Trend-Following Backtester · Guide · backtest 한국어

equity · US

Array Technologies, Inc. backtest

10 trend-following strategies were compared on the full daily history of Array Technologies, Inc.. 10 beat buy-and-hold CAGR; Keltner 채널 돌파 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is ADX / DI 방향성 (CAGR 1.3%, MDD -5.4%).

Data 2020-10-15 ~ 2026-07-31daily bars 1,454 (5.8 years)Costs 0.5%Venue XNASMonthly snapshot 2026-07-31

Results by strategy

10 of 10 beat buy and hold (CAGR -28.6%, drawdown -92.2%).

Sharpe leader (same as main): Keltner 채널 돌파 — CAGR 7.3%, MDD -14.4%, Sharpe 0.45, 3% exposure.

Return/drawdown alternative: ADX / DI 방향성 — CAGR is 35.9%p higher than buy and hold, while drawdown improves by 77.9%p (CAGR 1.3%, MDD -5.4%, exposure 1%).

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
Keltner 채널 돌파
emaPeriod=5, atrPeriod=19, mult=1.9
7.3%-14.4%0.450.511.5x123%
MACD
fast=13, slow=34, signal=10
7.3%-72.5%0.400.101.5x7649%
볼린저 밴드 돌파
n=15, k=3
5.7%-21.4%0.370.261.4x85%
Supertrend
period=15, mult=5
4.4%-56.2%0.360.081.3x1049%
ADX / DI 방향성
period=35, threshold=23
1.3%-5.4%0.270.241.1x21%
EMA 크로스오버
fast=52, slow=89
-4.6%-49.6%0.15-0.090.8x1036%
SMA 크로스오버
fast=29, slow=121
-6.5%-67.5%0.13-0.100.7x1239%
ROC 모멘텀
n=109, threshold=0.13
-6.7%-59.0%0.05-0.110.7x6626%
Donchian 채널 돌파
entryN=113, exitN=77
-11.2%-65.5%0.04-0.170.5x644%
Parabolic SAR
step=0.04, maxStep=0.18
-14.7%-73.7%-0.05-0.200.4x18045%
Buy and hold-28.6%-92.2%0.01-0.310.1x1100%
1x 2021 2022 2023 2024 2025 2026 Keltner 채널 돌파Buy and hold
Keltner 채널 돌파: Solid strategy line versus dashed buy-and-hold line. Log scale.
0% -23% -46% -69% -92% 2021 2022 2023 2024 2025 2026 Buy and holdKeltner 채널 돌파
Keltner 채널 돌파 maximum drawdown -14.4% (2025-05-15 → 2025-05-20), recovered after 99 days.

Rules of the top strategy

Breaking above the channel top (average plus a multiple of volatility) signals an upside breakout.

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

Read next