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Trend-Following Backtester · Guide · backtest 한국어

etf · US

ARK Autonomous Technology & Robotics ETF backtest

10 trend-following strategies were compared on the full daily history of ARK Autonomous Technology & Robotics ETF. 1 beat buy-and-hold CAGR; Supertrend ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is Supertrend (CAGR 16.1%, MDD -26.1%).

Data 2014-09-30 ~ 2026-08-31daily bars 2,997 (11.9 years)Costs 0.5%Venue ARCXMonthly snapshot 2026-08-31

Results by strategy

1 of 10 beat buy and hold (CAGR 16.5%, drawdown -60.2%).

Sharpe leader (same as main): Supertrend — CAGR 16.1%, MDD -26.1%, Sharpe 0.90, 58% exposure.

CAGR reference leader: SMA 크로스오버 — CAGR 19.1%, MDD -38.6%, exposure 66%.

Return/drawdown alternative: Supertrend — CAGR is 0.4%p lower than buy and hold, while drawdown improves by 34.1%p (CAGR 16.1%, MDD -26.1%, exposure 58%).

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=2.9
16.1%-26.1%0.900.625.9x10958%
SMA 크로스오버
fast=52, slow=255
19.1%-38.6%0.860.508.1x966%
EMA 크로스오버
fast=65, slow=211
15.3%-43.3%0.720.355.4x1166%
ADX / DI 방향성
period=29, threshold=11
10.4%-35.3%0.670.293.2x11247%
볼린저 밴드 돌파
n=34, k=0.9
10.2%-31.6%0.640.323.2x11349%
ROC 모멘텀
n=141, threshold=0.09
10.9%-35.6%0.640.313.4x6446%
Keltner 채널 돌파
emaPeriod=32, atrPeriod=29, mult=0.8
9.5%-43.8%0.600.223.0x15852%
Donchian 채널 돌파
entryN=20, exitN=56
11.4%-56.1%0.590.203.6x3977%
Parabolic SAR
step=0.015, maxStep=0.14
9.2%-48.2%0.550.192.9x20656%
MACD
fast=22, slow=41, signal=16
8.5%-40.4%0.530.212.6x13151%
Buy and hold16.5%-60.2%0.670.276.1x1100%
1x 2015 2017 2019 2021 2023 2025 SMA 크로스오버SupertrendBuy and hold
Supertrend (Sharpe leader), SMA 크로스오버 (CAGR reference), Buy and hold.
0% -15% -30% -45% -60% 2015 2017 2019 2021 2023 2025 Buy and holdSMA 크로스오버Supertrend
Supertrend maximum drawdown -26.1% (2017-11-28 → 2019-01-22), recovered after 883 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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