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 79.4 99.3 93.6 67.8
Vol. auth.
79.4
Bk. quality
99.3
Price form.
93.6
Cross-venue
67.8
02 Bitget 59.5 94.9 95.8 72.1
Vol. auth.
59.5
Bk. quality
94.9
Price form.
95.8
Cross-venue
72.1
03 OKX 48.6 84.3 89.0 65.9
Vol. auth.
48.6
Bk. quality
84.3
Price form.
89.0
Cross-venue
65.9
04 Coinbase 63.0 90.9 92.9 42.7
Vol. auth.
63.0
Bk. quality
90.9
Price form.
92.9
Cross-venue
42.7
05 Bybit 48.6 82.2 90.4 64.2
Vol. auth.
48.6
Bk. quality
82.2
Price form.
90.4
Cross-venue
64.2
06 Kraken 67.1 81.0 88.0 35.5
Vol. auth.
67.1
Bk. quality
81.0
Price form.
88.0
Cross-venue
35.5
07 Gate.io 44.4 97.0 92.8 39.9
Vol. auth.
44.4
Bk. quality
97.0
Price form.
92.8
Cross-venue
39.9
08 Binance 42.1 68.4 92.0 52.3
Vol. auth.
42.1
Bk. quality
68.4
Price form.
92.0
Cross-venue
52.3
HTX 95.7 88.8
Vol. auth.
Bk. quality
95.7
Price form.
88.8
Cross-venue
KuCoin 97.6 97.3
Vol. auth.
Bk. quality
97.6
Price form.
97.3
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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