Trend-Following Backtester · Guide · backtest 한국어

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BPER Banca S.p.A. backtest

10 trend-following strategies were compared on the full daily history of BPER Banca S.p.A.. 4 beat buy-and-hold CAGR; ADX / DI 방향성 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is SMA 크로스오버 (CAGR 8.6%, MDD -65.7%).

Data 1995-03-24 ~ 2026-07-31daily bars 8,036 (31.4 years)Costs 0.5%Venue MILMonthly snapshot 2026-07-31

Results by strategy

4 of 10 beat buy and hold (CAGR 5.5%, drawdown -92.1%).

Sharpe leader (same as main): ADX / DI 방향성 — CAGR 2.4%, MDD -13.9%, Sharpe 0.48, 11% exposure.

CAGR reference leader: SMA 크로스오버 — CAGR 8.6%, MDD -65.7%, exposure 57%.

Return/drawdown alternative: SMA 크로스오버 — CAGR is 3.0%p lower than buy and hold, while drawdown improves by 78.2%p (CAGR 8.6%, MDD -65.7%, exposure 57%).

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
ADX / DI 방향성
period=34, threshold=35
2.4%-13.9%0.480.182.1x1811%
SMA 크로스오버
fast=59, slow=79
8.6%-65.7%0.470.1313.4x11557%
Donchian 채널 돌파
entryN=110, exitN=56
6.5%-76.0%0.420.097.2x4345%
EMA 크로스오버
fast=58, slow=75
7.3%-80.7%0.420.099.0x5557%
볼린저 밴드 돌파
n=52, k=3.5
3.1%-24.8%0.400.132.6x2614%
Keltner 채널 돌파
emaPeriod=50, atrPeriod=23, mult=3.9
4.6%-58.9%0.390.084.1x9135%
ROC 모멘텀
n=112, threshold=0.04
6.1%-72.7%0.390.086.5x22347%
Parabolic SAR
step=0.01, maxStep=0.24
4.2%-90.5%0.290.053.6x34554%
Supertrend
period=14, mult=4.9
3.8%-77.2%0.280.053.2x17357%
MACD
fast=6, slow=52, signal=11
1.4%-88.2%0.180.021.5x57849%
Buy and hold5.5%-92.1%0.320.065.3x1100%
1x 10x 1996 2000 2004 2008 2012 2016 2020 2024 SMA 크로스오버ADX / DI 방향성Buy and hold
ADX / DI 방향성 (Sharpe leader), SMA 크로스오버 (CAGR reference), Buy and hold.
0% -23% -46% -69% -92% 1996 2000 2004 2008 2012 2016 2020 2024 Buy and holdSMA 크로스오버ADX / DI 방향성
ADX / DI 방향성 maximum drawdown -13.9% (2023-03-08 → 2023-03-13), prior peak not yet recovered.

Rules of the top strategy

Looks at both the direction and the strength of the trend; holds only in a strong uptrend.

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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