{
  "_description": "Expected output structure for all 4 scripts. Values are illustrative to show data format.",

  "ratio_calculator_output": {
    "categories": {
      "profitability": {
        "roe": {
          "value": 0.25,
          "formula": "Net Income / Total Equity",
          "name": "Return on Equity",
          "interpretation": "Good - above average performance"
        },
        "roa": {
          "value": 0.1375,
          "formula": "Net Income / Total Assets",
          "name": "Return on Assets",
          "interpretation": "Excellent - significantly above peers"
        },
        "gross_margin": {
          "value": 0.40,
          "formula": "(Revenue - COGS) / Revenue",
          "name": "Gross Margin",
          "interpretation": "Acceptable - within normal range"
        },
        "operating_margin": {
          "value": 0.16,
          "formula": "Operating Income / Revenue",
          "name": "Operating Margin",
          "interpretation": "Good - above average performance"
        },
        "net_margin": {
          "value": 0.11,
          "formula": "Net Income / Revenue",
          "name": "Net Margin",
          "interpretation": "Good - above average performance"
        }
      },
      "liquidity": {
        "current_ratio": {"value": 1.875, "name": "Current Ratio"},
        "quick_ratio": {"value": 1.4375, "name": "Quick Ratio"},
        "cash_ratio": {"value": 0.625, "name": "Cash Ratio"}
      },
      "leverage": {
        "debt_to_equity": {"value": 0.545, "name": "Debt-to-Equity Ratio"},
        "interest_coverage": {"value": 6.67, "name": "Interest Coverage Ratio"},
        "dscr": {"value": 2.50, "name": "Debt Service Coverage Ratio"}
      },
      "efficiency": {
        "asset_turnover": {"value": 1.25, "name": "Asset Turnover"},
        "inventory_turnover": {"value": 8.57, "name": "Inventory Turnover"},
        "receivables_turnover": {"value": 8.33, "name": "Receivables Turnover"},
        "dso": {"value": 43.8, "name": "Days Sales Outstanding"}
      },
      "valuation": {
        "pe_ratio": {"value": 81.82, "name": "Price-to-Earnings Ratio"},
        "pb_ratio": {"value": 20.45, "name": "Price-to-Book Ratio"},
        "ps_ratio": {"value": 9.0, "name": "Price-to-Sales Ratio"},
        "ev_ebitda": {"value": 45.7, "name": "EV/EBITDA"},
        "peg_ratio": {"value": 6.82, "name": "PEG Ratio"}
      }
    }
  },

  "dcf_valuation_output": {
    "wacc": 0.085,
    "projected_revenue": [55000000, 59950000, 64746000, 69278220, 73434953],
    "projected_fcf": [6600000, 7793500, 8416980, 9698951, 10280893],
    "terminal_value": {
      "perpetuity_growth": 175382225,
      "exit_multiple": 176243484
    },
    "enterprise_value": {
      "perpetuity_growth": 149500000,
      "exit_multiple": 150100000
    },
    "equity_value": {
      "perpetuity_growth": 142500000,
      "exit_multiple": 143100000
    },
    "value_per_share": {
      "perpetuity_growth": 14.25,
      "exit_multiple": 14.31
    },
    "sensitivity_analysis": {
      "wacc_values": [0.065, 0.075, 0.085, 0.095, 0.105],
      "growth_values": [0.015, 0.020, 0.025, 0.030, 0.035],
      "enterprise_value_table": "5x5 nested list of enterprise values",
      "share_price_table": "5x5 nested list of share prices"
    }
  },

  "budget_variance_output": {
    "executive_summary": {
      "period": "Q4 2025",
      "company": "Acme Corp",
      "total_line_items": 10,
      "material_variances_count": 3,
      "favorable_count": 4,
      "unfavorable_count": 6,
      "revenue": {
        "actual": 15700000,
        "budget": 15500000,
        "variance_amount": 200000,
        "variance_pct": 1.29
      },
      "expenses": {
        "actual": 13255000,
        "budget": 12520000,
        "variance_amount": 735000,
        "variance_pct": 5.87
      },
      "net_impact": -535000
    },
    "material_variances": [
      {
        "name": "Cost of Goods Sold",
        "budget_variance_amount": 600000,
        "budget_variance_pct": 8.33,
        "favorability": "Unfavorable"
      }
    ],
    "department_summary": {
      "Sales": {"total_variance": 0, "variance_pct": 0},
      "Operations": {"total_variance": 0, "variance_pct": 0}
    },
    "category_summary": {
      "Revenue": {"total_variance": 0, "variance_pct": 0},
      "COGS": {"total_variance": 0, "variance_pct": 0}
    }
  },

  "forecast_builder_output": {
    "trend_analysis": {
      "trend": {
        "slope": 650000,
        "intercept": 9500000,
        "r_squared": 0.98,
        "direction": "upward"
      },
      "average_growth_rate": 0.06,
      "seasonality_index": [0.92, 0.97, 1.01, 1.10]
    },
    "scenario_comparison": {
      "comparison": [
        {"scenario": "base", "total_revenue": 185000000, "growth_rate": 0.08},
        {"scenario": "bull", "total_revenue": 210000000, "growth_rate": 0.12},
        {"scenario": "bear", "total_revenue": 165000000, "growth_rate": 0.05}
      ]
    },
    "rolling_cash_flow": {
      "weeks": 13,
      "opening_balance": 2500000,
      "closing_balance": 2800000,
      "total_inflows": 4200000,
      "total_outflows": 3900000,
      "minimum_balance": 2100000,
      "minimum_balance_week": 4,
      "cash_runway_weeks": 12
    }
  }
}