SleepWell Trade

Trend-Following Backtester · Guide · backtest 한국어

etf · HK

CSOP NASDAQ-100 Index Daily (2x) Leveraged Product ETF backtest

10 trend-following strategies were compared on the full daily history of CSOP NASDAQ-100 Index Daily (2x) Leveraged Product ETF. 0 beat buy-and-hold CAGR; EMA 크로스오버 ranks first by Sharpe, matching the main backtester.

Data 2020-05-15 ~ 2026-08-31daily bars 1,546 (6.3 years)Costs 0.5%Venue HKEXMonthly snapshot 2026-08-31

Results by strategy

0 of 10 beat buy and hold (CAGR 33.3%, drawdown -63.1%).

Sharpe leader (same as main): EMA 크로스오버 — CAGR 23.3%, MDD -31.3%, Sharpe 0.86, 71% exposure.

No strategy retained at least 75% of buy-and-hold CAGR while reducing drawdown by both 20% relatively and 5 percentage points absolutely.

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
EMA 크로스오버
fast=30, slow=93
23.3%-31.3%0.860.743.7x971%
SMA 크로스오버
fast=33, slow=162
20.8%-29.5%0.810.713.3x767%
Keltner 채널 돌파
emaPeriod=31, atrPeriod=20, mult=1.3
18.1%-29.4%0.800.612.8x7055%
ROC 모멘텀
n=90, threshold=-0.02
20.1%-31.6%0.770.643.2x4570%
Donchian 채널 돌파
entryN=72, exitN=69
19.7%-30.6%0.750.653.1x970%
Supertrend
period=24, mult=4.6
15.5%-37.5%0.690.412.5x4558%
ADX / DI 방향성
period=16, threshold=12
13.9%-31.1%0.650.452.3x10352%
Parabolic SAR
step=0.025, maxStep=0.12
15.4%-53.5%0.620.292.5x11661%
볼린저 밴드 돌파
n=31, k=1.2
10.6%-36.4%0.550.291.9x5450%
MACD
fast=9, slow=50, signal=18
5.0%-47.3%0.320.111.4x8648%
Buy and hold33.3%-63.1%0.860.536.1x1100%
1x 2021 2022 2023 2024 2025 2026 EMA 크로스오버Buy and hold
EMA 크로스오버: Solid strategy line versus dashed buy-and-hold line. Log scale.
0% -16% -32% -47% -63% 2021 2022 2023 2024 2025 2026 Buy and holdEMA 크로스오버
EMA 크로스오버 maximum drawdown -31.3% (2021-11-22 → 2023-03-02), recovered after 561 days.

Rules of the top strategy

Uses two exponential averages (more weight on recent prices) and trades their crossover.

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

Read next