
Bitcoin's volatility has plunged, but extreme price swings are more frequent than in 2018

Author
behido
Read Time
10 Min
Bitcoin BTC$82,486.39 [/price/bitcoin] is experiencing more unusually large
price swings this year than during the 2018 bear market, even as its overall
volatility has fallen sharply, and that's a challenge for anyone relying on
standard risk models.
The largest cryptocurrency has recorded 10 days in 2026 when its price moved at
least three standard deviations from its recent trading pattern, according to a
CoinDesk analysis. That's more than the eight such days recorded during all of
2018, when bitcoin lost 73% of its value.
Traders measure these unusually large moves in ‘sigma,’ a measure of how far an
asset's price typically deviates from its normal behavior. To quantify them,
CoinDesk compared each day's price move with bitcoin's 30-day realized
volatility, a measure of how much its price typically moved each day over the
previous month. Any day that moved at least three times that amount, up or down,
counted as a ‘3-sigma’ day.
In a normal bell-shaped distribution, about 95% of moves fall within 2-sigma,
and 99.7% within three. That makes a 3-sigma move rare, which is why traders use
it to flag outsized swings. A high count indicates an asset remains prone to
sudden jolts, even if its overall volatility is cooling.
The findings suggest bitcoin has calmed down over the years, but it still has
outsized days, and this year it has had them more often than in 2018. This means
that bitcoin is experiencing more unusually large moves relative to its recent
volatility, even though the moves themselves have become smaller. Bitcoin's
annualized volatility is about 46% this year, compared with 84% in 2018, while
its 3-sigma moves have averaged roughly 7%, down from about 10% eight years ago.
"Bitcoin still goes through long quiet stretches followed by sharp repricings,
and that hasn't changed. The market has matured, with more institutions, ETFs
and much deeper liquidity, so the average day is calmer. But the shocks haven't
gone away: macro, leverage, positioning," said Nicolas Quatravaux, head of EMEA
at Paradigm, the leading institutional liquidity network in crypto derivatives.
This contrast is noticeable even when compared against other volatile assets.
Since 2024, bitcoin has been about as volatile as Nvidia, at roughly 47%. Yet it
has logged 26 three-sigma days in that time, compared with Nvidia's eight. The
S&P 500 had 16, and gold had 12.
The persistence of extreme moves poses a challenge for investors using
volatility-based risk models to determine how much bitcoin to hold.
One widely used metric is value-at-risk, or VaR, which estimates how much a
portfolio could lose on a bad day. Some VaR models rely heavily on recent price
fluctuations, meaning a prolonged stretch of calmer trading can make an asset
appear less risky.
Bitcoin's declining 30-, 90-, and 180-day volatility measures could therefore
encourage investors to increase their exposure. But depending on how the model
is constructed, that apparent reduction in risk may not fully capture the
possibility of unusually large losses.
It also estimates a loss threshold but doesn't tell investors how severe losses
could become beyond that threshold. This is known as tail risk — the possibility
of rare but unusually large losses that fall outside an asset's normal trading
pattern. Bitcoin's recurring three-sigma moves illustrate why investors need to
consider such extreme outcomes, even as day-to-day volatility declines.
"Standard VaR measures do not properly assess the full tail risk, and this is
one of the main reasons industry has been moving towards Expected Shortfall and
similar measures, that do take tail risk into account," said Luuk Strijers, CEO
of crypto options exchange Deribit.
Expected shortfall looks at how bad losses get on the worst days, not just how
often they happen. Unlike VaR alone, this methodology helps investors gauge how
damaging those extreme losses could be.
"If tail risk is not considered in the portfolio targets, then a quieter bitco
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