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Composite Liquidity Factor (CLF) Overview

Updated 6 July 2026
  • Composite Liquidity Factor (CLF) is a composite measure that aggregates various liquidity proxies, including order-book geometry, execution costs, and risk-horizon aggregations.
  • It is applied in diverse contexts such as high-frequency quoting, Basel risk capital models, basket liquidity for ETFs, and liquidity diagnostics in decentralized exchanges.
  • The framework emphasizes compositionality and context-dependent aggregation, offering versatile insights while highlighting limitations in uniform liquidity representation.

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88^ 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88^ 88 88 88 88 88^ 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 OR ti:\888 88 88 88 88 88 88 OR ti:\888 OR ti:\888 88 88 88 88 88 88 88 88 OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 OR ti:\888 88 88 OR ti:\888 88 OR ti:\888 88 88 OR ti:\888 88 OR ti:\888 88 88 OR ti:\888 88 88 OR ti:\888 88 88 88 88 OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 OR ti:\888 88^ 88 88 88 88^ 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88^ 88 OR ti:\888 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88^ 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88 88 OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 OR ti:\888 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88) OR ti:\888 88 88 88 88 88 88^ 88 88^ 88 88 88 88 88 88 88 88^ 88 88^ 88 88 88 88 88 88 88^ 88 88^ 88 88 88 88^ 88 OR ti:\888 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88) OR ti:\888 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88) OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88^ 88 88 88 88 88 88 88 88 88 88 88^ 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88) OR ti:\888 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 OR ti:\888 88^ 88 88 88 88 88 88 88 88 88 88^ 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 OR ti:\888 88^ 88 88 88^ 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88^ 88 88 88 88 88 88 88 88^ 88 88^ 88 88 88 88 88 88 OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^( 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 OR ti:\888 OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 OR ti:\888 88 OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 OR ti:\888 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 OR ti:\888 88^ 88 88 88 88 88 OR ti:\888 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88^ 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 88 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