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Trend-Following Backtester · Guide · backtest 한국어

equity · DE

Hapag-Lloyd AG backtest

10 trend-following strategies were compared on the full daily history of Hapag-Lloyd AG. 5 beat buy-and-hold CAGR; 볼린저 밴드 돌파 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is Supertrend (CAGR 25.4%, MDD -47.7%).

Data 2015-11-06 ~ 2026-08-31daily bars 2,748 (10.8 years)Costs 0.5%Venue XETRMonthly snapshot 2026-08-31

Results by strategy

5 of 10 beat buy and hold (CAGR 18.9%, drawdown -77.4%).

Sharpe leader (same as main): 볼린저 밴드 돌파 — CAGR 25.0%, MDD -55.2%, Sharpe 0.80, 41% exposure.

CAGR reference leader: Supertrend — CAGR 25.4%, MDD -47.7%, exposure 48%.

Return/drawdown alternative: Supertrend — CAGR is 6.1%p higher than buy and hold, while drawdown improves by 22.2%p (CAGR 25.4%, MDD -47.7%, exposure 48%).

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=70, k=1.4
25.0%-55.2%0.800.4511.2x3741%
Supertrend
period=14, mult=2.5
25.4%-47.7%0.790.5311.5x8948%
Parabolic SAR
step=0.01, maxStep=0.24
22.4%-55.6%0.710.408.9x14349%
Keltner 채널 돌파
emaPeriod=33, atrPeriod=11, mult=1.1
19.9%-55.4%0.690.367.1x10141%
ROC 모멘텀
n=11, threshold=0.06
17.5%-42.3%0.680.415.7x24227%
MACD
fast=16, slow=29, signal=13
19.4%-64.3%0.650.306.8x15350%
ADX / DI 방향성
period=27, threshold=26
13.6%-52.1%0.640.264.0x2216%
EMA 크로스오버
fast=13, slow=30
18.4%-63.6%0.630.296.2x7553%
Donchian 채널 돌파
entryN=129, exitN=30
15.9%-59.5%0.620.274.9x1828%
SMA 크로스오버
fast=44, slow=160
12.9%-73.2%0.500.183.7x2550%
Buy and hold18.9%-77.4%0.590.246.5x1100%
1x 10x 2016 2018 2020 2022 2024 2026 Supertrend볼린저 밴드 돌파Buy and hold
볼린저 밴드 돌파 (Sharpe leader), Supertrend (CAGR reference), Buy and hold.
0% -19% -39% -58% -77% 2016 2018 2020 2022 2024 2026 Buy and holdSupertrend볼린저 밴드 돌파
볼린저 밴드 돌파 maximum drawdown -55.2% (2020-05-15 → 2020-10-30), recovered after 277 days.

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 carried forward from the latest full optimization and replayed on this monthly dataset. 0.5% trading costs are included; taxes, slippage and rejected orders are not.
Re-optimize the same period and setupMore DE assetsAll asset reports

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