Trend-Following Backtester · Guide · backtest 한국어

equity · US

Grid Dynamics Holdings, Inc. backtest

10 trend-following strategies were compared on the full daily history of Grid Dynamics Holdings, Inc.. 10 beat buy-and-hold CAGR; ADX / DI 방향성 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is ADX / DI 방향성 (CAGR 9.5%, MDD -19.0%).

Data 2018-10-30 ~ 2026-07-31daily bars 1,947 (7.8 years)Costs 0.5%Venue XNASMonthly snapshot 2026-07-31

Results by strategy

10 of 10 beat buy and hold (CAGR -4.1%, drawdown -87.6%).

Sharpe leader (same as main): ADX / DI 방향성 — CAGR 9.5%, MDD -19.0%, Sharpe 0.75, 16% exposure.

CAGR reference leader: ROC 모멘텀 — CAGR 20.8%, MDD -48.3%, exposure 69%.

Return/drawdown alternative: ADX / DI 방향성 — CAGR is 13.6%p higher than buy and hold, while drawdown improves by 68.6%p (CAGR 9.5%, MDD -19.0%, exposure 16%).

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
ADX / DI 방향성
period=22, threshold=30
9.5%-19.0%0.750.502.0x1616%
Supertrend
period=46, mult=2.6
19.1%-37.1%0.680.523.9x4354%
ROC 모멘텀
n=22, threshold=-0.04
20.8%-48.3%0.660.434.3x9769%
EMA 크로스오버
fast=9, slow=55
17.3%-41.6%0.620.423.4x3357%
Donchian 채널 돌파
entryN=18, exitN=38
18.2%-56.2%0.600.323.6x2569%
MACD
fast=13, slow=85, signal=22
17.6%-49.1%0.600.363.5x7754%
SMA 크로스오버
fast=8, slow=66
16.8%-48.3%0.600.353.3x2659%
볼린저 밴드 돌파
n=35, k=2.9
10.5%-33.6%0.560.312.2x2729%
Keltner 채널 돌파
emaPeriod=40, atrPeriod=15, mult=3.2
9.8%-32.3%0.530.302.1x1828%
Parabolic SAR
step=0.005, maxStep=0.18
5.3%-67.3%0.330.081.5x6349%
Buy and hold-4.1%-87.6%0.21-0.050.7x1100%
1x 2019 2020 2021 2022 2023 2024 2025 2026 ROC 모멘텀ADX / DI 방향성Buy and hold
ADX / DI 방향성 (Sharpe leader), ROC 모멘텀 (CAGR reference), Buy and hold.
0% -22% -44% -66% -88% 2019 2020 2021 2022 2023 2024 2025 2026 Buy and holdROC 모멘텀ADX / DI 방향성
ADX / DI 방향성 maximum drawdown -19.0% (2024-11-11 → 2024-11-18), recovered after 29 days.

Rules of the top strategy

Looks at both the direction and the strength of the trend; holds only in a strong uptrend.

Method and caveats

Past performance does not guarantee future returns. Parameters were selected on the same full-history sample using sharpe over 40 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 setupAll asset reports

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