Trend-Following Backtester · Guide · backtest 한국어

equity · US

Duke Energy Corporation (Holding Company) backtest

10 trend-following strategies were compared on the full daily history of Duke Energy Corporation (Holding Company). 0 beat buy-and-hold CAGR; SMA 크로스오버 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is SMA 크로스오버 (CAGR 5.1%, MDD -46.4%).

Data 1980-03-17 ~ 2026-07-31daily bars 11,688 (46.4 years)Costs 0.5%Venue XNYSMonthly snapshot 2026-07-31

Results by strategy

0 of 10 beat buy and hold (CAGR 6.6%, drawdown -74.1%).

Sharpe leader (same as main): SMA 크로스오버 — CAGR 5.1%, MDD -46.4%, Sharpe 0.40, 70% exposure.

Return/drawdown alternative: SMA 크로스오버 — CAGR is 1.5%p lower than buy and hold, while drawdown improves by 27.7%p (CAGR 5.1%, MDD -46.4%, exposure 70%).

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
SMA 크로스오버
fast=88, slow=276
5.1%-46.4%0.400.1110.0x4170%
EMA 크로스오버
fast=74, slow=290
4.8%-45.0%0.370.118.8x3174%
ROC 모멘텀
Hold-like · Exposure 97%
n=28, threshold=-0.12
3.6%-73.5%0.280.055.1x9997%
Donchian 채널 돌파
entryN=90, exitN=69
2.2%-43.8%0.230.052.8x7057%
볼린저 밴드 돌파
n=20, k=3.5
0.2%-3.4%0.180.061.1x20%
Supertrend
period=10, mult=5
0.8%-42.4%0.130.021.5x15159%
ADX / DI 방향성
period=30, threshold=32
0.3%-11.3%0.110.021.1x81%
MACD
fast=16, slow=44, signal=17
-0.9%-51.2%0.01-0.020.7x51752%
Keltner 채널 돌파
emaPeriod=45, atrPeriod=21, mult=2.6
-1.6%-59.2%-0.11-0.030.5x21632%
Parabolic SAR
step=0.015, maxStep=0.18
-4.4%-90.3%-0.23-0.050.1x82654%
Buy and hold6.6%-74.1%0.410.0919.4x1100%
1x 10x 1981 1987 1993 1999 2005 2011 2017 2023 SMA 크로스오버Buy and hold
SMA 크로스오버: Solid strategy line versus dashed buy-and-hold line. Log scale.
0% -19% -37% -56% -74% 1981 1987 1993 1999 2005 2011 2017 2023 Buy and holdSMA 크로스오버
SMA 크로스오버 maximum drawdown -46.4% (2015-01-29 → 2020-03-23), prior peak not yet recovered.

Rules of the top strategy

When the short average rises above the long average, it reads that as an uptrend starting.

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 setupAll asset reports

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