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 82.2 99.4 90.7 94.2
Vol. auth.
82.2
Bk. quality
99.4
Price form.
90.7
Cross-venue
94.2
02 OKX 68.8 88.5 89.6 81.4
Vol. auth.
68.8
Bk. quality
88.5
Price form.
89.6
Cross-venue
81.4
03 Bybit 60.8 82.1 94.9 88.4
Vol. auth.
60.8
Bk. quality
82.1
Price form.
94.9
Cross-venue
88.4
04 Bitget 61.9 93.7 95.1 64.3
Vol. auth.
61.9
Bk. quality
93.7
Price form.
95.1
Cross-venue
64.3
05 Coinbase 63.5 89.6 89.5 66.0
Vol. auth.
63.5
Bk. quality
89.6
Price form.
89.5
Cross-venue
66.0
06 Gate.io 58.1 97.1 90.3 58.8
Vol. auth.
58.1
Bk. quality
97.1
Price form.
90.3
Cross-venue
58.8
07 Kraken 68.2 85.4 93.8 49.8
Vol. auth.
68.2
Bk. quality
85.4
Price form.
93.8
Cross-venue
49.8
08 Binance 42.9 69.8 91.0 60.9
Vol. auth.
42.9
Bk. quality
69.8
Price form.
91.0
Cross-venue
60.9
— HTX — 96.7 91.5 —
Vol. auth.
—
Bk. quality
96.7
Price form.
91.5
Cross-venue
—
— KuCoin — 97.8 97.1 —
Vol. auth.
—
Bk. quality
97.8
Price form.
97.1
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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