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Trend-Following Backtester · Guide · backtest 한국어

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NYLIM MacKay Muni Intermediate ETF backtest

10 trend-following strategies were compared on the full daily history of NYLIM MacKay Muni Intermediate ETF. 5 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 0.2%, MDD -2.9%).

Data 2017-10-18 ~ 2026-07-31daily bars 2,207 (8.8 years)Costs 0.5%Venue XASEMonthly snapshot 2026-07-31

Results by strategy

5 of 10 beat buy and hold (CAGR -0.6%, drawdown -14.5%).

Sharpe leader (same as main): ADX / DI 방향성 — CAGR 0.2%, MDD -2.9%, Sharpe 0.21, 12% exposure.

Return/drawdown alternative: ADX / DI 방향성 — CAGR is 0.8%p higher than buy and hold, while drawdown improves by 11.5%p (CAGR 0.2%, MDD -2.9%, exposure 12%).

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=38, threshold=34
0.2%-2.9%0.210.071.0x612%
볼린저 밴드 돌파
n=12, k=2.9
0.1%-4.1%0.120.031.0x85%
SMA 크로스오버
fast=54, slow=133
-0.1%-8.8%-0.06-0.021.0x1246%
ROC 모멘텀
Hold-like · Exposure 100%
n=5, threshold=-0.07
-0.6%-14.5%-0.13-0.040.9x3100%
Donchian 채널 돌파
entryN=118, exitN=17
-0.2%-6.9%-0.13-0.031.0x1220%
Keltner 채널 돌파
emaPeriod=33, atrPeriod=23, mult=3.2
-0.3%-5.3%-0.19-0.061.0x2022%
EMA 크로스오버
fast=49, slow=104
-0.6%-12.1%-0.25-0.050.9x1449%
Supertrend
period=18, mult=2.9
-0.8%-9.4%-0.28-0.090.9x5258%
MACD
fast=20, slow=59, signal=21
-2.1%-17.3%-0.77-0.120.8x6253%
Parabolic SAR
step=0.01, maxStep=0.26
-3.8%-29.0%-1.32-0.130.7x9450%
Buy and hold-0.6%-14.5%-0.12-0.040.9x1100%
1x 2018 2020 2022 2024 2026 ADX / DI 방향성Buy and hold
ADX / DI 방향성: Solid strategy line versus dashed buy-and-hold line. Log scale.
0% -4% -7% -11% -14% 2018 2020 2022 2024 2026 Buy and holdADX / DI 방향성
ADX / DI 방향성 maximum drawdown -2.9% (2018-11-12 → 2018-11-21), recovered after 130 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.
Re-run the same setupMore US assetsAll asset reports

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