AI Backtest

Backtest: Buy XLE at the close when Brent crude is above its 100-day moving average and...

7.29%
Return on capital

Twenty-eight trades, a positive P&L, and a 61-point shortfall against simply holding SPY. That is the scoreboard for a strategy built on a clean-sounding idea: buy XLE when it has dropped more than 2% over five days while Brent sits above its 100-day moving average, then exit in five days or on a 2% stop.

The mean-reversion logic is easy to respect — pullbacks inside an uptrend are often buyable. But a 46.4% win rate and a benchmark gap that wide raise a blunt question about whether the edge survives the drag of whipsaws and stop-outs.

The full analysis below walks through all 28 trades, the conditions that made the strategy work or fail, and where it bled performance — so you can judge the setup on evidence rather than narrative.

The strategy

Buy XLE at the close when Brent crude is above its 100-day moving average and XLE's 5-day total return is below -2%; exit after 5 trading days or on a 2% stop-loss, whichever comes first. These are short-term energy-sector pullbacks inside a crude uptrend, and headline-driven dips tend to get bought back before the supply story reasserts.

How this was measured

This is a simulated backtest generated from the plain-English strategy below, executed bar-by-bar on historical market data using the price + news data mode with $100,000 starting capital. Strategy: Buy XLE at the close when Brent crude is above its 100-day moving average and XLE's 5-day total return is below -2%; exit after 5 trading days or on a 2% stop-loss, whichever comes first. These are short-term energy-sector pullbacks inside a crude uptrend, and headline-driven dips tend to get bought back before the supply story reasserts.

The key numbers

Return on capital
7.29%
total P&L over starting capital
Total P&L
$7,292.22
Closed trades
28
Win rate
46.4%
share of closed trades in profit
vs SPY
-61.01%
excess return over SPY buy-and-hold

The charts

Equity curve (growth of 100)

The takeaway

The strategy returned +7.29% on $100,000 starting capital across 28 closed trades with a 46% win rate. Over the same window SPY buy-and-hold returned +68.30%, so the strategy finished trailing the benchmark by 61.01 points. Best single trade +6.27%, worst -2.74%.

The fine print