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Trend-Following Backtester · Guide · backtest 한국어

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Invesco Municipal Opportunity Trust backtest

10 trend-following strategies were compared on the full daily history of Invesco Municipal Opportunity Trust. 7 beat buy-and-hold CAGR; ROC 모멘텀 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is ADX / DI 방향성 (CAGR -0.0%, MDD -1.0%).

Data 1992-06-03 ~ 2026-08-31daily bars 8,621 (34.2 years)Costs 0.5%Venue XNYSMonthly snapshot 2026-08-31

Results by strategy

7 of 10 beat buy and hold (CAGR -1.2%, drawdown -60.0%).

Sharpe leader (same as main): ROC 모멘텀 — CAGR 0.3%, MDD -7.0%, Sharpe 0.19, 0% exposure.

Return/drawdown alternative: ADX / DI 방향성 — CAGR is 1.5%p higher than buy and hold, while drawdown improves by 53.0%p (CAGR -0.0%, MDD -1.0%, 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=30, threshold=0.23
0.3%-7.0%0.190.041.1x40%
ADX / DI 방향성
period=32, threshold=38
-0.0%-1.0%-0.04-0.021.0x40%
Keltner 채널 돌파
emaPeriod=14, atrPeriod=25, mult=3.4
-0.1%-9.9%-0.04-0.011.0x202%
Donchian 채널 돌파
entryN=26, exitN=75
-1.1%-44.6%-0.05-0.020.7x8575%
Supertrend
period=27, mult=5
-1.3%-46.7%-0.09-0.030.6x10354%
EMA 크로스오버
fast=22, slow=89
-1.2%-49.6%-0.10-0.020.7x10755%
SMA 크로스오버
fast=13, slow=177
-1.2%-46.1%-0.10-0.030.7x8556%
볼린저 밴드 돌파
n=54, k=2.6
-1.0%-31.1%-0.21-0.030.7x6615%
Parabolic SAR
step=0.005, maxStep=0.28
-3.7%-75.2%-0.35-0.050.3x26757%
MACD
fast=18, slow=45, signal=18
-4.6%-81.9%-0.47-0.060.2x35851%
Buy and hold-1.2%-60.0%-0.01-0.020.7x1100%
1x 1993 1998 2003 2008 2013 2018 2023 ROC 모멘텀Buy and hold
ROC 모멘텀: Solid strategy line versus dashed buy-and-hold line. Log scale.
0% -15% -30% -45% -60% 1993 1998 2003 2008 2013 2018 2023 Buy and holdROC 모멘텀
ROC 모멘텀 maximum drawdown -7.0% (2009-02-09 → 2009-02-13), 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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