Trend-Following Backtester · Guide · backtest 한국어

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First Trust NASDAQ Cybersecurity ETF backtest

10 trend-following strategies were compared on the full daily history of First Trust NASDAQ Cybersecurity ETF. 1 beat buy-and-hold CAGR; ROC 모멘텀 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is ROC 모멘텀 (CAGR 15.1%, MDD -24.3%).

Data 2015-07-07 ~ 2026-07-31daily bars 2,784 (11.1 years)Costs 0.5%Venue XNASMonthly snapshot 2026-07-31

Results by strategy

1 of 10 beat buy and hold (CAGR 14.7%, drawdown -34.3%).

Sharpe leader (same as main): ROC 모멘텀 — CAGR 15.1%, MDD -24.3%, Sharpe 0.86, 80% exposure.

Return/drawdown alternative: ROC 모멘텀 — CAGR is 0.4%p higher than buy and hold, while drawdown improves by 9.9%p (CAGR 15.1%, MDD -24.3%, exposure 80%).

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
ROC 모멘텀
n=168, threshold=-0.04
15.1%-24.3%0.860.624.7x4580%
SMA 크로스오버
fast=10, slow=199
11.9%-30.3%0.750.393.5x2373%
EMA 크로스오버
fast=11, slow=146
11.5%-30.4%0.730.383.3x2573%
Donchian 채널 돌파
entryN=19, exitN=79
11.8%-45.7%0.680.263.4x2185%
Supertrend
period=36, mult=5
7.0%-38.9%0.500.182.1x4167%
Keltner 채널 돌파
emaPeriod=45, atrPeriod=32, mult=1.3
5.5%-23.9%0.450.231.8x9354%
볼린저 밴드 돌파
n=56, k=3.2
1.6%-11.7%0.350.141.2x33%
Parabolic SAR
step=0.01, maxStep=0.26
2.9%-38.7%0.260.071.4x15658%
ADX / DI 방향성
period=32, threshold=20
0.7%-15.4%0.150.051.1x156%
MACD
fast=8, slow=55, signal=10
0.0%-37.2%0.080.001.0x20651%
Buy and hold14.7%-34.3%0.700.434.6x1100%
1x 2016 2018 2020 2022 2024 2026 ROC 모멘텀Buy and hold
ROC 모멘텀: Solid strategy line versus dashed buy-and-hold line. Log scale.
0% -9% -17% -26% -34% 2016 2018 2020 2022 2024 2026 Buy and holdROC 모멘텀
ROC 모멘텀 maximum drawdown -24.3% (2021-11-12 → 2023-03-10), recovered after 763 days.

Rules of the top strategy

Rides the trend when recent return (momentum) over a window is above a threshold.

Method and caveats

Past performance does not guarantee future returns. Parameters were selected on the same full-history sample using sharpe over 40 trials per strategy, so results contain in-sample bias. 0.5% trading costs are included; taxes, slippage and rejected orders are not.
Re-run the same setupAll asset reports

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