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Axient: Debt-Free Finality for Leveraged Binary Event Markets
Maksym Nechepurenko
liquidity / risk managementResource overview

Axient: Debt-Free Finality for Leveraged Binary Event Markets

Paper2026

by Maksym Nechepurenko

Tags
liquidityrisk management

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Suggested foundations for risk measurement and stress and market microstructure and execution. Specialist prerequisites vary by paper.

Before you read

  1. Random Variables and Distributions

    Represent losses as a distribution rather than one forecast.

  2. Expected Shortfall and Other Tail Risk Measures

    Distinguish a loss quantile from the average loss in the tail.

  3. Order Books

    Read bid, ask, depth and queue-based market state.

  4. Order Flow and Adverse Selection

    Understand why fills and order flow can carry information.

Go further

  1. VaR Estimation in Practice: Variance-Covariance, Historical Simulation, Monte Carlo

    Compare risk estimators and their assumptions.

  2. Backtesting VaR and ES: Coverage Tests and Model Validation

    Check forecasts against realised losses.

  3. Market Impact

    Connect trading speed and size to execution cost.

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