🚩 Red Flag Companies Dashboard

Bottom 100 companies sorted by most negative consolidated scores

Companies with strongest net negative signals

Total Rare Events
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Positive Signals
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Risk Signals
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Companies Ranked
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📊 Consolidated Scoring Methodology

How It Works

  • Positive events add to company score
  • Negative events subtract from score
  • Single unified score (not separate alpha/risk)
  • Only rare, high-quality events (IDF ≥ 7)

Score Interpretation

  • Positive scores: Net positive signals (good companies)
  • Negative scores: Net risk signals (risky companies)
  • Near zero: Mixed signals or low materiality
  • Magnitude: Strength of signal

🚩 Red Flag Company Rankings

Sorted from worst (most negative) to best (least negative)

💡 Click the Score column header to toggle sort order • Click any company to see detailed breakdown

# Company Score ▲ Positive Negative Total Events Event Types

🧮 Score Calculation Formula

Step 1: Calculate signed event weight
signed_weight = sentiment_sign × materiality × timing × magnitude × (confidence/10)
• Sentiment: positive = +1.5, negative = -1.5, neutral = +0.5
• Materiality: material=2.0x, routine=1.0x
• Timing: definitive=1.5x, disclosed=1.2x, reported=1.0x
• Magnitude: major=1.5x to routine=0.7x
• Confidence: 0-10 scale → 0.0-1.0 multiplier
Step 2: Calculate company score
consolidated_score = sum(all signed_weights) / total_events
Example: Company with 2 positive events (weight +3.0 each) and 1 negative event (weight -2.5)
→ Score = (+3.0 + +3.0 + -2.5) / 3 = +1.17 (net positive signal)