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Trend-Following Backtester · Guide · backtest 한국어

equity · CN

Avary Holding (Shenzhen) Co., Ltd. Class A backtest

10 trend-following strategies were compared on the full daily history of Avary Holding (Shenzhen) Co., Ltd. Class A. 3 beat buy-and-hold CAGR; MACD ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is Keltner 채널 돌파 (CAGR 16.7%, MDD -25.9%).

Data 2018-09-27 ~ 2026-07-31daily bars 1,898 (7.8 years)Costs 0.5%Venue SZSEMonthly snapshot 2026-07-31

Results by strategy

3 of 10 beat buy and hold (CAGR 18.5%, drawdown -71.3%).

Sharpe leader (same as main): MACD — CAGR 23.8%, MDD -48.4%, Sharpe 0.80, 53% exposure.

Return/drawdown alternative: Keltner 채널 돌파 — CAGR is 5.4%p higher than buy and hold, while drawdown improves by 22.9%p (CAGR 16.7%, MDD -25.9%, exposure 18%).

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
MACD
fast=17, slow=39, signal=19
23.8%-48.4%0.800.495.3x7253%
SMA 크로스오버
fast=22, slow=33
22.6%-57.7%0.740.395.0x6052%
Keltner 채널 돌파
emaPeriod=56, atrPeriod=10, mult=3.8
16.7%-25.9%0.740.643.4x1018%
Donchian 채널 돌파
entryN=16, exitN=63
23.8%-50.2%0.720.475.3x2176%
볼린저 밴드 돌파
n=27, k=1.3
17.0%-54.7%0.650.313.4x7241%
Supertrend
period=15, mult=2.6
17.7%-50.1%0.630.353.6x5657%
ROC 모멘텀
n=149, threshold=0.13
14.7%-45.3%0.570.322.9x3339%
ADX / DI 방향성
period=18, threshold=26
11.6%-25.5%0.570.452.4x2218%
EMA 크로스오버
fast=12, slow=174
13.1%-56.7%0.520.232.6x1351%
Parabolic SAR
step=0.005, maxStep=0.36
3.6%-72.3%0.280.051.3x7054%
Buy and hold18.5%-71.3%0.600.263.8x1100%
1x 2019 2020 2021 2022 2023 2024 2025 2026 MACDBuy and hold
MACD: Solid strategy line versus dashed buy-and-hold line. Log scale.
0% -18% -36% -53% -71% 2019 2020 2021 2022 2023 2024 2025 2026 Buy and holdMACD
MACD maximum drawdown -48.4% (2020-07-09 → 2024-02-21), recovered after 1,832 days.

Rules of the top strategy

Looks at the gap (MACD) between a short and long average crossing its own signal line.

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 CN assetsAll asset reports

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