Trend-Following Backtester · Guide · backtest 한국어

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First Trust Morningstar ETF backtest

10 trend-following strategies were compared on the full daily history of First Trust Morningstar ETF. 3 beat buy-and-hold CAGR; EMA 크로스오버 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is EMA 크로스오버 (CAGR 5.2%, MDD -23.6%).

Data 2006-03-15 ~ 2026-07-31daily bars 5,127 (20.4 years)Costs 0.5%Venue XASEMonthly snapshot 2026-07-31

Results by strategy

3 of 10 beat buy and hold (CAGR 4.6%, drawdown -68.6%).

Sharpe leader (same as main): EMA 크로스오버 — CAGR 5.2%, MDD -23.6%, Sharpe 0.52, 74% exposure.

CAGR reference leader: ROC 모멘텀 — CAGR 5.2%, MDD -29.3%, exposure 85%.

Return/drawdown alternative: EMA 크로스오버 — CAGR is 0.6%p higher than buy and hold, while drawdown improves by 45.0%p (CAGR 5.2%, MDD -23.6%, exposure 74%).

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
EMA 크로스오버
fast=55, slow=164
5.2%-23.6%0.520.222.8x1774%
SMA 크로스오버
fast=40, slow=192
4.8%-29.6%0.490.162.6x2569%
Donchian 채널 돌파
entryN=77, exitN=77
4.4%-18.9%0.490.232.4x2766%
ROC 모멘텀
n=166, threshold=-0.1
5.2%-29.3%0.470.182.8x3185%
Supertrend
period=18, mult=5
2.3%-30.8%0.250.071.6x6961%
볼린저 밴드 돌파
n=41, k=3.5
0.1%-4.3%0.090.021.0x21%
ADX / DI 방향성
period=20, threshold=39
-0.0%-3.7%-0.01-0.001.0x41%
Keltner 채널 돌파
emaPeriod=51, atrPeriod=15, mult=2.4
-0.6%-34.0%-0.03-0.020.9x10745%
MACD
fast=12, slow=49, signal=18
-1.4%-44.0%-0.06-0.030.7x25351%
Parabolic SAR
step=0.005, maxStep=0.24
-3.6%-65.3%-0.24-0.050.5x21360%
Buy and hold4.6%-68.6%0.330.072.5x1100%
1x 2007 2010 2013 2016 2019 2022 2025 ROC 모멘텀EMA 크로스오버Buy and hold
EMA 크로스오버 (Sharpe leader), ROC 모멘텀 (CAGR reference), Buy and hold.
0% -17% -34% -51% -69% 2007 2010 2013 2016 2019 2022 2025 Buy and holdROC 모멘텀EMA 크로스오버
EMA 크로스오버 maximum drawdown -23.6% (2018-01-26 → 2020-02-28), recovered after 1,439 days.

Rules of the top strategy

Uses two exponential averages (more weight on recent prices) and trades their crossover.

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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