SleepWell Trade

Trend-Following Backtester · Guide · backtest 한국어

etf · US

VanEck Short High Yield Muni ETF backtest

10 trend-following strategies were compared on the full daily history of VanEck Short High Yield Muni ETF. 7 beat buy-and-hold CAGR; ROC 모멘텀 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is ROC 모멘텀 (CAGR 0.2%, MDD -0.5%).

Data 2014-01-14 ~ 2026-09-30daily bars 3,197 (12.7 years)Costs 0.5%Venue ARCXMonthly snapshot 2026-09-30

Results by strategy

7 of 10 beat buy and hold (CAGR -1.1%, drawdown -31.6%).

Sharpe leader (same as main): ROC 모멘텀 — CAGR 0.2%, MDD -0.5%, Sharpe 0.43, 0% exposure.

CAGR reference leader: Supertrend — CAGR 1.0%, MDD -10.5%, exposure 57%.

Return/drawdown alternative: ROC 모멘텀 — CAGR is 1.3%p higher than buy and hold, while drawdown improves by 31.1%p (CAGR 0.2%, MDD -0.5%, exposure 0%).

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=43, threshold=0.1
0.2%-0.5%0.430.461.0x20%
볼린저 밴드 돌파
n=19, k=2.9
0.2%-3.0%0.300.081.0x63%
Supertrend
period=26, mult=2.8
1.0%-10.5%0.210.101.1x3657%
Keltner 채널 돌파
emaPeriod=43, atrPeriod=9, mult=2.9
-0.0%-5.3%-0.03-0.011.0x67%
Donchian 채널 돌파
entryN=15, exitN=61
-0.5%-13.6%-0.11-0.040.9x3273%
SMA 크로스오버
fast=26, slow=132
-1.3%-17.8%-0.26-0.070.8x2654%
EMA 크로스오버
fast=11, slow=192
-0.8%-11.5%-0.27-0.070.9x2452%
ADX / DI 방향성
period=36, threshold=39
-0.1%-1.7%-0.36-0.081.0x20%
Parabolic SAR
step=0.005, maxStep=0.08
-2.5%-28.5%-0.55-0.090.7x9053%
MACD
fast=18, slow=58, signal=17
-2.7%-29.7%-0.73-0.090.7x11450%
Buy and hold-1.1%-31.6%-0.08-0.040.9x1100%
1x 2015 2017 2019 2021 2023 2025 SupertrendROC 모멘텀Buy and hold
ROC 모멘텀 (Sharpe leader), Supertrend (CAGR reference), Buy and hold.
0% -8% -16% -24% -32% 2015 2017 2019 2021 2023 2025 Buy and holdSupertrendROC 모멘텀
ROC 모멘텀 maximum drawdown -0.5% (2020-05-27 → 2020-05-28), prior peak not yet recovered.

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 120 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 setupMore US assetsAll asset reports

Read next