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 8.1%, MDD -34.1%).

Data 2020-06-05 ~ 2026-07-31daily bars 1,546 (6.2 years)Costs 0.5%Venue XNYSMonthly snapshot 2026-07-31

Results by strategy

7 of 10 beat buy and hold (CAGR 7.6%, drawdown -71.6%).

Sharpe leader (same as main): Supertrend — CAGR 19.1%, MDD -52.0%, Sharpe 0.64, 54% exposure.

Return/drawdown alternative: ADX / DI 방향성 — CAGR is 11.5%p higher than buy and hold, while drawdown improves by 19.6%p (CAGR 8.1%, 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
19.1%-52.0%0.640.372.9x1554%
EMA 크로스오버
fast=26, slow=33
16.0%-46.5%0.590.342.5x2152%
ROC 모멘텀
n=73, threshold=0.11
13.8%-46.2%0.560.302.2x4539%
볼린저 밴드 돌파
n=71, k=0.5
11.6%-49.2%0.490.242.0x3146%
Donchian 채널 돌파
entryN=34, exitN=31
11.9%-46.8%0.490.252.0x1750%
SMA 크로스오버
fast=35, slow=102
11.1%-45.4%0.470.241.9x1347%
Keltner 채널 돌파
emaPeriod=18, atrPeriod=17, mult=3.9
1.6%-6.0%0.420.271.1x22%
ADX / DI 방향성
period=41, threshold=13
8.1%-34.1%0.410.241.6x3027%
Parabolic SAR
step=0.005, maxStep=0.38
-4.6%-58.0%0.05-0.080.7x5550%
MACD
fast=7, slow=53, signal=6
-23.9%-89.5%-0.53-0.270.2x16549%
Buy and hold7.6%-71.6%0.420.111.6x1100%
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 setupAll asset reports

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