Trend-Following Backtester · Guide · backtest 한국어

equity · US

NRG Energy, Inc. backtest

10 trend-following strategies were compared on the full daily history of NRG Energy, Inc.. 0 beat buy-and-hold CAGR; ADX / DI 방향성 ranks first by Sharpe, matching the main backtester. The return/drawdown alternative is SMA 크로스오버 (CAGR 11.9%, MDD -63.3%).

Data 2003-12-02 ~ 2026-07-31daily bars 5,701 (22.7 years)Costs 0.5%Venue XNYSMonthly snapshot 2026-07-31

Results by strategy

0 of 10 beat buy and hold (CAGR 12.3%, drawdown -80.9%).

Sharpe leader (same as main): ADX / DI 방향성 — CAGR 4.9%, MDD -24.1%, Sharpe 0.62, 11% exposure.

CAGR reference leader: SMA 크로스오버 — CAGR 11.9%, MDD -63.3%, exposure 60%.

Return/drawdown alternative: SMA 크로스오버 — CAGR is 7.4%p lower than buy and hold, while drawdown improves by 56.8%p (CAGR 11.9%, MDD -63.3%, exposure 60%).

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
ADX / DI 방향성
period=17, threshold=35
4.9%-24.1%0.620.203.0x3811%
SMA 크로스오버
fast=42, slow=139
11.9%-63.3%0.560.1912.8x4260%
ROC 모멘텀
n=114, threshold=-0.02
10.2%-63.2%0.500.169.0x16465%
EMA 크로스오버
fast=39, slow=185
9.9%-68.8%0.490.148.5x3261%
Keltner 채널 돌파
emaPeriod=57, atrPeriod=24, mult=1.1
8.4%-49.4%0.480.176.2x16049%
Donchian 채널 돌파
entryN=19, exitN=60
10.0%-61.8%0.470.168.7x6775%
볼린저 밴드 돌파
n=56, k=1.8
6.5%-38.3%0.420.174.2x9436%
Supertrend
period=12, mult=5
6.1%-56.4%0.360.113.8x7853%
Parabolic SAR
step=0.005, maxStep=0.14
2.2%-85.5%0.210.031.6x20655%
MACD
fast=16, slow=58, signal=23
0.2%-82.9%0.140.001.0x22652%
Buy and hold12.3%-80.9%0.490.1513.9x1100%
1x 10x 2004 2007 2010 2013 2016 2019 2022 2025 SMA 크로스오버ADX / DI 방향성Buy and hold
ADX / DI 방향성 (Sharpe leader), SMA 크로스오버 (CAGR reference), Buy and hold.
0% -20% -40% -61% -81% 2004 2007 2010 2013 2016 2019 2022 2025 Buy and holdSMA 크로스오버ADX / DI 방향성
ADX / DI 방향성 maximum drawdown -24.1% (2017-03-10 → 2023-11-09), recovered after 2,579 days.

Rules of the top strategy

Looks at both the direction and the strength of the trend; holds only in a strong uptrend.

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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