Trend-Following Backtester · Guide · backtest 한국어

equity · CN

Ping An Bank Co. Ltd. Class A backtest

10 trend-following strategies were compared on the full daily history of Ping An Bank Co. Ltd. Class A. 9 beat buy-and-hold CAGR; EMA 크로스오버 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is Keltner 채널 돌파 (CAGR 12.2%, MDD -46.4%).

Data 1991-01-02 ~ 2026-07-31daily bars 8,912 (35.6 years)Costs 0.5%Venue SZSEMonthly snapshot 2026-07-31

Results by strategy

9 of 10 beat buy and hold (CAGR 7.4%, drawdown -84.4%).

Sharpe leader (same as main): EMA 크로스오버 — CAGR 15.6%, MDD -54.0%, Sharpe 0.66, 43% exposure.

Return/drawdown alternative: Keltner 채널 돌파 — CAGR is 8.3%p higher than buy and hold, while drawdown improves by 30.3%p (CAGR 12.2%, MDD -46.4%, exposure 25%).

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=12, slow=110
15.6%-54.0%0.660.29176.1x9743%
SMA 크로스오버
fast=16, slow=130
14.4%-57.8%0.620.25119.3x8444%
볼린저 밴드 돌파
n=55, k=1.8
12.6%-56.3%0.600.2267.8x12930%
Keltner 채널 돌파
emaPeriod=56, atrPeriod=29, mult=3.3
12.2%-46.4%0.590.2659.5x9525%
Donchian 채널 돌파
entryN=48, exitN=36
12.7%-56.2%0.570.2369.6x8741%
Supertrend
period=31, mult=3.4
12.8%-62.8%0.570.2073.6x19742%
ADX / DI 방향성
period=14, threshold=44
7.7%-47.2%0.520.1614.2x587%
ROC 모멘텀
n=87, threshold=0.01
9.9%-60.3%0.480.1629.1x26545%
MACD
fast=23, slow=57, signal=19
7.7%-73.4%0.400.1013.9x29950%
Parabolic SAR
step=0.025, maxStep=0.36
4.3%-89.0%0.290.054.4x80748%
Buy and hold7.4%-84.4%0.380.0912.6x1100%
1x 10x 100x 1992 1997 2002 2007 2012 2017 2022 EMA 크로스오버Buy and hold
EMA 크로스오버: Solid strategy line versus dashed buy-and-hold line. Log scale.
0% -21% -42% -63% -84% 1992 1997 2002 2007 2012 2017 2022 Buy and holdEMA 크로스오버
EMA 크로스오버 maximum drawdown -54.0% (2009-07-31 → 2012-12-21), recovered after 2,079 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 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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