Trend-Following Backtester · Guide · backtest 한국어

equity · US

Verisk Analytics, Inc. backtest

10 trend-following strategies were compared on the full daily history of Verisk Analytics, Inc.. 0 beat buy-and-hold CAGR; ROC 모멘텀 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is EMA 크로스오버 (CAGR 11.0%, MDD -29.4%).

Data 2009-10-07 ~ 2026-07-31daily bars 4,229 (16.8 years)Costs 0.5%Venue XNASMonthly snapshot 2026-07-31

Results by strategy

0 of 10 beat buy and hold (CAGR 12.4%, drawdown -51.2%).

Sharpe leader (same as main): ROC 모멘텀 — CAGR 11.4%, MDD -40.4%, Sharpe 0.64, 88% exposure.

Return/drawdown alternative: EMA 크로스오버 — CAGR is 1.0%p lower than buy and hold, while drawdown improves by 10.7%p (CAGR 11.0%, MDD -29.4%, exposure 81%).

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
n=111, threshold=-0.09
11.4%-40.4%0.640.286.1x5388%
EMA 크로스오버
fast=57, slow=288
11.0%-29.4%0.630.385.8x1081%
SMA 크로스오버
fast=57, slow=212
9.3%-30.0%0.570.314.5x2072%
Donchian 채널 돌파
entryN=20, exitN=73
6.8%-38.2%0.440.183.0x3783%
Supertrend
period=19, mult=3.3
3.8%-39.8%0.310.101.9x9363%
Keltner 채널 돌파
emaPeriod=44, atrPeriod=10, mult=4
1.9%-14.0%0.290.141.4x2819%
볼린저 밴드 돌파
n=46, k=3.5
1.3%-18.6%0.250.071.2x1410%
ADX / DI 방향성
period=21, threshold=29
0.3%-13.9%0.090.021.1x289%
MACD
fast=19, slow=58, signal=15
-0.8%-48.9%0.02-0.020.9x18350%
Parabolic SAR
step=0.015, maxStep=0.34
-4.1%-52.0%-0.19-0.080.5x31757%
Buy and hold12.4%-51.2%0.630.247.1x1100%
1x 10x 2010 2013 2016 2019 2022 2025 ROC 모멘텀Buy and hold
ROC 모멘텀: Solid strategy line versus dashed buy-and-hold line. Log scale.
0% -13% -26% -38% -51% 2010 2013 2016 2019 2022 2025 Buy and holdROC 모멘텀
ROC 모멘텀 maximum drawdown -40.4% (2020-02-18 → 2020-04-01), recovered after 1,218 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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