Trend-Following Backtester · Guide · backtest 한국어

equity · US

Visa Inc. backtest

10 trend-following strategies were compared on the full daily history of Visa Inc.. 0 beat buy-and-hold CAGR; EMA 크로스오버 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is EMA 크로스오버 (CAGR 16.1%, MDD -36.4%).

Data 2008-03-19 ~ 2026-07-31daily bars 4,621 (18.4 years)Costs 0.5%Venue XNYSMonthly snapshot 2026-07-31

Results by strategy

0 of 10 beat buy and hold (CAGR 19.4%, drawdown -52.1%).

Sharpe leader (same as main): EMA 크로스오버 — CAGR 16.1%, MDD -36.4%, Sharpe 0.82, 79% exposure.

Return/drawdown alternative: EMA 크로스오버 — CAGR is 3.3%p lower than buy and hold, while drawdown improves by 15.7%p (CAGR 16.1%, MDD -36.4%, exposure 79%).

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=61, slow=169
16.1%-36.4%0.820.4415.5x1179%
SMA 크로스오버
fast=48, slow=204
14.9%-36.4%0.780.4112.8x1975%
Donchian 채널 돌파
entryN=137, exitN=57
9.5%-40.7%0.650.235.3x2759%
ROC 모멘텀
n=172, threshold=0.01
10.0%-37.4%0.600.275.8x10776%
Supertrend
period=10, mult=3.1
5.9%-41.0%0.410.142.8x10960%
볼린저 밴드 돌파
n=96, k=2.1
3.2%-32.9%0.300.101.8x5145%
Keltner 채널 돌파
emaPeriod=7, atrPeriod=29, mult=3.1
0.4%-3.3%0.230.131.1x41%
ADX / DI 방향성
period=43, threshold=14
1.4%-28.3%0.190.051.3x7226%
Parabolic SAR
step=0.005, maxStep=0.12
-0.6%-49.2%0.07-0.010.9x17561%
MACD
fast=30, slow=59, signal=14
-1.9%-46.6%-0.02-0.040.7x18552%
Buy and hold19.4%-52.1%0.770.3725.8x1100%
1x 10x 2009 2012 2015 2018 2021 2024 EMA 크로스오버Buy and hold
EMA 크로스오버: Solid strategy line versus dashed buy-and-hold line. Log scale.
0% -13% -26% -39% -52% 2009 2012 2015 2018 2021 2024 Buy and holdEMA 크로스오버
EMA 크로스오버 maximum drawdown -36.4% (2020-02-19 → 2020-03-23), recovered after 1,371 days.

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 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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