Market microstructure integrity scoring

As of

Shadow mode is active during the initial calibration window. Composite scores and band assignments will publish once sufficient peer baseline history has accumulated. Dimension scores are live.

# Exchange Vol. auth. Bk. quality Price form. Cross-venue 30d
01 MEXC 80.7 99.3 91.8 77.9
Vol. auth.
80.7
Bk. quality
99.3
Price form.
91.8
Cross-venue
77.9
02 Bitget 64.3 95.3 89.4 74.7
Vol. auth.
64.3
Bk. quality
95.3
Price form.
89.4
Cross-venue
74.7
03 OKX 69.3 86.1 91.6 70.2
Vol. auth.
69.3
Bk. quality
86.1
Price form.
91.6
Cross-venue
70.2
04 Coinbase 72.5 92.5 93.2 50.1
Vol. auth.
72.5
Bk. quality
92.5
Price form.
93.2
Cross-venue
50.1
05 Kraken 71.0 82.5 87.0 42.2
Vol. auth.
71.0
Bk. quality
82.5
Price form.
87.0
Cross-venue
42.2
06 Bybit 51.5 79.8 78.3 67.0
Vol. auth.
51.5
Bk. quality
79.8
Price form.
78.3
Cross-venue
67.0
07 Gate.io 38.2 96.8 96.7 40.1
Vol. auth.
38.2
Bk. quality
96.8
Price form.
96.7
Cross-venue
40.1
08 Binance 41.0 68.1 91.7 42.3
Vol. auth.
41.0
Bk. quality
68.1
Price form.
91.7
Cross-venue
42.3
HTX 96.3 82.9
Vol. auth.
Bk. quality
96.3
Price form.
82.9
Cross-venue
KuCoin 96.7 96.7
Vol. auth.
Bk. quality
96.7
Price form.
96.7
Cross-venue

Insufficient data for this scoring run. Scores will populate as the data collection window completes.

What does this score measure?

Ten observable microstructure metrics across four dimensions: volume authenticity, order book quality, price formation integrity, and cross-venue consistency. Scores describe observed market behaviour, not intent or fraud, and are regime-sensitive. No self-reported data, no exchange cooperation required.

Read the full methodology →

Commission a written report

In-depth written analysis of an exchange's market data quality. Peer comparison, 30-day trend, notable findings. Pricing per engagement; quote on request.

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