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Trend-Following Backtester · Guide · backtest 한국어

equity · HK

Li Ning Company Limited backtest

10 trend-following strategies were compared on the full daily history of Li Ning Company Limited. 7 beat buy-and-hold CAGR; Keltner 채널 돌파 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is Keltner 채널 돌파 (CAGR 16.5%, MDD -39.8%).

Data 2004-06-28 ~ 2026-07-31daily bars 5,454 (22.1 years)Costs 0.5%Venue HKEXMonthly snapshot 2026-07-31

Results by strategy

7 of 10 beat buy and hold (CAGR 9.3%, drawdown -90.2%).

Sharpe leader (same as main): Keltner 채널 돌파 — CAGR 16.5%, MDD -39.8%, Sharpe 0.74, 27% exposure.

CAGR reference leader: EMA 크로스오버 — CAGR 19.5%, MDD -56.7%, exposure 54%.

Return/drawdown alternative: Keltner 채널 돌파 — CAGR is 7.2%p higher than buy and hold, while drawdown improves by 50.3%p (CAGR 16.5%, MDD -39.8%, exposure 27%).

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=40, atrPeriod=8, mult=2.8
16.5%-39.8%0.740.4128.9x5627%
EMA 크로스오버
fast=52, slow=180
19.5%-56.7%0.700.3450.8x2054%
SMA 크로스오버
fast=16, slow=168
17.3%-69.7%0.650.2533.6x4654%
볼린저 밴드 돌파
n=55, k=1.3
14.5%-52.5%0.600.2819.8x10042%
Donchian 채널 돌파
entryN=104, exitN=67
14.2%-65.7%0.580.2218.9x2649%
ROC 모멘텀
n=53, threshold=0
12.5%-70.9%0.520.1813.4x26453%
Supertrend
period=14, mult=5
12.2%-72.4%0.510.1712.8x5654%
ADX / DI 방향성
period=25, threshold=11
6.9%-77.8%0.370.094.3x26250%
Parabolic SAR
step=0.005, maxStep=0.28
3.9%-78.4%0.280.052.3x18051%
MACD
fast=19, slow=55, signal=18
-1.4%-90.0%0.13-0.020.7x22752%
Buy and hold9.3%-90.2%0.430.107.1x1100%
1x 10x 2005 2008 2011 2014 2017 2020 2023 2026 EMA 크로스오버Keltner 채널 돌파Buy and hold
Keltner 채널 돌파 (Sharpe leader), EMA 크로스오버 (CAGR reference), Buy and hold.
0% -23% -45% -68% -90% 2005 2008 2011 2014 2017 2020 2023 2026 Buy and holdEMA 크로스오버Keltner 채널 돌파
Keltner 채널 돌파 maximum drawdown -39.8% (2021-06-29 → 2026-02-02), prior peak not yet recovered.

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 setupMore HK assetsAll asset reports

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