Trend-Following Backtester · Guide · backtest 한국어

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Invesco California AMT-Free Municipal Bond Portfolio backtest

10 trend-following strategies were compared on the full daily history of Invesco California AMT-Free Municipal Bond Portfolio. 7 beat buy-and-hold CAGR; Supertrend ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is ROC 모멘텀 (CAGR 0.0%, MDD -2.0%).

Data 2007-10-18 ~ 2026-07-31daily bars 4,725 (18.8 years)Costs 0.5%Venue XASEMonthly snapshot 2026-07-31

Results by strategy

7 of 10 beat buy and hold (CAGR -0.3%, drawdown -24.7%).

Sharpe leader (same as main): Supertrend — CAGR 0.6%, MDD -14.5%, Sharpe 0.17, 58% exposure.

Return/drawdown alternative: ROC 모멘텀 — CAGR is 0.9%p higher than buy and hold, while drawdown improves by 10.2%p (CAGR 0.0%, MDD -2.0%, 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
Supertrend
period=15, mult=4.5
0.6%-14.5%0.170.041.1x5658%
볼린저 밴드 돌파
n=51, k=3.2
0.2%-4.7%0.160.051.0x1612%
SMA 크로스오버
fast=37, slow=175
0.5%-14.7%0.150.041.1x2560%
Donchian 채널 돌파
entryN=51, exitN=54
0.5%-19.6%0.150.021.1x3758%
EMA 크로스오버
fast=57, slow=172
0.1%-16.7%0.060.011.0x1959%
ADX / DI 방향성
period=37, threshold=38
0.0%-2.7%0.060.021.0x65%
ROC 모멘텀
n=57, threshold=0.13
0.0%-2.0%0.040.011.0x40%
Keltner 채널 돌파
emaPeriod=55, atrPeriod=17, mult=2.9
-0.5%-11.1%-0.17-0.040.9x5229%
MACD
fast=37, slow=57, signal=26
-1.8%-30.8%-0.42-0.060.7x11050%
Parabolic SAR
step=0.005, maxStep=0.14
-2.5%-37.7%-0.54-0.070.6x14253%
Buy and hold-0.3%-24.7%-0.01-0.010.9x1100%
1x 2008 2011 2014 2017 2020 2023 2026 SupertrendBuy and hold
Supertrend: Solid strategy line versus dashed buy-and-hold line. Log scale.
0% -6% -12% -19% -25% 2008 2011 2014 2017 2020 2023 2026 Buy and holdSupertrend
Supertrend maximum drawdown -14.5% (2020-08-11 → 2026-07-22), prior peak not yet recovered.

Rules of the top strategy

Trades the direction of a volatility-based trend line that trails below/above price.

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 setupAll asset reports

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