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Trend-Following Backtester · Guide · backtest 한국어

crypto · GLOBAL

APEX backtest

10 trend-following strategies were compared on the full daily history of APEX. 10 beat buy-and-hold CAGR; Parabolic SAR ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is Keltner 채널 돌파 (CAGR 108.7%, MDD -49.8%).

Data 2022-04-27 ~ 2026-09-30daily bars 1,618 (4.4 years)Costs 0.5%Venue BybitMonthly snapshot 2026-09-30

Results by strategy

10 of 10 beat buy and hold (CAGR 3.5%, drawdown -95.8%).

Sharpe leader (same as main): Parabolic SAR — CAGR 152.4%, MDD -74.7%, Sharpe 1.04, 39% exposure.

Return/drawdown alternative: Keltner 채널 돌파 — CAGR is 148.9%p higher than buy and hold, while drawdown improves by 21.1%p (CAGR 108.7%, MDD -49.8%, exposure 17%).

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
Parabolic SAR
step=0.025, maxStep=0.2
152.4%-74.7%1.042.0460.3x12139%
볼린저 밴드 돌파
n=15, k=1.8
124.4%-57.1%0.952.1835.8x6523%
SMA 크로스오버
fast=57, slow=65
111.4%-73.4%0.941.5227.5x3242%
Supertrend
period=32, mult=5
109.8%-80.3%0.941.3726.6x1544%
ROC 모멘텀
n=15, threshold=0.09
115.3%-76.3%0.941.5129.8x12325%
Keltner 채널 돌파
emaPeriod=13, atrPeriod=21, mult=1.4
108.7%-49.8%0.902.1826.0x5117%
ADX / DI 방향성
period=12, threshold=20
94.4%-79.0%0.891.1919.0x8242%
MACD
fast=18, slow=51, signal=9
88.2%-84.5%0.881.0416.4x7348%
Donchian 채널 돌파
entryN=44, exitN=50
89.4%-76.7%0.871.1616.9x1037%
EMA 크로스오버
fast=6, slow=21
79.7%-81.6%0.840.9813.4x7338%
Buy and hold3.5%-95.8%0.650.041.2x1100%
1x 10x 100x 2023 2024 2025 2026 Parabolic SARBuy and hold
Parabolic SAR: Solid strategy line versus dashed buy-and-hold line. Log scale.
0% -24% -48% -72% -96% 2023 2024 2025 2026 Buy and holdParabolic SAR
Parabolic SAR maximum drawdown -74.7% (2024-03-13 → 2025-06-26), recovered after 562 days.

Rules of the top strategy

Trades around the Parabolic SAR dots that accelerate toward price.

Method and caveats

Past performance does not guarantee future returns. Parameters were selected on the same full-history sample using sharpe over 120 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 setupMore GLOBAL assetsAll asset reports

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