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Pacer US Small Cap Cash Cows ETF backtest

10 trend-following strategies were compared on the full daily history of Pacer US Small Cap Cash Cows ETF. 3 beat buy-and-hold CAGR; SMA 크로스오버 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is EMA 크로스오버 (CAGR 8.7%, MDD -23.1%).

Data 2017-06-19 ~ 2026-07-31daily bars 2,292 (9.1 years)Costs 0.5%Venue ARCXMonthly snapshot 2026-07-31

Results by strategy

3 of 10 beat buy and hold (CAGR 8.9%, drawdown -48.8%).

Sharpe leader (same as main): SMA 크로스오버 — CAGR 8.9%, MDD -29.7%, Sharpe 0.61, 58% exposure.

CAGR reference leader: ROC 모멘텀 — CAGR 9.4%, MDD -39.8%, exposure 89%.

Return/drawdown alternative: EMA 크로스오버 — CAGR is 0.1%p higher than buy and hold, while drawdown improves by 19.1%p (CAGR 8.7%, MDD -23.1%, exposure 60%).

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
SMA 크로스오버
fast=33, slow=163
8.9%-29.7%0.610.302.2x1358%
EMA 크로스오버
fast=40, slow=118
8.7%-23.1%0.600.382.1x1560%
Supertrend
period=25, mult=5
9.2%-33.5%0.580.272.2x3163%
Donchian 채널 돌파
entryN=109, exitN=51
7.5%-23.6%0.580.321.9x1349%
볼린저 밴드 돌파
n=77, k=2.8
5.1%-14.7%0.560.351.6x1324%
ROC 모멘텀
n=55, threshold=-0.11
9.4%-39.8%0.530.242.3x3389%
Keltner 채널 돌파
emaPeriod=61, atrPeriod=14, mult=1.4
3.7%-31.8%0.320.121.4x6352%
ADX / DI 방향성
period=24, threshold=24
1.3%-14.1%0.230.091.1x208%
Parabolic SAR
step=0.01, maxStep=0.34
0.8%-45.1%0.130.021.1x12957%
MACD
fast=17, slow=49, signal=17
-2.1%-45.9%-0.05-0.050.8x10948%
Buy and hold8.9%-48.8%0.460.182.2x1100%
1x 2018 2020 2022 2024 2026 ROC 모멘텀SMA 크로스오버Buy and hold
SMA 크로스오버 (Sharpe leader), ROC 모멘텀 (CAGR reference), Buy and hold.
0% -12% -24% -37% -49% 2018 2020 2022 2024 2026 Buy and holdROC 모멘텀SMA 크로스오버
SMA 크로스오버 maximum drawdown -29.7% (2018-08-22 → 2020-03-09), recovered after 846 days.

Rules of the top strategy

When the short average rises above the long average, it reads that as an uptrend starting.

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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