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Seasonality

Seasonality crypto strategies

Studies recurring patterns in returns through the lens of calendar effects and market cycles. Compare 24-month fixed-capital returns, drawdowns and Bitcoin correlation across 5 systematic seasonality strategies.

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5

Seasonality strategies

Median Sharpe
1.95

Bitcoin: 0.32

Median corr. to BTC
−0.22

Monthly, last 24 months

Related research
7

Empirical studies

Seasonality strategy comparison

Click a column to sort. Returns are sums of monthly returns on fixed capital; Bitcoin compounds.

Seasonality strategy return leaderboard, 2024-11–2026-10; trailing periods up to 24 months. Strategy returns use fixed capital, non-compounded; Bitcoin compounds. Returns and month-end drawdowns are percentages.
Strategy24M trend1M3M12M24MSharpeMax DDCorr. BTC
Seasonal StrengthSeasonality −1.6%+37.2%+73.7%+178% 2.10−13.8%0.39
Seasonal WeaknessSeasonality +3.0%+11.4%+65.1%+126% 2.70−3.6%−0.43
Seasonal DriftSeasonality +6.9%+1.2%+46.5%+76.0% 1.76−9.8%−0.55
Calendar EffectSeasonality +2.2%+6.0%+23.1%+37.4% 1.95−6.8%−0.09
Cycle RhythmSeasonality −0.5%+1.5%+13.4%+44.9% 1.53−3.1%−0.22
BitcoinBuy and hold benchmark−7.2%+23.3%−29.2%+10.2%0.32−49.3%1.00

Monthly returns

Each bar is one month. Live Backtest

Seasonality

Seasonal Strength

+73.7%12 months
Nov 2024: +33.3% (backtest)Dec 2024: +4.0% (backtest)Jan 2025: −5.8% (backtest)Feb 2025: −7.9% (backtest)Mar 2025: +1.9% (backtest)Apr 2025: +9.3% (backtest)May 2025: −0.5% (backtest)Jun 2025: +0.9% (backtest)Jul 2025: +0.5% (backtest)Aug 2025: +34.8% (backtest)Sep 2025: +7.2% (backtest)Oct 2025: +26.4% (backtest)Nov 2025: +2.5% (backtest)Dec 2025: +7.3% (backtest)Jan 2026: +3.5% (backtest)Feb 2026: +10.0% (backtest)Mar 2026: +7.3% (backtest)Apr 2026: −1.2% (backtest)May 2026: −0.3% (backtest)Jun 2026: +5.2% (backtest)Jul 2026: +2.2% (backtest)Aug 2026: +34.8% (backtest)Sep 2026: +4.0% (mixed)Oct 2026: −1.6% (live)
Sharpe
2.10
Max DD
−13.8%
Corr. BTC
0.39

1 live · 1 mixed · 22 backtest months

Seasonality

Seasonal Weakness

+65.1%12 months
Nov 2024: 0.0% (backtest)Dec 2024: 0.0% (backtest)Jan 2025: −3.3% (backtest)Feb 2025: +8.7% (backtest)Mar 2025: +20.2% (backtest)Apr 2025: −0.1% (backtest)May 2025: +4.3% (backtest)Jun 2025: −3.6% (backtest)Jul 2025: +14.5% (backtest)Aug 2025: +5.6% (backtest)Sep 2025: −3.1% (backtest)Oct 2025: +17.5% (backtest)Nov 2025: +11.5% (backtest)Dec 2025: +1.1% (backtest)Jan 2026: +2.4% (backtest)Feb 2026: +5.6% (backtest)Mar 2026: +5.6% (backtest)Apr 2026: +3.0% (backtest)May 2026: +1.7% (backtest)Jun 2026: +17.9% (backtest)Jul 2026: +4.9% (backtest)Aug 2026: +1.9% (backtest)Sep 2026: +6.5% (mixed)Oct 2026: +3.0% (live)
Sharpe
2.70
Max DD
−3.6%
Corr. BTC
−0.43

1 live · 1 mixed · 22 backtest months

Seasonality

Seasonal Drift

+46.5%12 months
Nov 2024: −0.9% (backtest)Dec 2024: +19.0% (backtest)Jan 2025: −5.3% (backtest)Feb 2025: +6.0% (backtest)Mar 2025: −0.3% (backtest)Apr 2025: +0.0% (backtest)May 2025: −9.5% (backtest)Jun 2025: +7.2% (backtest)Jul 2025: −2.1% (backtest)Aug 2025: +9.7% (backtest)Sep 2025: +1.5% (backtest)Oct 2025: +4.2% (backtest)Nov 2025: +7.8% (backtest)Dec 2025: +1.6% (backtest)Jan 2026: +5.1% (backtest)Feb 2026: +13.8% (backtest)Mar 2026: +8.9% (backtest)Apr 2026: +2.7% (backtest)May 2026: +1.5% (backtest)Jun 2026: +3.0% (backtest)Jul 2026: +1.0% (backtest)Aug 2026: −2.7% (backtest)Sep 2026: −3.0% (mixed)Oct 2026: +6.9% (live)
Sharpe
1.76
Max DD
−9.8%
Corr. BTC
−0.55

1 live · 1 mixed · 22 backtest months

Seasonality

Calendar Effect

+23.1%12 months
Nov 2024: −1.6% (backtest)Dec 2024: 0.0% (backtest)Jan 2025: +1.7% (backtest)Feb 2025: +3.8% (backtest)Mar 2025: 0.0% (backtest)Apr 2025: −0.2% (backtest)May 2025: +4.0% (backtest)Jun 2025: 0.0% (backtest)Jul 2025: +1.4% (backtest)Aug 2025: +7.7% (backtest)Sep 2025: 0.0% (backtest)Oct 2025: −2.5% (backtest)Nov 2025: −4.3% (backtest)Dec 2025: 0.0% (backtest)Jan 2026: +4.0% (backtest)Feb 2026: +3.8% (backtest)Mar 2026: +3.8% (backtest)Apr 2026: +3.8% (backtest)May 2026: −1.9% (backtest)Jun 2026: +3.8% (backtest)Jul 2026: +3.8% (backtest)Aug 2026: +3.8% (backtest)Sep 2026: 0.0% (mixed)Oct 2026: +2.2% (live)
Sharpe
1.95
Max DD
−6.8%
Corr. BTC
−0.09

1 live · 1 mixed · 22 backtest months

Seasonality

Cycle Rhythm

+13.4%12 months
Nov 2024: −0.1% (backtest)Dec 2024: 0.0% (backtest)Jan 2025: +1.3% (backtest)Feb 2025: +18.3% (backtest)Mar 2025: 0.0% (backtest)Apr 2025: +0.4% (backtest)May 2025: +1.3% (backtest)Jun 2025: 0.0% (backtest)Jul 2025: +7.1% (backtest)Aug 2025: +6.3% (backtest)Sep 2025: 0.0% (backtest)Oct 2025: −3.1% (backtest)Nov 2025: +1.2% (backtest)Dec 2025: 0.0% (backtest)Jan 2026: +6.1% (backtest)Feb 2026: −1.0% (backtest)Mar 2026: 0.0% (backtest)Apr 2026: +2.1% (backtest)May 2026: +0.2% (backtest)Jun 2026: 0.0% (backtest)Jul 2026: +3.5% (backtest)Aug 2026: +1.9% (backtest)Sep 2026: 0.0% (mixed)Oct 2026: −0.5% (live)
Sharpe
1.53
Max DD
−3.1%
Corr. BTC
−0.22

1 live · 1 mixed · 22 backtest months

Research on seasonality markets

Studies of the same market area. They describe the market, not individual strategy rules.

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