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Trend-Following Backtester · Guide · backtest 한국어

etf · US

Principal Active High Yield ETF backtest

10 trend-following strategies were compared on the full daily history of Principal Active High Yield ETF. 7 beat buy-and-hold CAGR; ADX / DI 방향성 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is ADX / DI 방향성 (CAGR 0.5%, MDD -3.2%).

Data 2015-07-13 ~ 2026-07-31daily bars 2,780 (11.0 years)Costs 0.5%Venue XASEMonthly snapshot 2026-07-31

Results by strategy

7 of 10 beat buy and hold (CAGR -0.6%, drawdown -30.3%).

Sharpe leader (same as main): ADX / DI 방향성 — CAGR 0.5%, MDD -3.2%, Sharpe 0.22, 20% exposure.

CAGR reference leader: SMA 크로스오버 — CAGR 0.6%, MDD -10.8%, exposure 57%.

Return/drawdown alternative: ADX / DI 방향성 — CAGR is 1.0%p higher than buy and hold, while drawdown improves by 27.2%p (CAGR 0.5%, MDD -3.2%, exposure 20%).

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
ADX / DI 방향성
period=40, threshold=20
0.5%-3.2%0.220.161.1x1620%
Keltner 채널 돌파
emaPeriod=40, atrPeriod=14, mult=3.4
0.5%-11.4%0.160.041.1x1416%
SMA 크로스오버
fast=26, slow=118
0.6%-10.8%0.150.061.1x2457%
Donchian 채널 돌파
entryN=52, exitN=77
0.6%-11.7%0.150.051.1x1459%
ROC 모멘텀
n=77, threshold=0.08
0.1%-3.2%0.130.051.0x103%
EMA 크로스오버
fast=57, slow=73
0.5%-9.6%0.130.051.1x1858%
Supertrend
period=28, mult=4.8
0.3%-17.8%0.080.021.0x3659%
볼린저 밴드 돌파
n=55, k=3
-0.7%-9.2%-0.28-0.070.9x63%
Parabolic SAR
step=0.005, maxStep=0.24
-2.4%-24.2%-0.46-0.100.8x8449%
MACD
fast=15, slow=28, signal=13
-6.4%-52.1%-1.23-0.120.5x17650%
Buy and hold-0.6%-30.3%-0.02-0.020.9x1100%
1x 2016 2018 2020 2022 2024 2026 SMA 크로스오버ADX / DI 방향성Buy and hold
ADX / DI 방향성 (Sharpe leader), SMA 크로스오버 (CAGR reference), Buy and hold.
0% -8% -15% -23% -30% 2016 2018 2020 2022 2024 2026 Buy and holdSMA 크로스오버ADX / DI 방향성
ADX / DI 방향성 maximum drawdown -3.2% (2016-03-17 → 2019-08-15), recovered after 1,349 days.

Rules of the top strategy

Looks at both the direction and the strength of the trend; holds only in a strong uptrend.

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.
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