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Trend-Following Backtester · Guide · backtest 한국어

equity · CN

Anhui Yingliu Electromechanical Co., Ltd. Class A backtest

10 trend-following strategies were compared on the full daily history of Anhui Yingliu Electromechanical Co., Ltd. Class A. 8 beat buy-and-hold CAGR; SMA 크로스오버 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is SMA 크로스오버 (CAGR 22.5%, MDD -38.5%).

Data 2014-01-22 ~ 2026-07-31daily bars 3,042 (12.5 years)Costs 0.5%Venue SSEMonthly snapshot 2026-07-31

Results by strategy

8 of 10 beat buy and hold (CAGR 14.4%, drawdown -78.6%).

Sharpe leader (same as main): SMA 크로스오버 — CAGR 22.5%, MDD -38.5%, Sharpe 0.74, 53% exposure.

Return/drawdown alternative: SMA 크로스오버 — CAGR is 8.2%p higher than buy and hold, while drawdown improves by 40.1%p (CAGR 22.5%, MDD -38.5%, exposure 53%).

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
SMA 크로스오버
fast=6, slow=58
22.5%-38.5%0.740.5912.7x5853%
Supertrend
period=20, mult=4.8
22.5%-52.2%0.730.4312.7x3258%
EMA 크로스오버
fast=21, slow=22
21.7%-52.5%0.720.4111.7x6454%
볼린저 밴드 돌파
n=50, k=1.1
18.5%-54.7%0.670.348.4x6645%
MACD
fast=24, slow=58, signal=18
18.3%-48.6%0.660.388.2x9449%
Parabolic SAR
step=0.015, maxStep=0.12
17.9%-49.8%0.640.367.9x18849%
Keltner 채널 돌파
emaPeriod=21, atrPeriod=20, mult=1
15.3%-42.7%0.610.365.9x13039%
Donchian 채널 돌파
entryN=24, exitN=24
16.4%-56.8%0.600.296.7x5055%
ROC 모멘텀
n=43, threshold=-0.03
13.8%-62.5%0.540.225.0x14860%
ADX / DI 방향성
period=26, threshold=14
12.2%-68.6%0.500.184.2x11246%
Buy and hold14.4%-78.6%0.530.185.4x1100%
1x 10x 2015 2017 2019 2021 2023 2025 SMA 크로스오버Buy and hold
SMA 크로스오버: Solid strategy line versus dashed buy-and-hold line. Log scale.
0% -20% -39% -59% -79% 2015 2017 2019 2021 2023 2025 Buy and holdSMA 크로스오버
SMA 크로스오버 maximum drawdown -38.5% (2022-10-26 → 2024-04-16), recovered after 819 days.

Rules of the top strategy

When the short average rises above the long average, it reads that as an uptrend starting.

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 setupMore CN assetsAll asset reports

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