Cryptocurrency Volatility Indexes

 Last week I wrote about BVOL - bitcoin volatility index launch on Deribit. However this is not the first crypto volatility index. In fact last year T3 Indexes - the folks behind SPIKES volatility index launched both Bitcoin and Etherium volatility indexes, and already executed trades tied to their BitVol index on LedgerX platform. 

The first trade executed about a month ago was a call spread; the second one traded last week for a pension plan, and established a long Bitvol position via a short put spread and calls. 

As typical with new financial instruments, futures on BitVol will likely to be listed first. What their pricing may look like? We can take a clue from existing volatility indexes - where pricing is based more on the statistical properties of the process rather than no-arbitrage principles. So, let's take a look :

The chart above is the full available history of the index; median is 79 and mean is 85 - just a tad higher than the current value of 82. We see large spikes when Bitcoin rose and fell - implying both put and call skews.
 
 
 
 Similar to the VIX, the distribution of values is right-skewed, and log transformation makes the distribution almost normal. With the volatility of volatility of  ~ 120 it is not that much higher than that of the VIX. Trying to model the index as a simple Ornstein-Uhlenbeck (mean-reversion) process in log was kind of mess - the data is very noisy.


Eventually I was able to estimate reasonable parameters, and came up with the following short-term curve ( assuming current value of 82 ) for the next 28 days. Practically I assume that there will be monthly expirations to coincide with the monthly options expiration cycle.

 

In the following posts I will continue writing more about these exciting products. In the meantime, if you are an active options trader and are interested in trading Bitcoin or Ether derivatives take a look at Deribit which is the leading crypto derivatives exchange with 90% of market share. And if you have any questions about the post, feel free to reach out to my email address on the sidebar.

3 comments:

  1. Hi there, it looks like Deribit is not allowed in the US. Can you recommend anything else?

    ReplyDelete
  2. Hi there, it looks like Deribit is not allowed in the US. Can you recommend anything else?

    ReplyDelete
  3. Hi there, it looks like Deribit is not allowed in the US. Can you recommend anything else?

    ReplyDelete

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