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Trend-Following Backtester · Guide · backtest 한국어

etf · US

iShares Cybersecurity and Tech ETF backtest

10 trend-following strategies were compared on the full daily history of iShares Cybersecurity and Tech ETF. 0 beat buy-and-hold CAGR; SMA 크로스오버 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is SMA 크로스오버 (CAGR 12.8%, MDD -21.3%).

Data 2019-06-14 ~ 2026-09-30daily bars 1,834 (7.3 years)Costs 0.5%Venue XASEMonthly snapshot 2026-09-30

Results by strategy

0 of 10 beat buy and hold (CAGR 14.5%, drawdown -34.8%).

Sharpe leader (same as main): SMA 크로스오버 — CAGR 12.8%, MDD -21.3%, Sharpe 0.77, 63% exposure.

CAGR reference leader: ROC 모멘텀 — CAGR 14.0%, MDD -26.1%, exposure 74%.

Return/drawdown alternative: SMA 크로스오버 — CAGR is 1.8%p lower than buy and hold, while drawdown improves by 13.5%p (CAGR 12.8%, MDD -21.3%, exposure 63%).

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
SMA 크로스오버
fast=9, slow=215
12.8%-21.3%0.770.602.4x1163%
ROC 모멘텀
n=188, threshold=-0.08
14.0%-26.1%0.760.542.6x1974%
EMA 크로스오버
fast=26, slow=190
11.7%-19.6%0.720.602.2x762%
Keltner 채널 돌파
emaPeriod=42, atrPeriod=8, mult=4
5.0%-20.7%0.500.241.4x1824%
Donchian 채널 돌파
entryN=72, exitN=72
7.2%-27.7%0.490.261.7x1162%
볼린저 밴드 돌파
n=50, k=2.7
3.3%-14.2%0.450.231.3x812%
Supertrend
period=29, mult=4.9
5.9%-36.3%0.440.161.5x2951%
ADX / DI 방향성
period=39, threshold=13
4.8%-19.5%0.430.251.4x2322%
MACD
fast=10, slow=28, signal=4
-2.3%-55.8%-0.05-0.040.8x18652%
Parabolic SAR
step=0.05, maxStep=0.08
-4.9%-60.6%-0.22-0.080.7x16059%
Buy and hold14.5%-34.8%0.670.422.7x1100%
1x 2020 2021 2022 2023 2024 2025 2026 ROC 모멘텀SMA 크로스오버Buy and hold
SMA 크로스오버 (Sharpe leader), ROC 모멘텀 (CAGR reference), Buy and hold.
0% -9% -17% -26% -35% 2020 2021 2022 2023 2024 2025 2026 Buy and holdROC 모멘텀SMA 크로스오버
SMA 크로스오버 maximum drawdown -21.3% (2021-11-09 → 2023-05-23), recovered after 764 days.

Rules of the top strategy

When the short average rises above the long average, it reads that as an uptrend starting.

Method and caveats

Past performance does not guarantee future returns. Parameters were selected on the same full-history sample using sharpe over 120 trials per strategy, so results contain in-sample bias. 0.5% trading costs are included; taxes, slippage and rejected orders are not.
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