
          "Sales Funnel Stage": "Negotiations",
          "Accounts": 108
        },
        {
          "Sales Funnel Stage": "Contracts Signed",
          "Accounts": 72
        },
        {
          "Sales Funnel Stage": "Repeat Customers",
          "Accounts": 51
        }
      ]
    },
    "customer_segmentation": {
      "source": "customer_segmentation.csv",
      "sha256": "8097a89d202213886c0622deeb56b316f8b2a70585eb22e15306b0cd91a3fea4",
      "rows": [
        {
          "Customer Segment": "Utility Providers",
          "Projected Active Accounts": 42
        },
        {
          "Customer Segment": "Project Developers",
          "Projected Active Accounts": 36
        },
        {
          "Customer Segment": "Commercial & Industrial",
          "Projected Active Accounts": 28
        },
        {
          "Customer Segment": "Public Sector",
          "Projected Active Accounts": 19
        },
        {
          "Customer Segment": "EPC Partners",
          "Projected Active Accounts": 24
        }
      ]
    },
    "purchase_behavior": {
      "source": "purchase_behavior.csv",
      "sha256": "40456fb22baa8195fddc8758696af94dde742e33a20f6101cbd1b58d2583acbb",
      "rows": [
        {
          "Customer Segment": "Utility Providers",
          "Average Contract Value (Millions USD)": 18.5,
          "Retention Probability (%)": 88
        },
        {
          "Customer Segment": "Project Developers",
          "Average Contract Value (Millions USD)": 12.2,
          "Retention Probability (%)": 79
        },
        {
          "Customer Segment": "Commercial & Industrial",
          "Average Contract Value (Millions USD)": 7.1,
          "Retention Probability (%)": 72
        },
        {
          "Customer Segment": "Public Sector",
          "Average Contract Value (Millions USD)": 5.4,
          "Retention Probability (%)": 76
        },
        {
          "Customer Segment": "EPC Partners",
          "Average Contract Value (Millions USD)": 9.3,
          "Retention Probability (%)": 81
        }
      ]
    },
    "retention_trend": {
      "source": "retention_trend.csv",
      "sha256": "121a3c2e1cb398f4d511108fb771960b33948c03d506621cffac001e48784c81",
      "rows": [
        {
          "Quarter": "Q1",
          "Churn Rate (%)": 16.5
        },
        {
          "Quarter": "Q2",
          "Churn Rate (%)": 15.1
        },
        {
          "Quarter": "Q3",
          "Churn Rate (%)": 13.2
        },
        {
          "Quarter": "Q4",
          "Churn Rate (%)": 11.4
        },
        {
          "Quarter": "Q5",
          "Churn Rate (%)": 9.8
        },
        {
          "Quarter": "Q6",
          "Churn Rate (%)": 8.6
        }
      ]
    }
  }
}