hidden-liquidity-execution-probability

To estimate hidden liquidity execution probability, you analyze queue positions, prints, and venue states to quantify fill likelihood in dark pools. The Skill calculates this probability while assessing adverse selection costs to compare hidden routes against lit alternatives.

Toxicity-aware order routing manages adverse selection risk by analyzing venue states and prints to evaluate toxicity costs. It compares hidden routes against lit alternatives, applying fallback options to route orders with confidence and minimize toxic fills.

Calculating dark pool fill probability and adverse selection rates requires specific diagnostics for calibration, latency impact, and signal accuracy. You must provide an input CSV file containing queue, prints, and venue state data to run the diagnostics script.

The best way to compare hidden liquidity routes against lit alternatives is to analyze execution probability and adverse selection cost simultaneously. By evaluating queue states and toxicity rates, you can determine whether hidden venues offer better fill outcomes than lit markets.

You should not use hidden liquidity routing when adverse selection costs outweigh fill probability benefits. If diagnostics indicate high toxicity rates, significant latency impact, or poor signal accuracy, routing orders to lit alternatives provides safer execution outcomes.