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Trend-Following Backtester · Guide · backtest 한국어

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Hashdex Nasdaq Crypto Index Fundo de Indice backtest

10 trend-following strategies were compared on the full daily history of Hashdex Nasdaq Crypto Index Fundo de Indice. 10 beat buy-and-hold CAGR; 볼린저 밴드 돌파 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is Keltner 채널 돌파 (CAGR 24.2%, MDD -12.9%).

Data 2021-04-26 ~ 2026-08-31daily bars 1,336 (5.3 years)Costs 0.5%Venue BMFBOVESPAMonthly snapshot 2026-08-31

Results by strategy

10 of 10 beat buy and hold (CAGR -0.0%, drawdown -78.1%).

Sharpe leader (same as main): 볼린저 밴드 돌파 — CAGR 28.6%, MDD -15.4%, Sharpe 1.21, 21% exposure.

CAGR reference leader: MACD — CAGR 31.1%, MDD -53.6%, exposure 50%.

Return/drawdown alternative: Keltner 채널 돌파 — CAGR is 28.6%p higher than buy and hold, while drawdown improves by 62.7%p (CAGR 24.2%, MDD -12.9%, exposure 15%).

The alternative must retain 75% of buy-and-hold CAGR, improve drawdown by at least 20% and 5 percentage points, and stay below 95% exposure; the ranking weights return retention 60% and drawdown improvement 40%.

Strategy · parametersCAGRMDDSharpeCalmarTotalTradesExposure
볼린저 밴드 돌파
n=33, k=2.5
28.6%-15.4%1.211.853.8x1521%
Keltner 채널 돌파
emaPeriod=13, atrPeriod=26, mult=2.5
24.2%-12.9%1.191.883.2x1715%
ROC 모멘텀
n=11, threshold=0.13
21.3%-21.2%1.091.012.8x6513%
MACD
fast=16, slow=31, signal=18
31.1%-53.6%0.930.584.3x4150%
EMA 크로스오버
fast=8, slow=67
28.0%-34.1%0.910.823.8x1947%
ADX / DI 방향성
period=30, threshold=12
22.9%-28.7%0.880.803.0x4934%
SMA 크로스오버
fast=19, slow=236
25.6%-37.8%0.870.683.4x250%
Donchian 채널 돌파
entryN=43, exitN=51
25.5%-34.6%0.830.743.4x1548%
Supertrend
period=25, mult=3.8
15.1%-40.3%0.590.372.1x2743%
Parabolic SAR
step=0.025, maxStep=0.24
9.0%-53.0%0.420.171.6x12750%
Buy and hold-0.0%-78.1%0.27-0.001.0x1100%
1x 2022 2023 2024 2025 2026 MACD볼린저 밴드 돌파Buy and hold
볼린저 밴드 돌파 (Sharpe leader), MACD (CAGR reference), Buy and hold.
0% -20% -39% -59% -78% 2022 2023 2024 2025 2026 Buy and holdMACD볼린저 밴드 돌파
볼린저 밴드 돌파 maximum drawdown -15.4% (2021-09-06 → 2021-09-21), recovered after 504 days.

Rules of the top strategy

Breaking above the upper band (average plus a multiple of volatility) signals a strong move up.

Method and caveats

Past performance does not guarantee future returns. Parameters were carried forward from the latest full optimization and replayed on this monthly dataset. 0.5% trading costs are included; taxes, slippage and rejected orders are not.
Re-optimize the same period and setupMore BR assetsAll asset reports

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