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Auditing Popular Smart-Money Leaderboards

Sample overlap across leaderboards is modest; single-source dependence introduces blind spots.

LLee··18 分钟·Smart Money
On this page
  1. 0101 Overlap Assessment
  2. 0202 Methodological Root Causes
  3. 0303 Recommendations

Key findings

  1. Cross-examining four commercial smart-money leaderboards shows modest mutual overlap (28% - 62%).
  2. Methodological divergences in realized versus unrealized gains cause stark rankings disparities.
  3. Multi-source cross-verification is essential before deploying capital on external labels.

01 Overlap Assessment

We sampled and cross-referenced top-ranked wallets from four leading on-chain intelligence providers.

Sample Overlap Across Smart Money Leaderboards (Demo Data)

Sample overlap across leaderboards is modest; relying on a single list misses critical on-chain capital pools.

单位:%

0%20%40%60%80%List A62%List B48%List C35%List D28%
数据来源:LeeOnChain · Demo Data

02 Methodological Root Causes

Variance stems primarily from differing interpretations of unrealized versus closed PnL, gas fee inclusion, and wallet cluster attribution.

03 Recommendations

Analysts should avoid blind reliance on proprietary leaderboards and maintain open, reproducible evaluation criteria.