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Trend-Following Backtester · Guide · backtest 한국어

etf · US

Invesco Taxable Municipal Bond ETF backtest

10 trend-following strategies were compared on the full daily history of Invesco Taxable Municipal Bond ETF. 2 beat buy-and-hold CAGR; ROC 모멘텀 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is Supertrend (CAGR 0.8%, MDD -20.4%).

Data 2009-11-17 ~ 2026-07-31daily bars 4,200 (16.7 years)Costs 0.5%Venue XASEMonthly snapshot 2026-07-31

Results by strategy

2 of 10 beat buy and hold (CAGR 0.3%, drawdown -29.5%).

Sharpe leader (same as main): ROC 모멘텀 — CAGR 0.2%, MDD -0.7%, Sharpe 0.26, 0% exposure.

CAGR reference leader: Supertrend — CAGR 0.8%, MDD -20.4%, exposure 55%.

Return/drawdown alternative: Supertrend — CAGR is 0.1%p lower than buy and hold, while drawdown improves by 28.8%p (CAGR 0.8%, MDD -20.4%, exposure 55%).

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=5, threshold=0.05
0.2%-0.7%0.260.281.0x20%
Supertrend
period=28, mult=4.9
0.8%-20.4%0.160.041.1x4055%
Donchian 채널 돌파
entryN=66, exitN=59
0.3%-24.1%0.090.011.1x3252%
ADX / DI 방향성
period=41, threshold=21
0.1%-4.2%0.090.031.0x84%
볼린저 밴드 돌파
n=21, k=3.2
0.1%-4.0%0.080.021.0x83%
SMA 크로스오버
fast=43, slow=101
0.1%-28.2%0.050.001.0x3856%
EMA 크로스오버
fast=54, slow=87
-0.5%-34.9%-0.03-0.010.9x2457%
Keltner 채널 돌파
emaPeriod=12, atrPeriod=19, mult=3.9
-0.0%-1.5%-0.04-0.021.0x41%
Parabolic SAR
step=0.005, maxStep=0.32
-3.2%-42.7%-0.53-0.080.6x13456%
MACD
fast=19, slow=43, signal=22
-3.6%-50.1%-0.59-0.070.5x16651%
Buy and hold0.3%-29.5%0.080.011.0x1100%
1x 2010 2013 2016 2019 2022 2025 SupertrendROC 모멘텀Buy and hold
ROC 모멘텀 (Sharpe leader), Supertrend (CAGR reference), Buy and hold.
0% -7% -15% -22% -30% 2010 2013 2016 2019 2022 2025 Buy and holdSupertrendROC 모멘텀
ROC 모멘텀 maximum drawdown -0.7% (2020-03-30 → 2020-04-01), 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 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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