{
  "ticker": {
    "uuid": "5f21f0d0-e4c9-40a5-b350-c47210c463fa",
    "symbol": "ISSC",
    "name": "Innovative Solutions and Support",
    "exchange": "NASDAQ",
    "country": "US",
    "assetType": "equity"
  },
  "methodBoundary": "Trend Architecture is a weekly structural classification, not a forecast, probability of return, recommendation or execution signal. Confidence measures geometric agreement and external confirmation only.",
  "analysis": {
    "eligible": true,
    "as_of": "2026-08-07",
    "benchmark": "QQQ",
    "stage": 3,
    "stage_name": "Distribution",
    "phase": "3a",
    "phase_label": "Stage 3A \u00b7 Churning",
    "transition": "stage_3_churning",
    "transition_label": "Stage 3 range intact",
    "confidence": 58.945,
    "architecture_regime": "downward_expansion",
    "architecture_regime_label": "Downward Expansion",
    "architecture_modifier": "Early contraction",
    "architecture_gate": "down",
    "architecture_direction": -14.461,
    "architecture_energy": 11.558,
    "architecture_maturity": 44.841,
    "architecture_confidence": 72.865,
    "architecture_tenure": "Developing",
    "architecture": {
      "interpretation": {
        "headline": "The weekly architecture is expanding downward.",
        "body": "Trend and Activity show sustained negative alignment with weak price acceptance. Repair requires persistent improvement across the structure, not merely one strong observation."
      },
      "scores": {
        "balance": 64.3,
        "rotation_up": 29.02,
        "upward_expansion": 25.82,
        "deceleration": 48.29,
        "rotation_down": 21.67,
        "downward_expansion": 47.82
      },
      "activity_lines": [
        19.146667,
        18.748182,
        18.714524,
        19.741613
      ],
      "activity_state": "Compressed",
      "activity_direction": "Contracting",
      "rotation_direction": "Improving",
      "price_acceptance": 0.0
    },
    "latest_close": 20.17,
    "trend_reference": 20.746167,
    "distance_from_trend": -0.027772,
    "trend_direction": "Improving",
    "fair_value": 11.152949,
    "distance_from_fair_value": 0.80849,
    "fair_value_direction": "Weakening",
    "relative_strength": 2.789953,
    "relative_strength_direction": "Weakening",
    "price_momentum": 0.029607,
    "excess_performance": -0.157847,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": false,
        "value": -0.027772,
        "read": "Below"
      },
      {
        "label": "Trend direction",
        "positive": true,
        "value": 0.094207,
        "read": "Rising"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": true,
        "value": 0.80849,
        "read": "Premium"
      },
      {
        "label": "Fair Value direction",
        "positive": false,
        "value": -0.273153,
        "read": "Moving away"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": true,
        "value": 0.0279,
        "read": "Leading"
      },
      {
        "label": "Relative strength direction",
        "positive": false,
        "value": -0.085923,
        "read": "Weakening"
      },
      {
        "label": "Price momentum",
        "positive": true,
        "value": 0.029607,
        "read": "Positive"
      },
      {
        "label": "Volume balance",
        "positive": true,
        "value": 1.931762,
        "read": "Demand-led"
      }
    ],
    "volume": {
      "latest": 1257626,
      "relative_activity": 0.551993,
      "balance": 1.931762,
      "dry_up": 0.630865,
      "accumulation_observations": 2,
      "distribution_observations": 1
    },
    "risk": {
      "range_context": 0.111783,
      "annualized_volatility": 0.751778,
      "from_high_reference": -0.348093,
      "from_low_reference": 1.480935
    },
    "levels": {
      "trend_reference": 20.746167,
      "fair_value_reference": 11.152949,
      "structural_low": 15.07,
      "invalidation": "A decisive breakout above range resistance with renewed RS leadership invalidates the distribution reading; a range-low break confirms deterioration."
    },
    "outcomes": [
      {
        "horizon": "Near term",
        "sample_count": 14,
        "median_return": 0.056952,
        "positive_rate": 0.714286,
        "directional_follow_through": 0.285714,
        "median_excess_return": 0.070164,
        "regime_survival": 0.571429,
        "best_return": 0.991786,
        "worst_return": -0.107612,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 8,
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        "positive_rate": 0.875,
        "directional_follow_through": 0.125,
        "median_excess_return": 0.206565,
        "regime_survival": 0.25,
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        "worst_return": -0.081365,
        "sufficient": true
      },
      {
        "horizon": "Extended",
        "sample_count": 6,
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        "positive_rate": 1.0,
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        "worst_return": 0.024934,
        "sufficient": true
      },
      {
        "horizon": "Full cycle",
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        "best_return": 2.001408,
        "worst_return": -0.026247,
        "sufficient": false
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      {
        "regime": "downward_expansion",
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      {
        "regime": "rotation_up",
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        "regime": "upward_expansion",
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        "regime": "downward_expansion",
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      },
      {
        "date": "2026-05-08",
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      },
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      },
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        "date": "2026-06-05",
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      },
      {
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      },
      {
        "date": "2026-07-03",
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      },
      {
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        "fair_value": 10.869487,
        "relative_strength": -4.685004,
        "stage": 3,
        "regime": "downward_expansion",
        "modifier": "Early contraction",
        "gate": "down",
        "direction": -40.07358,
        "energy": 27.481242,
        "activity_lines": [
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      },
      {
        "date": "2026-07-17",
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        "volume": 1282350,
        "typical_volume": 2658953.8,
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        "fair_value": 10.937628,
        "relative_strength": -2.447559,
        "stage": 3,
        "regime": "downward_expansion",
        "modifier": "Early contraction",
        "gate": "down",
        "direction": -38.608047,
        "energy": 27.337954,
        "activity_lines": [
          18.390667,
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          19.013881,
          20.032054
        ]
      },
      {
        "date": "2026-07-24",
        "close": 19.14,
        "volume": 1526257,
        "typical_volume": 2544529.5,
        "trend": 20.702833,
        "fair_value": 11.008782,
        "relative_strength": 2.746254,
        "stage": 3,
        "regime": "downward_expansion",
        "modifier": "Early contraction",
        "gate": "down",
        "direction": -35.136755,
        "energy": 19.790415,
        "activity_lines": [
          18.717333,
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          18.871048,
          19.930667
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      },
      {
        "date": "2026-07-31",
        "close": 18.29,
        "volume": 1683065,
        "typical_volume": 2379648.2,
        "trend": 20.6875,
        "fair_value": 11.075641,
        "relative_strength": -2.248239,
        "stage": 3,
        "regime": "downward_expansion",
        "modifier": "Early contraction",
        "gate": "down",
        "direction": -35.49996,
        "energy": 18.766081,
        "activity_lines": [
          18.632,
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          18.680833,
          19.775
        ]
      },
      {
        "date": "2026-08-07",
        "close": 20.17,
        "volume": 1257626,
        "typical_volume": 2278338.8,
        "trend": 20.746167,
        "fair_value": 11.152949,
        "relative_strength": 2.789953,
        "stage": 3,
        "regime": "downward_expansion",
        "modifier": "Early contraction",
        "gate": "down",
        "direction": -14.461308,
        "energy": 11.557668,
        "activity_lines": [
          19.146667,
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          18.714524,
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        ]
      }
    ],
    "method": {
      "price_basis": "completed market observations",
      "trend": "Trend provides the primary directional reference.",
      "fair_value": "Fair Value provides long-term price context and is not a forecast or target.",
      "relative_strength": "Relative Strength shows leadership or lagging performance against the market benchmark.",
      "classification": "The SM framework combines Trend, Activity, Fair Value, Relative Strength and participation into a structural read."
    }
  }
}