Trend-Following Backtester · Guide · backtest 한국어

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VanEck High Yield Muni ETF backtest

10 trend-following strategies were compared on the full daily history of VanEck High Yield Muni ETF. 7 beat buy-and-hold CAGR; ADX / DI 방향성 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is 볼린저 밴드 돌파 (CAGR 0.0%, MDD -1.1%).

Data 2009-02-05 ~ 2026-07-31daily bars 4,398 (17.5 years)Costs 0.5%Venue ARCXMonthly snapshot 2026-07-31

Results by strategy

7 of 10 beat buy and hold (CAGR -0.2%, drawdown -36.7%).

Sharpe leader (same as main): ADX / DI 방향성 — CAGR 0.6%, MDD -5.7%, Sharpe 0.37, 3% exposure.

CAGR reference leader: Supertrend — CAGR 0.7%, MDD -22.0%, exposure 67%.

Return/drawdown alternative: 볼린저 밴드 돌파 — CAGR is 0.8%p higher than buy and hold, while drawdown improves by 31.1%p (CAGR 0.0%, MDD -1.1%, exposure 1%).

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=49, threshold=32
0.6%-5.7%0.370.101.1x23%
Supertrend
period=34, mult=4.3
0.7%-22.0%0.150.031.1x6267%
볼린저 밴드 돌파
n=30, k=3.5
0.0%-1.1%0.100.031.0x21%
EMA 크로스오버
fast=28, slow=129
0.3%-18.4%0.100.021.1x2662%
Donchian 채널 돌파
entryN=12, exitN=40
0.3%-20.6%0.090.011.1x5878%
ROC 모멘텀
n=94, threshold=0.14
0.0%-3.4%0.050.011.0x81%
Keltner 채널 돌파
emaPeriod=22, atrPeriod=8, mult=4
0.0%-7.9%0.020.001.0x188%
SMA 크로스오버
fast=32, slow=125
-0.6%-26.0%-0.07-0.020.9x3362%
Parabolic SAR
step=0.005, maxStep=0.24
-2.4%-44.9%-0.49-0.050.7x13657%
MACD
fast=17, slow=47, signal=19
-2.7%-46.5%-0.58-0.060.6x17250%
Buy and hold-0.2%-36.7%0.03-0.011.0x1100%
1x 2010 2013 2016 2019 2022 2025 SupertrendADX / DI 방향성Buy and hold
ADX / DI 방향성 (Sharpe leader), Supertrend (CAGR reference), Buy and hold.
0% -9% -18% -28% -37% 2010 2013 2016 2019 2022 2025 Buy and holdSupertrendADX / DI 방향성
ADX / DI 방향성 maximum drawdown -5.7% (2009-10-05 → 2009-12-08), prior peak not yet recovered.

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.
Re-run the same setupAll asset reports

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