{
  "ticker": {
    "uuid": "4d590f58-737a-4743-a6ef-2cbdfeb2cda0",
    "symbol": "KAR",
    "name": "Karnov 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": "balance",
    "architecture_regime_label": "Balance",
    "architecture_modifier": "Balance after decline",
    "architecture_gate": "down",
    "architecture_direction": -17.978,
    "architecture_energy": 9.801,
    "architecture_maturity": 17.424,
    "architecture_confidence": 65.011,
    "architecture_tenure": "New",
    "architecture": {
      "interpretation": {
        "headline": "Directional pressure has compressed into balance.",
        "body": "Trend and Activity are compressed into balance, so neither side has durable control. Prior structure and the next directional change provide context; balance alone is not assumed to be a base."
      },
      "scores": {
        "balance": 57.08,
        "rotation_up": 28.68,
        "upward_expansion": 18.39,
        "deceleration": 42.04,
        "rotation_down": 22.37,
        "downward_expansion": 52.39
      },
      "activity_lines": [
        70.559998,
        69.559998,
        69.887142,
        70.775913
      ],
      "activity_state": "Compressed",
      "activity_direction": "Contracting",
      "rotation_direction": "Improving",
      "price_acceptance": 0.0
    },
    "latest_close": 73.099998,
    "trend_reference": 74.163333,
    "distance_from_trend": -0.014338,
    "trend_direction": "Weakening",
    "fair_value": 80.032372,
    "distance_from_fair_value": -0.08662,
    "fair_value_direction": "Weakening",
    "relative_strength": -27.491702,
    "relative_strength_direction": "Improving",
    "price_momentum": -0.051881,
    "excess_performance": -0.113375,
    "evidence": [
      {
        "label": "Price vs Trend",
        "positive": false,
        "value": -0.014338,
        "read": "Below"
      },
      {
        "label": "Trend direction",
        "positive": false,
        "value": -0.125845,
        "read": "Falling"
      },
      {
        "label": "Price vs current Fair Value",
        "positive": false,
        "value": -0.08662,
        "read": "Below anchor"
      },
      {
        "label": "Fair Value direction",
        "positive": false,
        "value": -0.004976,
        "read": "Moving away"
      },
      {
        "label": "Relative Strength vs benchmark",
        "positive": false,
        "value": -0.274917,
        "read": "Lagging"
      },
      {
        "label": "Relative strength direction",
        "positive": true,
        "value": 0.066035,
        "read": "Improving"
      },
      {
        "label": "Price momentum",
        "positive": false,
        "value": -0.051881,
        "read": "Negative"
      },
      {
        "label": "Volume balance",
        "positive": true,
        "value": 1.011956,
        "read": "Demand-led"
      }
    ],
    "volume": {
      "latest": 726521,
      "relative_activity": 0.647252,
      "balance": 1.011956,
      "dry_up": 0.727938,
      "accumulation_observations": 1,
      "distribution_observations": 1
    },
    "risk": {
      "range_context": 0.085657,
      "annualized_volatility": 0.408995,
      "from_high_reference": -0.4152,
      "from_low_reference": 0.22651
    },
    "levels": {
      "trend_reference": 74.163333,
      "fair_value_reference": 80.032372,
      "structural_low": 59.599998,
      "invalidation": "Reclaiming a flat-to-rising Trend with improving relative strength is required before the declining diagnosis is repaired."
    },
    "outcomes": [
      {
        "horizon": "Near term",
        "sample_count": 8,
        "median_return": 0.021857,
        "positive_rate": 0.75,
        "directional_follow_through": 0.75,
        "median_excess_return": 0.035727,
        "regime_survival": 0.25,
        "best_return": 0.197895,
        "worst_return": -0.071298,
        "sufficient": true
      },
      {
        "horizon": "Intermediate",
        "sample_count": 5,
        "median_return": 0.057199,
        "positive_rate": 0.6,
        "directional_follow_through": 0.6,
        "median_excess_return": 0.016273,
        "regime_survival": 0.2,
        "best_return": 0.172632,
        "worst_return": -0.070934,
        "sufficient": true
      },
      {
        "horizon": "Extended",
        "sample_count": 4,
        "median_return": 0.187327,
        "positive_rate": 0.75,
        "directional_follow_through": 0.75,
        "median_excess_return": 0.163449,
        "regime_survival": 0.0,
        "best_return": 0.378947,
        "worst_return": -0.077855,
        "sufficient": false
      },
      {
        "horizon": "Full cycle",
        "sample_count": 3,
        "median_return": 0.242604,
        "positive_rate": 0.666667,
        "directional_follow_through": 0.666667,
        "median_excess_return": 0.340312,
        "regime_survival": 0.0,
        "best_return": 0.415385,
        "worst_return": -0.041522,
        "sufficient": false
      }
    ],
    "ledger": [
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2023-10-27",
        "end": "2023-11-17",
        "tenure": "New",
        "return": 0.176842,
        "active": false
      },
      {
        "regime": "rotation_up",
        "label": "Rotation Up",
        "color": "teal",
        "start": "2023-11-24",
        "end": "2023-12-01",
        "tenure": "New",
        "return": -0.026362,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
        "start": "2023-12-08",
        "end": "2024-04-19",
        "tenure": "Established",
        "return": 0.198874,
        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
        "start": "2024-04-26",
        "end": "2024-05-03",
        "tenure": "New",
        "return": 0.312977,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
        "start": "2024-05-10",
        "end": "2024-06-28",
        "tenure": "Developing",
        "return": -0.187141,
        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
        "start": "2024-07-05",
        "end": "2024-10-18",
        "tenure": "Established",
        "return": 0.112676,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2024-10-25",
        "end": "2024-12-06",
        "tenure": "Developing",
        "return": 0.067949,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
        "start": "2024-12-13",
        "end": "2025-03-07",
        "tenure": "Established",
        "return": 0.045177,
        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
        "start": "2025-03-14",
        "end": "2025-05-30",
        "tenure": "Developing",
        "return": 0.124402,
        "active": false
      },
      {
        "regime": "upward_expansion",
        "label": "Upward Expansion",
        "color": "green",
        "start": "2025-06-06",
        "end": "2025-09-19",
        "tenure": "Established",
        "return": 0.15346,
        "active": false
      },
      {
        "regime": "deceleration",
        "label": "Deceleration",
        "color": "amber",
        "start": "2025-09-26",
        "end": "2025-11-21",
        "tenure": "Developing",
        "return": -0.099099,
        "active": false
      },
      {
        "regime": "rotation_down",
        "label": "Rotation Down",
        "color": "orange",
        "start": "2025-11-28",
        "end": "2025-12-12",
        "tenure": "New",
        "return": -0.017612,
        "active": false
      },
      {
        "regime": "downward_expansion",
        "label": "Downward Expansion",
        "color": "red",
        "start": "2025-12-19",
        "end": "2026-07-31",
        "tenure": "Extended",
        "return": -0.28731,
        "active": false
      },
      {
        "regime": "balance",
        "label": "Balance",
        "color": "blue",
        "start": "2026-08-07",
        "end": "2026-08-07",
        "tenure": "New",
        "return": 0.0,
        "active": true
      }
    ],
    "chart_path": [
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        "date": "2023-08-18",
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      {
        "date": "2026-05-01",
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      },
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        "date": "2026-05-08",
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        "date": "2026-05-15",
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      },
      {
        "date": "2026-05-22",
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      },
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        "date": "2026-05-29",
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        "date": "2026-06-05",
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        "date": "2026-06-12",
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      },
      {
        "date": "2026-06-26",
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      },
      {
        "date": "2026-07-03",
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      },
      {
        "date": "2026-07-10",
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        "fair_value": 79.501282,
        "relative_strength": -33.236528,
        "stage": 4,
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        "modifier": "Established contraction",
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        "energy": 35.429684,
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      },
      {
        "date": "2026-07-17",
        "close": 69.599998,
        "volume": 591831,
        "typical_volume": 1269369.5,
        "trend": 77.063333,
        "fair_value": 79.628526,
        "relative_strength": -30.550503,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -47.45403,
        "energy": 25.23378,
        "activity_lines": [
          68.726665,
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          69.844286,
          71.857634
        ]
      },
      {
        "date": "2026-07-24",
        "close": 68.099998,
        "volume": 415140,
        "typical_volume": 1144525.95,
        "trend": 76.016667,
        "fair_value": 79.741346,
        "relative_strength": -32.110166,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -37.697943,
        "energy": 17.38751,
        "activity_lines": [
          68.933331,
          68.621817,
          69.60619,
          71.279355
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      },
      {
        "date": "2026-07-31",
        "close": 70.199997,
        "volume": 1534863,
        "typical_volume": 1126876.1,
        "trend": 75.086667,
        "fair_value": 79.877885,
        "relative_strength": -29.964102,
        "stage": 4,
        "regime": "downward_expansion",
        "modifier": "Established contraction",
        "gate": "down",
        "direction": -33.663544,
        "energy": 16.507364,
        "activity_lines": [
          69.433331,
          68.789089,
          69.601428,
          70.904086
        ]
      },
      {
        "date": "2026-08-07",
        "close": 73.099998,
        "volume": 726521,
        "typical_volume": 1122469.55,
        "trend": 74.163333,
        "fair_value": 80.032372,
        "relative_strength": -27.491702,
        "stage": 4,
        "regime": "balance",
        "modifier": "Balance after decline",
        "gate": "down",
        "direction": -17.977711,
        "energy": 9.800607,
        "activity_lines": [
          70.559998,
          69.559998,
          69.887142,
          70.775913
        ]
      }
    ],
    "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."
    }
  }
}