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Generating Synthetic Yield Curves for Deribit Bitcoin Futures

Modeling bitcoin futures basis rates requires a framework that captures their mean-reverting dynamics, cross-maturity correlations, and the market regime shifts that standard interest rate models do not anticipate. This paper presents a practical solution built from 12 months of live Deribit data.

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Dr. Burak Budanur

By Dr. Burak Budanur

Two Prime Head of Engineering

About This Report

Scenario analysis of cryptocurrency derivative trades requires synthetic yield curves to represent basis rates throughout the holding duration. The approach extends the Cox-Ingersoll-Ross (CIR) model of interest rates across a range of maturities and incorporates a multivariate Wiener process as stochastic forcing. The result is a model that captures mean-reverting basis dynamics across maturities and reflects the correlations present in the actual training data.

Why Bitcoin Futures Need Their Own Yield Curve Model

Standard interest rate models do not capture the multi-modal distribution of the bitcoin futures basis, the frequency of near-term negative basis rates, or cross-maturity correlations. A bitcoin-specific model is required for accurate scenario analysis of basis trades, calendar spreads, and Deribit inverse options.

The Extended Cox-Ingersoll-Ross Model

Two Prime's extension of the CIR model adapts it for Deribit maturities from 10 to 360 days, incorporates correlated Wiener processes across all maturities, and estimates parameters using the minimum covariance determinant method to handle crypto data outliers. The result is a simulation tool calibrated to live market data.

Model Calibration and Limitations

Calibrated using hourly Deribit BTC futures yield curves from February 2025 to February 2026, the model replicates mean-reverting behavior and inter-maturity correlations. Its key limitation is that it does not capture the multimodality of the bitcoin futures basis distribution across market regimes.

Applications for Institutional Derivatives Traders

The simulation tool enables stress-testing of basis trades, calendar spreads, and options strategies against realistic distributions of future yield curve states. For institutional participants building systematic strategies around the bitcoin basis, it provides a quantitative foundation for risk modeling.

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  • InvestingInstitutional BTC strategies
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  • NewsOfficial company announcements
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Contact