{
  "ticker": {
    "uuid": "8b0fd546-a3db-454b-9cb1-65eb293bc0d8",
    "symbol": "VBG-B",
    "name": "VBG Group AB (publ)",
    "exchange": "STO",
    "country": "SE",
    "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": "^OMX",
    "stage": 4,
    "stage_name": "Declining",
    "phase": "4b",
    "phase_label": "Stage 4B \u00b7 Declining",
    "transition": "stage_4_declining",
    "transition_label": "Stage 4 decline intact",
    "confidence": 96.0,
    "architecture_regime": "downward_expansion",
    "architecture_regime_label": "Downward Expansion",
    "architecture_modifier": "Established contraction",
    "architecture_gate": "down",
    "architecture_direction": -33.618,
    "architecture_energy": 16.815,
    "architecture_maturity": 61.882,
    "architecture_confidence": 59.579,
    "architecture_tenure": "Established",
    "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": 53.31,
        "rotation_up": 24.83,
        "upward_expansion": 17.52,
        "deceleration": 45.24,
        "rotation_down": 26.58,
        "downward_expansion": 53.86
      },
      "activity_lines": [
        322.933333,
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        329.941322
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      "activity_state": "Compressed",
      "activity_direction": "Contracting",
      "rotation_direction": "Improving",
      "price_acceptance": -0.166667
    },
    "latest_close": 323.0,
    "trend_reference": 341.4577,
    "distance_from_trend": -0.054056,
    "trend_direction": "Weakening",
    "fair_value": 307.595,
    "distance_from_fair_value": 0.050082,
    "fair_value_direction": "Weakening",
    "relative_strength": -15.499739,
    "relative_strength_direction": "Weakening",
    "price_momentum": -0.196284,
    "excess_performance": -0.257778,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": false,
        "value": -0.054056,
        "read": "Below"
      },
      {
        "label": "Trend direction",
        "positive": false,
        "value": -0.051675,
        "read": "Falling"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": true,
        "value": 0.050082,
        "read": "Premium"
      },
      {
        "label": "Fair Value direction",
        "positive": false,
        "value": -0.099366,
        "read": "Moving away"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": false,
        "value": -0.154997,
        "read": "Lagging"
      },
      {
        "label": "Relative strength direction",
        "positive": false,
        "value": -0.108426,
        "read": "Weakening"
      },
      {
        "label": "Price momentum",
        "positive": false,
        "value": -0.196284,
        "read": "Negative"
      },
      {
        "label": "Volume balance",
        "positive": false,
        "value": 0.869744,
        "read": "Supply-led"
      }
    ],
    "volume": {
      "latest": 42381,
      "relative_activity": 0.660284,
      "balance": 0.869744,
      "dry_up": 1.057178,
      "accumulation_observations": 2,
      "distribution_observations": 2
    },
    "risk": {
      "range_context": 0.059598,
      "annualized_volatility": 0.275064,
      "from_high_reference": -0.202884,
      "from_low_reference": 0.22134
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    "levels": {
      "trend_reference": 341.4577,
      "fair_value_reference": 307.595,
      "structural_low": 302.0,
      "invalidation": "Reclaiming a flat-to-rising Trend with improving relative strength is required before the declining diagnosis is repaired."
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    "outcomes": [
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        "horizon": "Near term",
        "sample_count": 25,
        "median_return": -0.012903,
        "positive_rate": 0.4,
        "directional_follow_through": 0.6,
        "median_excess_return": 0.001065,
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        "worst_return": -0.125554,
        "sufficient": true
      },
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        "horizon": "Intermediate",
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        "worst_return": -0.16303,
        "sufficient": true
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        "date": "2026-04-17",
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        "date": "2026-06-05",
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      },
      {
        "date": "2026-07-03",
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      },
      {
        "date": "2026-07-10",
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        "relative_strength": -15.063962,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
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      },
      {
        "date": "2026-07-17",
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        "volume": 90372,
        "typical_volume": 67425.75,
        "trend": 347.618334,
        "fair_value": 304.859244,
        "relative_strength": -11.632682,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -53.476191,
        "energy": 33.405862,
        "activity_lines": [
          318.833333,
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          326.218724,
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      },
      {
        "date": "2026-07-24",
        "close": 322.0,
        "volume": 94531,
        "typical_volume": 68535.45,
        "trend": 345.856035,
        "fair_value": 305.754209,
        "relative_strength": -12.963737,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -39.534825,
        "energy": 22.468182,
        "activity_lines": [
          320.166667,
          319.5,
          325.371094,
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      },
      {
        "date": "2026-07-31",
        "close": 326.5,
        "volume": 44140,
        "typical_volume": 64944.35,
        "trend": 343.852229,
        "fair_value": 306.662416,
        "relative_strength": -12.949659,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -36.890202,
        "energy": 21.122712,
        "activity_lines": [
          322.766667,
          320.472727,
          325.095662,
          331.286627
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      },
      {
        "date": "2026-08-07",
        "close": 323.0,
        "volume": 42381,
        "typical_volume": 64186.0,
        "trend": 341.4577,
        "fair_value": 307.595,
        "relative_strength": -15.499739,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -33.617966,
        "energy": 16.814677,
        "activity_lines": [
          322.933333,
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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."
    }
  }
}