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Trend-Following Backtester · Guide · backtest 한국어

etf · US

Allspring Income Opportunities Fund backtest

10 trend-following strategies were compared on the full daily history of Allspring Income Opportunities Fund. 8 beat buy-and-hold CAGR; ROC 모멘텀 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is ADX / DI 방향성 (CAGR 0.1%, MDD -2.3%).

Data 2003-02-26 ~ 2026-09-30daily bars 5,937 (23.6 years)Costs 0.5%Venue XASEMonthly snapshot 2026-09-30

Results by strategy

8 of 10 beat buy and hold (CAGR -3.8%, drawdown -75.6%).

Sharpe leader (same as main): ROC 모멘텀 — CAGR 1.2%, MDD -7.9%, Sharpe 0.36, 2% exposure.

Return/drawdown alternative: ADX / DI 방향성 — CAGR is 5.0%p higher than buy and hold, while drawdown improves by 67.7%p (CAGR 0.1%, MDD -2.3%, 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=94, threshold=0.2
1.2%-7.9%0.360.151.3x202%
ADX / DI 방향성
period=39, threshold=24
0.1%-2.3%0.090.031.0x40%
SMA 크로스오버
fast=17, slow=79
0.2%-32.6%0.070.011.0x8651%
EMA 크로스오버
fast=39, slow=97
0.1%-27.9%0.050.001.0x4448%
Donchian 채널 돌파
entryN=77, exitN=64
-0.1%-35.9%0.04-0.001.0x3845%
Supertrend
period=8, mult=3.6
-0.6%-49.0%-0.03-0.010.9x11246%
Keltner 채널 돌파
emaPeriod=49, atrPeriod=8, mult=1.6
-1.1%-30.0%-0.11-0.040.8x13037%
볼린저 밴드 돌파
n=24, k=2.1
-1.2%-42.8%-0.14-0.030.8x13422%
MACD
fast=17, slow=35, signal=21
-4.2%-65.4%-0.34-0.060.4x25248%
Parabolic SAR
step=0.015, maxStep=0.2
-4.9%-70.3%-0.42-0.070.3x38653%
Buy and hold-3.8%-75.6%-0.10-0.050.4x1100%
1x 2004 2007 2010 2013 2016 2019 2022 2025 ROC 모멘텀Buy and hold
ROC 모멘텀: Solid strategy line versus dashed buy-and-hold line. Log scale.
0% -19% -38% -57% -76% 2004 2007 2010 2013 2016 2019 2022 2025 Buy and holdROC 모멘텀
ROC 모멘텀 maximum drawdown -7.9% (2009-05-08 → 2009-05-15), recovered after 18 days.

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

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