Bitcoin Has Thin Tails: Modelling Bitcoin Options With Damped Black-Scholes

Abstract

We examine the distribution of realized Bitcoin daily log-returns and find significantly-thin tails. From there we construct a simple connection back to traditional volatility modelling. And then we discuss how this connection can serve as a foundation to leverage existing derivative quant research to explore cryptocurrency market dynamics. These results also suggest a connection between cryptocurrency exchange structure and trading dynamics.