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NAURA Technology Group Co Ltd Class A backtest

10 trend-following strategies were compared on the full daily history of NAURA Technology Group Co Ltd Class A. 0 beat buy-and-hold CAGR; MACD ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is MACD (CAGR 22.5%, MDD -51.4%).

Data 2010-03-16 ~ 2026-07-31daily bars 3,978 (16.4 years)Costs 0.5%Venue SZSEMonthly snapshot 2026-07-31

Results by strategy

0 of 10 beat buy and hold (CAGR 30.0%, drawdown -71.6%).

Sharpe leader (same as main): MACD — CAGR 22.5%, MDD -51.4%, Sharpe 0.76, 51% exposure.

CAGR reference leader: Supertrend — CAGR 22.9%, MDD -56.7%, exposure 67%.

Return/drawdown alternative: MACD — CAGR is 7.5%p lower than buy and hold, while drawdown improves by 20.2%p (CAGR 22.5%, MDD -51.4%, exposure 51%).

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=15, slow=56, signal=19
22.5%-51.4%0.760.4427.7x16251%
Supertrend
period=6, mult=4.7
22.9%-56.7%0.710.4029.1x4667%
Donchian 채널 돌파
entryN=17, exitN=43
20.9%-58.2%0.660.3622.3x5180%
SMA 크로스오버
fast=32, slow=47
18.2%-62.6%0.630.2915.5x10557%
ADX / DI 방향성
period=34, threshold=9
17.6%-62.8%0.620.2814.3x15557%
EMA 크로스오버
fast=17, slow=29
17.1%-54.9%0.610.3113.3x10157%
ROC 모멘텀
n=49, threshold=0.03
16.6%-50.0%0.600.3312.3x21851%
Keltner 채널 돌파
emaPeriod=24, atrPeriod=24, mult=1.3
14.8%-62.7%0.600.249.5x15835%
볼린저 밴드 돌파
n=27, k=0.5
14.0%-64.2%0.550.228.6x23648%
Parabolic SAR
step=0.005, maxStep=0.28
13.6%-54.3%0.540.258.0x13652%
Buy and hold30.0%-71.6%0.790.4273.2x1100%
1x 10x 2011 2013 2015 2017 2019 2021 2023 2025 SupertrendMACDBuy and hold
MACD (Sharpe leader), Supertrend (CAGR reference), Buy and hold.
0% -18% -36% -54% -72% 2011 2013 2015 2017 2019 2021 2023 2025 Buy and holdSupertrendMACD
MACD maximum drawdown -51.4% (2021-07-30 → 2023-12-26), recovered after 1,517 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 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

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