Trend-Following Backtester · Guide · backtest 한국어

equity · US

Wells Fargo & Company backtest

10 trend-following strategies were compared on the full daily history of Wells Fargo & Company. 0 beat buy-and-hold CAGR; ROC 모멘텀 ranks first by Sharpe, matching the main backtester. Its 100% market exposure makes it hold-like.

Data 1972-06-01 ~ 2026-07-31daily bars 13,654 (54.2 years)Costs 0.5%Venue XNYSMonthly snapshot 2026-07-31

Results by strategy

0 of 10 beat buy and hold (CAGR 8.8%, drawdown -79.6%).

Sharpe leader (same as main): ROC 모멘텀 — CAGR 7.3%, MDD -83.4%, Sharpe 0.38, 100% exposure. With at least 95% exposure, it should be treated as hold-like, not strong evidence of timing skill.

No strategy retained at least 75% of buy-and-hold CAGR while reducing drawdown by both 20% relatively and 5 percentage points absolutely.

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
ROC 모멘텀
Hold-like · Exposure 100%
n=1, threshold=-0.12
7.3%-83.4%0.380.0945.6x31100%
SMA 크로스오버
fast=36, slow=201
4.9%-49.3%0.330.1013.3x9363%
EMA 크로스오버
fast=78, slow=99
3.8%-59.0%0.280.067.5x8966%
Donchian 채널 돌파
entryN=22, exitN=76
3.3%-72.0%0.250.055.8x15980%
Parabolic SAR
step=0.015, maxStep=0.02
1.9%-75.7%0.200.032.8x33759%
Supertrend
period=15, mult=5
1.9%-70.5%0.190.032.8x18557%
Keltner 채널 돌파
emaPeriod=94, atrPeriod=17, mult=2.3
1.0%-68.1%0.150.021.7x22346%
볼린저 밴드 돌파
n=11, k=3
0.1%-6.0%0.110.021.1x60%
ADX / DI 방향성
period=42, threshold=27
0.2%-13.7%0.080.011.1x101%
MACD
fast=17, slow=36, signal=18
-1.3%-86.0%0.05-0.020.5x69650%
Buy and hold8.8%-79.6%0.420.1197.7x1100%
1x 10x 100x 1973 1980 1987 1994 2001 2008 2015 2022 ROC 모멘텀Buy and hold
ROC 모멘텀: Solid strategy line versus dashed buy-and-hold line. Log scale.
0% -21% -42% -63% -83% 1973 1980 1987 1994 2001 2008 2015 2022 Buy and holdROC 모멘텀
ROC 모멘텀 maximum drawdown -83.4% (2008-09-19 → 2009-03-06), recovered after 3,395 days.

Rules of the top strategy

Rides the trend when recent return (momentum) over a window is above a threshold.

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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