Trend-Following Backtester · Guide · backtest 한국어

equity · US

Northwest Bancshares, Inc. backtest

10 trend-following strategies were compared on the full daily history of Northwest Bancshares, Inc.. 0 beat buy-and-hold CAGR; ADX / DI 방향성 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is Supertrend (CAGR 5.9%, MDD -48.9%).

Data 1994-11-07 ~ 2026-07-31daily bars 7,985 (31.7 years)Costs 0.5%Venue XNASMonthly snapshot 2026-07-31

Results by strategy

0 of 10 beat buy and hold (CAGR 6.7%, drawdown -66.0%).

Sharpe leader (same as main): ADX / DI 방향성 — CAGR 2.7%, MDD -15.4%, Sharpe 0.38, 4% exposure.

CAGR reference leader: Supertrend — CAGR 5.9%, MDD -48.9%, exposure 56%.

Return/drawdown alternative: Supertrend — CAGR is 4.0%p lower than buy and hold, while drawdown improves by 50.5%p (CAGR 5.9%, MDD -48.9%, exposure 56%).

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=20, threshold=43
2.7%-15.4%0.380.172.3x184%
Supertrend
period=8, mult=5
5.9%-48.9%0.350.126.1x7156%
SMA 크로스오버
fast=47, slow=181
4.3%-66.5%0.290.063.8x5559%
Donchian 채널 돌파
entryN=30, exitN=72
4.2%-60.8%0.290.073.7x7173%
EMA 크로스오버
fast=70, slow=80
4.1%-65.6%0.280.063.6x6560%
ROC 모멘텀
n=166, threshold=-0.13
2.8%-81.6%0.240.032.4x13784%
Keltner 채널 돌파
emaPeriod=11, atrPeriod=29, mult=2.9
0.2%-39.6%0.060.011.1x222%
Parabolic SAR
step=0.005, maxStep=0.02
-1.4%-87.6%0.06-0.020.6x17756%
MACD
fast=35, slow=47, signal=39
-3.0%-94.4%-0.00-0.030.4x22352%
볼린저 밴드 돌파
n=36, k=3.4
-0.4%-45.2%-0.00-0.010.9x244%
Buy and hold6.7%-66.0%0.360.107.8x1100%
1x 1995 1999 2003 2007 2011 2015 2019 2023 SupertrendADX / DI 방향성Buy and hold
ADX / DI 방향성 (Sharpe leader), Supertrend (CAGR reference), Buy and hold.
0% -16% -33% -49% -66% 1995 1999 2003 2007 2011 2015 2019 2023 Buy and holdSupertrendADX / DI 방향성
ADX / DI 방향성 maximum drawdown -15.4% (1995-10-24 → 1996-11-06), recovered after 617 days.

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 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 setupAll asset reports

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