In the rapidly evolving landscape of cryptocurrency markets, understanding the underlying dynamics that drive price movements and investor sentiment can be a matter of survival. However, there are myriad facets of trading reality, and the only thing that we can do is to slowly understand them one after another, one step at a time. This article picks one corner of the cryptocurrency market and sheds a little light on it. We have already written a few times about the importance of the introduction of Bitcoin futures and their impact on the Bitcoin price. Therefore, in this article, we will specifically examine Bitcoin’s behavior around the critical events when Bitcoin futures expire.
Firstly, let us briefly introduce future contracts or shortened futures.
As mentioned several times in older articles, futures contracts are financial derivatives that oblige the buyer to purchase a determined underlying asset (or the seller to sell that asset) at a predetermined future price and date. They are used mainly for portfolio hedging and speculation purposes.
Primarily used in commodity/currency/rates and equity markets, they have also found use in cryptocurrency markets, utilizing theoretical aspects of perpetual (BTC-PERP) futures (Shiller, Robert J, 1993).
It is important to note that PERPs are (or at least at the beginning were) traded on unregulated exchanges (often with leverage up to 100x) but recently were added to respected ones such as Coinbase (which is traded on NASDAQ as ticker COIN) too.
Perpetual futures have no expiration dates, but traditional futures do. Therefore, we are interested in the impact of the introduction of traditional highly liquid futures on the CME Exchange and their expiration calendar on the underlying Bitcoin price.
We were partially inspired by (N. Blasco, P. Corredor, and N. Satrústegui, 2023) and encouraged to continue in their steps and choose our own direction for lacking research. In short summary, this paper studies the effect of monthly expiration on the intraday movements of the Bitcoin market. Their results show that around the time of maturity, there are significant changes in the trading volume, volatility, and returns of bitcoin, an asset traded in many exchanges simultaneously:
Their research sheds some light on cryptocurrencies, and casts doubts on market efficiency, and how bitcoin pricing can be stable. They empirically confirm a clear anomaly in the spot market when the futures expiration date arrives, a phenomenon which is clearly manifested in the hours around the expiration.
Our plan is to follow in the footsteps of Blasco, Corredor, and Satrustegui and study the impact of the futures expiration on the daily timeframe, spot Bitcoin prices, and BTC ETF prices.
We relied on one source, Yahoo Finance, from where we downloaded historical data for two assets:
YF got its data on the spot BTC from CoinMarketCap, which is often a trusted and reliable price source for derivative exchanges to calculate mark prices. They do so by accumulating and aggregating prices and volumes from the most respectable exchanges, and we consider this the closest to the “real” price of Bitcoin (you can get to sell/buy at any point in time).
The data sample starts with the first BTC futures expiration day on Friday, 12/29/2017 and runs until 28/2/2024. Bitcoin spot is traded 24/7 and each trading day in our data ends at 0.00 UTC time.
A bit of history window, in nice chronology and important points, is necessary:
However, back on topic!
Since we have an absolutely minuscule (weeks) sample of spot ETFs, events, and surroundings, their consequent influences on future prices during expiration have yet to be shown. We will leave any guesses open. What will definitely be interesting is to see if trad-fin “classical” events will emanate on spot ETFs and, therefore, influence spot and futures prices; we are talking about holiday effects, the turn of the months, etc. All of that is yet to be seen.
Let’s start with a simple sub-task: plot spot BTC behavior in t days before (t-3 to t-1), at (day d), and after the expiration event (d+1 to d+3), and try to draw some conclusions. Our hypothesis is that the introduction of the BTC futures trading may have an impact on the BTC spot returns around the BTC futures expiration days (research by Blasco, Corredor, and Satrustegui has already shown that there are intraday patterns around the expiration).
This bar chart nicely shows the arithmetical (linear) average of returns on Friday, on day d (introduced before), and days around.
We can see that BTC gains significantly during expiration day but have negative returns on the preceding day. Note that returns during the subsequent weekend (d+1 and d+2) are comparable to those three and two days before expiration and are not a matter of interest. Looks really like first Monday after the expiration is the best day return-wise from them all.
This one is from a full sample, but it is to be said that we will have our focus on two sub-samples:
This is our question -> Is there any influence of ETF-traded BITO on returns around expiration? Our hypothesis is that with the introduction of the BITO ETF, there was a significant influx of money into BTC futures, which could shift the pattern in the returns around the BTC futures expiration.
An astute reader would see that “price action” (returns around in the vicinity of expiration day) kind of flipped around the dates before and after the BITO launch. The daily pattern in the BTC returns in the period before the BITO introduction (2017-2021) is similar to the whole period (2017-2024). On the other hand, the pattern in the daily returns after the BITO ETF introduction (2021-2024) is reversed, especially on days preceding the expiration and on the expiration day itself.
Finally, let’s just quickly look at the returns of BITO ETF (obviously, we track it from its first expiration on futures, which was 10/29/2021, as mentioned earlier):
One very important warning – the chart above shows the performance around the expiration days in the NYSE Exchange trading calendar, as BITO is not traded 24/7 as BTC spot, but only during working days. Therefore, d+1 performance includes the performance from Friday’s NYSE close (4pm ET) until next Monday’s close (4pm ET). Therefore, it also includes Saturday and Sunday returns.
On expiration, Friday, BITO, same as BTC spot, underperforms relatively to days preceding expiration (d-2 and d-1) but really shines on Monday (d+1) (same as spot or perpetual futures on unregulated exchanges).
Of course, the natural question arises—how would the performance curve look if we built trading strategies based on days around futures expiration using the BITO ETF?
And here comes equity curves (y-axis to depict appreciation/depreciation of $ 1 invested in strategy, or /100 return in % in time):
With the traditional performance table:
So, if you plan to trade around the BTC futures expiration, you should consider the days around the expiration (Thursday and the weekend afterward + Monday) and avoid the expiration day itself. This pattern is similar to the Option Expiration Week strategy in stock indexes.
Unfortunately, we only have a relatively short sample (four plus three years circa) for our analysis, but data suggests that BTC futures expiration impacts BTC spot prices and BITO ETF. But our research doesn’t end here. Surely, the introduction of the BTC spot ETFs can and probably would impact the price action. We definitely plan to revisit this research after more data are available and analyze the impact of the BTC spot ETFs. Should the price action become even more apparent or disappear completely? Time will tell.
Author: Cyril Dujava, Quant Analyst, Quantpedia
Do you have an idea for systematic/quantitative trading or investment strategy? Then join Quantpedia Awards 2024!
Are you looking for more strategies to read about? Sign up for our newsletter or visit our Blog or Screener.
Do you want to learn more about Quantpedia Premium service? Check how Quantpedia works, our mission and Premium pricing offer.
Do you want to learn more about Quantpedia Pro service? Check its description, watch videos, review reporting capabilities and visit our pricing offer.
Are you looking for historical data or backtesting platforms? Check our list of Algo Trading Discounts.
Or follow us on:
Facebook Group, Facebook Page, Twitter, Linkedin, Medium or Youtube
Be first to know, when we publish new content
