Trend-Following Backtester · Guide · backtest 한국어

equity · CN

Ningbo Deye Technology Co., Ltd. Class A backtest

10 trend-following strategies were compared on the full daily history of Ningbo Deye Technology Co., Ltd. Class A. 2 beat buy-and-hold CAGR; Supertrend ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is ADX / DI 방향성 (CAGR 63.3%, MDD -31.0%).

Data 2021-04-20 ~ 2026-07-31daily bars 1,281 (5.3 years)Costs 0.5%Venue SSEMonthly snapshot 2026-07-31

Results by strategy

2 of 10 beat buy and hold (CAGR 60.0%, drawdown -77.9%).

Sharpe leader (same as main): Supertrend — CAGR 67.9%, MDD -38.5%, Sharpe 1.34, 56% exposure.

Return/drawdown alternative: ADX / DI 방향성 — CAGR is 7.9%p higher than buy and hold, while drawdown improves by 39.3%p (CAGR 63.3%, MDD -31.0%, exposure 50%).

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=12, mult=3.1
67.9%-38.5%1.341.7615.4x2256%
ADX / DI 방향성
period=26, threshold=13
63.3%-31.0%1.322.0413.3x2850%
Keltner 채널 돌파
emaPeriod=55, atrPeriod=27, mult=2.7
41.6%-37.7%1.081.106.3x1637%
ROC 모멘텀
n=54, threshold=0.13
42.0%-34.6%1.081.226.4x5639%
SMA 크로스오버
fast=26, slow=38
45.9%-53.0%1.070.877.3x3655%
Donchian 채널 돌파
entryN=23, exitN=53
49.4%-55.0%1.060.908.3x1466%
EMA 크로스오버
fast=29, slow=33
47.0%-55.2%1.060.857.6x1857%
볼린저 밴드 돌파
n=49, k=1.2
32.9%-49.5%0.890.674.5x3043%
Parabolic SAR
step=0.035, maxStep=0.16
19.0%-61.6%0.630.312.5x15150%
MACD
fast=18, slow=37, signal=14
-1.2%-73.7%0.18-0.020.9x7449%
Buy and hold60.0%-77.9%1.100.7711.9x1100%
1x 10x 2022 2023 2024 2025 2026 SupertrendBuy and hold
Supertrend: Solid strategy line versus dashed buy-and-hold line. Log scale.
0% -19% -39% -58% -78% 2022 2023 2024 2025 2026 Buy and holdSupertrend
Supertrend maximum drawdown -38.5% (2024-08-06 → 2025-04-08), recovered after 496 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 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

Read next