Bitcoin: Do Volatile Bullish Sessions Lead To Further Gains?


It’s no secret the Bitcoin (BTC) and other crypto currencies are highly volatile vehicles, which can post eye watering numbers when compared with other instruments. For example, BTC has rallied over 80% since the June low just three ago, and even this pales in comparison to 326% appreciation since December’s low to yesterday’s high. Just yesterday, Bitcoin’s daily range exceeded 20%, a threshold which could be the difference between a bull or a bear market to other assets. With that in mind, we’ll take a closer look at how Bitcoin has behaved under such volatile conditions.

Using data going since July 2014:

  • There have been 38 sessions where Bitcoin’s daily range was >=20%.
  • Of these 38 days, 36.9% were bullish (63.2% were bearish)
  • From this sample, the largest bullish close was 22.4% (largest bearish day was -24.5%)

From this we see that:

  • Nearly 2/3 of daily ranges >=20% were bearish
  • The most bullish day from the sample was larger than the most bearish
  • Such levels of single-day volatility have been favourable to the bear-camp.

However, as the trend is undeniably bullish and yesterday closed nearly 12% higher, we’d like to drill down into the data to see Bitcoins forward returns following bullish days with a range >=20%. For clarity, forward returns measure the performance of a market following a particular event, using historical data.

T+1:       % return next day
T+1-2:   % Returns over the next 2 days

Following bullish days with a high-low range >= 20%:

  • On average, the following day produced negative returns of -1.14%, and closed lower 61.5% of the time
  • After two days, bitcoin averaged -0.93% return and closed lower 61.5% of the time
  • On average, positive returns were seen with hold times between 3 and 10 days after the event
  • Typically, the average return increases over time towards a 10-day hold after the event
  • Average returns peaked after 10-days of holding
  • Media (typical returns) peak around 8 days later (just over a week)

It’s worth noting at this stage that there have only been 13 days that fit our criteria. Statistically speaking, we’d want at least 30 occurrences at a minimum to be confident the results were valid. However, if we drop the threshold to 15% high-low range, the sample size becomes 33 and similar patterns emerge.

Following bullish days with a high-low range >= 15%:

  • On average, all holding periods produced a positive return
  • 10-days holding period produced the highest, average return
  • Median (typical) average return peaks at 8 days

And, to drill down a little further, we look at average returns on a day by day basis.

Following bullish days with a high-low range >= 20%:

  • The highest % return occurred on day 6 (T+6)
  • The 2nd highest % return occurred on day 3 (T+3)
  • The 3rd day closed higher 84.6% of the time
  • The 6th day closed higher 69.2% of the time

So from this data-set, day 3 and 6 after the event were the most profitable. And if we re-run the test using a >=15% threshold (to increase the sample to 33) then the results are similar, only the returns are smaller.

Key Takeaway:
Overall, it suggests that on average, bullish sessions with a range >=15% or >=20% lead to a positive return on day 3 or 6. Furthermore, holding between days 3 to 10 yields an increasing positive return.

Of course, past results are not indicative of the future – but there are some interesting numbers here none the less.

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