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METHODOLOGY

Alpha Score.

How CryptoNerd identifies emerging alpha opportunities through narrative alignment, volume momentum, and liquidity analysis.

FORMULA
Alpha = (Narrative × 25%) + (Volume × 25%) +
         (Liquidity × 20%) + (Market Cap × 15%) +
         (Social × 15%)
Range: 0–100 (higher = stronger alpha opportunity)
≥80: Exceptional · 65–79: Strong · 50–64: Moderate · ‹50: Watch List
Narrative Alignment (25%)

How strongly does this token align with emerging narratives? We cross-reference token tags, project descriptions, and AI analysis of market discussion.

Source: NarrativeSignal + Project data + LLM analysis
Volume Growth (25%)

Is trading volume accelerating? We measure volume velocity, compare to 30-day baseline, and detect unusual activity patterns.

Source: CoinGecko API + on-chain volume
Liquidity Score (20%)

Can this token be traded in size without slippage? We assess DEX liquidity pools, CEX order book depth, and Uniswap pair reserves.

Source: DeFi aggregators + CEX APIs
Market Cap Positioning (15%)

Is the token positioned for growth within its category? We compare market cap relative to category peers and historical ranges.

Source: CoinGecko + sector benchmarks
Social Momentum (15%)

Is social discussion accelerating (Twitter, Reddit, Discord)? We track mention velocity, sentiment, and influencer activity.

Source: Social listening APIs + AI sentiment
HOW WE CALCULATE IT
  1. Daily scan: Every day at 00:00 UTC, we pull top 100 tokens by volume from CoinGecko.
  2. Score each component: For each token, we normalize each of the 5 components to 0–100 scale using rolling 30-day baselines.
  3. Apply weights: Multiply each component by its weight and sum to get the final Alpha Score.
  4. Rank & publish: Rank all tokens by score, publish top 20 to Alpha Scanner, store historical data for backtesting.
  5. Quality gate: Tokens must have >$100K 24h volume + >$1M liquidity to qualify (spam filter).
SIGNAL VALIDATION
We track the hit rate of alpha signals: 67% of ranked tokens show upside within 30 days.

This means if a token appears on our Alpha Scanner ranking, there's a ~2 in 3 chance it's a genuine alpha opportunity. We publish confidence intervals (lower/upper bounds) to help you assess risk.

View full alpha performance backtests
CLASSIFICATION & VERSION
CLASSIFICATION
MODELED SCORE
Composite heuristic + AI-assisted narrative component
VERSION
v2.1
Narrative weight increased Mar 2026
UPDATE SCHEDULE
Daily ~00:00 UTC
Auto-runs via scheduled automation
VERIFIED COMPONENTS
Volume, Liquidity, Market Cap
Sourced from CoinGecko API
AI-INFERRED COMPONENTS
Narrative, Social
LLM-assisted, may contain false positives
LIMITATIONS & DISCLAIMERS
  • Alpha scores are not financial advice. Do your own research.
  • Past performance does not guarantee future results.
  • Score can change rapidly; re-check daily.
  • Low-liquidity tokens may have outsized slippage; verify before trading.
  • Narrative data is AI-inferred; may contain false positives.
  • We cannot predict rugpulls, hacks, or regulatory changes.