Trend-Following Backtester · Guide · backtest 한국어

equity · US

Paycom Software, Inc. backtest

10 trend-following strategies were compared on the full daily history of Paycom Software, Inc.. 2 beat buy-and-hold CAGR; Supertrend ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is EMA 크로스오버 (CAGR 21.9%, MDD -43.2%).

Data 2014-04-15 ~ 2026-07-31daily bars 3,092 (12.3 years)Costs 0.5%Venue XNYSMonthly snapshot 2026-07-31

Results by strategy

2 of 10 beat buy and hold (CAGR 21.2%, drawdown -79.5%).

Sharpe leader (same as main): Supertrend — CAGR 24.0%, MDD -50.9%, Sharpe 0.87, 55% exposure.

Return/drawdown alternative: EMA 크로스오버 — CAGR is 2.8%p higher than buy and hold, while drawdown improves by 28.6%p (CAGR 21.9%, MDD -43.2%, exposure 59%).

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
Supertrend
period=11, mult=5
24.0%-50.9%0.870.4714.1x3155%
EMA 크로스오버
fast=50, slow=57
21.9%-43.2%0.760.5111.4x2359%
SMA 크로스오버
fast=32, slow=68
20.6%-45.8%0.740.4510.0x4158%
Donchian 채널 돌파
entryN=16, exitN=58
21.1%-74.5%0.700.2810.5x3977%
Keltner 채널 돌파
emaPeriod=12, atrPeriod=27, mult=3.4
4.6%-8.6%0.670.531.7x145%
ROC 모멘텀
n=55, threshold=0.03
15.5%-48.2%0.640.325.9x11554%
MACD
fast=29, slow=68, signal=15
13.2%-55.5%0.560.244.6x11151%
Parabolic SAR
step=0.005, maxStep=0.28
10.7%-67.1%0.480.163.5x11953%
볼린저 밴드 돌파
n=43, k=1.4
9.2%-49.5%0.470.193.0x8145%
ADX / DI 방향성
period=23, threshold=10
6.4%-70.8%0.360.092.1x19350%
Buy and hold21.2%-79.5%0.650.2710.6x1100%
1x 10x 2015 2017 2019 2021 2023 2025 SupertrendBuy and hold
Supertrend: Solid strategy line versus dashed buy-and-hold line. Log scale.
0% -20% -40% -60% -79% 2015 2017 2019 2021 2023 2025 Buy and holdSupertrend
Supertrend maximum drawdown -50.9% (2022-08-15 → 2024-08-07), prior peak not yet recovered.

Rules of the top strategy

Trades the direction of a volatility-based trend line that trails below/above price.

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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