SleepWell Trade

Trend-Following Backtester · Guide · backtest 한국어

equity · US

Shift4 Payments, Inc. backtest

10 trend-following strategies were compared on the full daily history of Shift4 Payments, Inc.. 7 beat buy-and-hold CAGR; Supertrend ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is ADX / DI 방향성 (CAGR 8.0%, MDD -34.1%).

Data 2020-06-05 ~ 2026-08-31daily bars 1,567 (6.2 years)Costs 0.5%Venue XNYSMonthly snapshot 2026-08-31

Results by strategy

7 of 10 beat buy and hold (CAGR 3.7%, drawdown -71.6%).

Sharpe leader (same as main): Supertrend — CAGR 14.0%, MDD -52.0%, Sharpe 0.53, 54% exposure.

Return/drawdown alternative: ADX / DI 방향성 — CAGR is 10.3%p higher than buy and hold, while drawdown improves by 19.6%p (CAGR 8.0%, MDD -34.1%, exposure 27%).

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=19, mult=4.8
14.0%-52.0%0.530.272.3x1654%
EMA 크로스오버
fast=26, slow=33
12.2%-46.5%0.500.262.1x2253%
ROC 모멘텀
n=73, threshold=0.11
11.0%-49.3%0.480.221.9x5239%
Keltner 채널 돌파
emaPeriod=18, atrPeriod=17, mult=3.9
1.6%-6.0%0.420.261.1x22%
ADX / DI 방향성
period=41, threshold=13
8.0%-34.1%0.410.231.6x3027%
Donchian 채널 돌파
entryN=34, exitN=31
7.7%-46.8%0.390.171.6x1751%
SMA 크로스오버
fast=35, slow=102
7.0%-46.5%0.370.151.5x1348%
볼린저 밴드 돌파
n=71, k=0.5
6.3%-49.2%0.350.131.5x3445%
Parabolic SAR
step=0.005, maxStep=0.38
-7.7%-58.0%-0.03-0.130.6x5650%
MACD
fast=7, slow=53, signal=6
-27.0%-90.3%-0.63-0.300.1x16849%
Buy and hold3.7%-71.6%0.350.051.3x1100%
1x 2021 2022 2023 2024 2025 2026 SupertrendBuy and hold
Supertrend: Solid strategy line versus dashed buy-and-hold line. Log scale.
0% -18% -36% -54% -72% 2021 2022 2023 2024 2025 2026 Buy and holdSupertrend
Supertrend maximum drawdown -52.0% (2021-04-09 → 2022-11-07), recovered after 983 days.

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 setupMore US assetsAll asset reports

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