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Trend-Following Backtester · Guide · backtest 한국어

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Columbia Multi-Sector Municipal Income ETF backtest

10 trend-following strategies were compared on the full daily history of Columbia Multi-Sector Municipal Income ETF. 5 beat buy-and-hold CAGR; 볼린저 밴드 돌파 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is ROC 모멘텀 (CAGR 0.3%, MDD -0.5%).

Data 2018-10-10 ~ 2026-09-30daily bars 2,003 (8.0 years)Costs 0.5%Venue XASEMonthly snapshot 2026-09-30

Results by strategy

5 of 10 beat buy and hold (CAGR -0.6%, drawdown -16.9%).

Sharpe leader (same as main): 볼린저 밴드 돌파 — CAGR 0.7%, MDD -1.2%, Sharpe 0.67, 9% exposure.

CAGR reference leader: Supertrend — CAGR 0.8%, MDD -8.9%, exposure 61%.

Return/drawdown alternative: ROC 모멘텀 — CAGR is 1.4%p higher than buy and hold, while drawdown improves by 15.7%p (CAGR 0.3%, MDD -0.5%, 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
볼린저 밴드 돌파
n=31, k=3.5
0.7%-1.2%0.670.631.1x29%
Keltner 채널 돌파
emaPeriod=37, atrPeriod=8, mult=3.3
0.8%-2.2%0.560.361.1x613%
ROC 모멘텀
n=1, threshold=0.02
0.3%-0.5%0.370.681.0x40%
Supertrend
period=28, mult=4.8
0.8%-8.9%0.260.091.1x1661%
ADX / DI 방향성
period=39, threshold=35
0.2%-4.1%0.120.041.0x814%
SMA 크로스오버
fast=40, slow=140
-0.7%-13.2%-0.15-0.050.9x1448%
Donchian 채널 돌파
entryN=18, exitN=39
-1.0%-14.9%-0.26-0.070.9x2655%
EMA 크로스오버
fast=32, slow=98
-1.4%-16.7%-0.40-0.080.9x1853%
MACD
fast=28, slow=39, signal=29
-1.5%-12.3%-0.41-0.120.9x5248%
Parabolic SAR
step=0.005, maxStep=0.22
-2.8%-23.6%-0.73-0.120.8x6053%
Buy and hold-0.6%-16.9%-0.08-0.041.0x1100%
1x 2019 2020 2021 2022 2023 2024 2025 2026 Supertrend볼린저 밴드 돌파Buy and hold
볼린저 밴드 돌파 (Sharpe leader), Supertrend (CAGR reference), Buy and hold.
0% -4% -8% -13% -17% 2019 2020 2021 2022 2023 2024 2025 2026 Buy and holdSupertrend볼린저 밴드 돌파
볼린저 밴드 돌파 maximum drawdown -1.2% (2019-08-29 → 2019-09-11), prior peak not yet recovered.

Rules of the top strategy

Breaking above the upper band (average plus a multiple of volatility) signals a strong move up.

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.
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