Trend-Following Backtester · Guide · backtest 한국어

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Aryzta AG backtest

10 trend-following strategies were compared on the full daily history of Aryzta AG. 8 beat buy-and-hold CAGR; EMA 크로스오버 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is ROC 모멘텀 (CAGR 5.3%, MDD -50.9%).

Data 2000-01-04 ~ 2026-07-31daily bars 6,744 (26.6 years)Costs 0.5%Venue SIXMonthly snapshot 2026-07-31

Results by strategy

8 of 10 beat buy and hold (CAGR -2.0%, drawdown -98.4%).

Sharpe leader (same as main): EMA 크로스오버 — CAGR 6.5%, MDD -63.8%, Sharpe 0.41, 55% exposure.

CAGR reference leader: SMA 크로스오버 — CAGR 7.1%, MDD -76.3%, exposure 56%.

Return/drawdown alternative: ROC 모멘텀 — CAGR is 8.5%p higher than buy and hold, while drawdown improves by 34.6%p (CAGR 5.3%, MDD -50.9%, exposure 34%).

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
EMA 크로스오버
fast=43, slow=210
6.5%-63.8%0.410.105.3x2455%
ROC 모멘텀
n=170, threshold=0.14
5.3%-50.9%0.400.103.9x15234%
SMA 크로스오버
fast=53, slow=89
7.1%-76.3%0.400.096.2x7056%
볼린저 밴드 돌파
n=70, k=1.9
4.2%-53.5%0.310.083.0x8239%
Keltner 채널 돌파
emaPeriod=55, atrPeriod=21, mult=3.1
3.3%-53.5%0.280.062.4x7230%
Donchian 채널 돌파
entryN=25, exitN=49
2.8%-85.8%0.240.032.1x8266%
Supertrend
period=33, mult=3.8
1.3%-78.3%0.180.021.4x11457%
ADX / DI 방향성
period=28, threshold=13
-0.8%-84.3%0.08-0.010.8x24239%
Parabolic SAR
step=0.015, maxStep=0.26
-5.1%-84.9%-0.07-0.060.3x43854%
MACD
fast=19, slow=59, signal=21
-7.7%-95.1%-0.14-0.080.1x27650%
Buy and hold-2.0%-98.4%0.15-0.020.6x1100%
1x 2001 2005 2009 2013 2017 2021 2025 SMA 크로스오버EMA 크로스오버Buy and hold
EMA 크로스오버 (Sharpe leader), SMA 크로스오버 (CAGR reference), Buy and hold.
0% -25% -49% -74% -98% 2001 2005 2009 2013 2017 2021 2025 Buy and holdSMA 크로스오버EMA 크로스오버
EMA 크로스오버 maximum drawdown -63.8% (2014-07-17 → 2021-01-05), prior peak not yet recovered.

Rules of the top strategy

Uses two exponential averages (more weight on recent prices) and trades their crossover.

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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