Trend-Following Backtester · Guide · backtest 한국어

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Ningxia Baofeng Energy Group Co., Ltd. Class A backtest

10 trend-following strategies were compared on the full daily history of Ningxia Baofeng Energy Group Co., Ltd. Class A. 4 beat buy-and-hold CAGR; 볼린저 밴드 돌파 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is Keltner 채널 돌파 (CAGR 7.5%, MDD -23.6%).

Data 2019-05-17 ~ 2026-07-31daily bars 1,750 (7.2 years)Costs 0.5%Venue SSEMonthly snapshot 2026-07-31

Results by strategy

4 of 10 beat buy and hold (CAGR 4.5%, drawdown -53.5%).

Sharpe leader (same as main): 볼린저 밴드 돌파 — CAGR 7.9%, MDD -24.8%, Sharpe 0.60, 8% exposure.

CAGR reference leader: SMA 크로스오버 — CAGR 8.2%, MDD -55.3%, exposure 52%.

Return/drawdown alternative: Keltner 채널 돌파 — CAGR is 3.4%p higher than buy and hold, while drawdown improves by 28.7%p (CAGR 7.5%, MDD -23.6%, exposure 16%).

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
볼린저 밴드 돌파
n=18, k=2.9
7.9%-24.8%0.600.321.7x168%
Keltner 채널 돌파
emaPeriod=19, atrPeriod=24, mult=2.2
7.5%-23.6%0.490.321.7x3216%
SMA 크로스오버
fast=60, slow=74
8.2%-55.3%0.420.151.8x3252%
Supertrend
period=20, mult=2.1
4.7%-45.5%0.310.101.4x7951%
Donchian 채널 돌파
entryN=78, exitN=9
4.1%-46.9%0.310.091.3x2216%
MACD
fast=13, slow=55, signal=16
4.2%-56.4%0.290.071.3x8749%
EMA 크로스오버
fast=52, slow=183
1.6%-53.6%0.210.031.1x1562%
ADX / DI 방향성
period=30, threshold=19
2.1%-36.3%0.210.061.2x1820%
ROC 모멘텀
n=135, threshold=0.07
1.5%-57.1%0.200.031.1x6543%
Parabolic SAR
step=0.015, maxStep=0.32
-0.5%-62.7%0.12-0.011.0x12348%
Buy and hold4.5%-53.5%0.310.081.4x1100%
1x 2020 2021 2022 2023 2024 2025 2026 SMA 크로스오버볼린저 밴드 돌파Buy and hold
볼린저 밴드 돌파 (Sharpe leader), SMA 크로스오버 (CAGR reference), Buy and hold.
0% -14% -28% -41% -55% 2020 2021 2022 2023 2024 2025 2026 Buy and holdSMA 크로스오버볼린저 밴드 돌파
볼린저 밴드 돌파 maximum drawdown -24.8% (2021-02-18 → 2025-09-17), prior peak not yet recovered.

Rules of the top strategy

Breaking above the upper band (average plus a multiple of volatility) signals a strong move up.

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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