Buy at opening candle range breakoutlong
Backtest Results @ PLTR β€’ 5 Minutes

This intraday breakout strategy seeks to enter once price breads above the opening candle High, at any stage of a day. It takes profit on Opening Range High+Opening Range Size, and it has a stop loss at Opening Range Low. It never carries a position overnight; it always exits at the last candle of a day in case if no other exit conditions were met.

Equity Curve

Backtest covers 6.2 months of PLTR β€’ 5 Minutes (Palantir Technologies Inc.) data, from January 28, 2025 to August 1, 2025.

Equity curve is the strategy's performance over time. You should compare it to the asset's Buy & Hold performance. In general, you want the blue area to be well above the gray area.

Drawdown is how much losses (realized or unrealized) the strategy has had if compared to the highest equity peak. Compare this to the asset's drawdown to see whether your strategy does a decent job of isolating you from downside volatility. In general, the red area must be well within the gray area.

Equity Curve
Strategy
Asset
Strategy Drawdown
Asset Drawdown

So, we have backtested Buy at opening candle range breakout on 6.2 months of PLTR β€’ 5 Minutes candles.Β This backtest resulted in 80 positions, with the average win rate of 55% and reward-risk ratio of 1.07.Β If you assume that 1.07 reward-to-risk ratio holds, you need a minimum win rate of 48.3 to be profitable. So you're looking good so far.Β However, 80 positions is a small sample size, so take the results with a huge grain of salt.Β The key metrics are as follows:

  1. Total Return: Total Return: 18.30% vs 95.60% for the asset
  2. Max Drawdown: Max Drawdown: -14.70% vs -46.60% for the asset
  3. Exposure: Exposure: 26.00% time in the market
  4. Win Rate: Win Rate: 55.0%, vs 48.3% minimum
  5. Reward/Risk Ratio: Reward/Risk Ratio: 1.07

With that exposure in mind, you can tell that for 26% time-in-market, you get 19.14% of the asset upside potential, and 31.55% of the asset downside potential.

Buy at opening candle range breakout: enter a position when

All of the following: # Papa
  5min Opening range JS, Entry Signal emerged

Buy at opening candle range breakout: exit a position when

All of the following: # X-ray
  5min Opening range JS, Exit Signal emerged

Buy at opening candle range breakout @ PLTR β€’ 5 Minutes (18.3%) backtest results explained by Alex C

Alex C

Author

The backtest shows some interessant metrics, but I'm not fully convinced about the strategy. Let me tell you why I think so.

The win rate of 55% combined with a risk/reward ratio of 1.07 is technically viable, since it's above the minimal sufficient win rate of 48.3%. However, the strategy significantly underperforms the buy & hold approach (18.3% vs 95.6%). This is a big red flag, especially considering we're talking about PLTR which is known for its volatility. The market exposure of 26% suggests the strategy misses lot of the upside moves.

What I find more concerning is the drawdown metrics. A -14.7% drawdown for a strategy that only makes 18.3% total return is not optimal - that's almost like losing all your gains in one bad period. The Sharpe ratio of 1.81 and Sortino of 2.65 are actually quite decent, but I suspect this comes from the low market exposure rather than good trade selection. The strategy produces about 1 trade per day which is reasonable for risk management, but maybe to conservative for such a volatile asset.

I would suggest to try optimizing the entry conditions to catch more of the upside moves. Maybe look at adjusting the opening range parameters or add additional confirmation signals. The mathematical framework is solid, but the implementation needs work to be competitive with simpler approaches.

Tabular metrics of Buy at opening candle range breakout backtested on PLTR β€’ 5 Minutes

Total Trades80Net Profit18.3%Buy & Hold Profit95.6%
Win Rate55%Reward/Risk Ratio1.07Max Drawdown-14.7%
Asset Max Drawdown-46.6%Exposure26.0%Avg Candles in Position31.5
Sharpe Ratio1.81Sortino Ratio2.65Realized Volatility29.21%
Max Winning Streak8Avg Winning Streak2.4Max Losing Streak5
Avg Losing Streak2.0Avg Trades per Month25.9Avg Trades per Day0.9
Return Std Dev2.4Loss Std Dev1.0Win Std Dev1.9
Expectancy0.1Beta0.11

All backtests for Buy at opening candle range breakout

backtestexposurepeformance vs assetdrawdown vs assetwin%reward/risk
BTCUSDT β€’ 10 Minutes
15%(1.0%/4.2%) 0.24x(-4.6%/-11.1%) 0.41x560.9
EURUSD β€’ 10 Minutes
22%(0.8%/2.1%) 0.38x(-1.7%/-3.6%) 0.47x870.2
GLD β€’ 10 Minutes
24%(0.8%/39.2%) 0.02x(-2.6%/-8.3%) 0.31x600.7
NVDA β€’ 10 Minutes
32%(25.9%/41.7%) 0.62x(-15.6%/-42.8%) 0.36x541.1
PLTR β€’ 10 Minutes
33%(38.1%/439.0%) 0.09x(-25.4%/-46.5%) 0.55x581.0
SPY β€’ 10 Minutes
22%(16.4%/12.3%) 1.33x(-5.5%/-20.7%) 0.27x680.8
TSLA β€’ 10 Minutes
29%(-7.9%/23.0%) -0.34x(-34.7%/-55.3%) 0.63x600.7
WMT β€’ 10 Minutes
32%(13.3%/40.0%) 0.33x(-9.1%/-23.8%) 0.38x630.8
BTCUSDT β€’ 15 Minutes
20%(2.3%/33.4%) 0.07x(-7.2%/-12.0%) 0.60x521.1
EURUSD β€’ 15 Minutes
27%(3.9%/8.2%) 0.48x(-1.4%/-4.3%) 0.33x830.3
GLD β€’ 15 Minutes
31%(4.0%/66.4%) 0.06x(-4.4%/-8.3%) 0.53x590.8
NVDA β€’ 15 Minutes
34%(69.7%/211.7%) 0.33x(-10.1%/-42.8%) 0.24x571.2
PLTR β€’ 15 Minutes
33%(124.3%/846.9%) 0.15x(-14.3%/-46.5%) 0.31x561.4
SPY β€’ 15 Minutes
24%(13.3%/31.8%) 0.42x(-4.4%/-21.1%) 0.21x620.8
TSLA β€’ 15 Minutes
27%(16.3%/41.6%) 0.39x(-20.0%/-55.6%) 0.36x560.9
WMT β€’ 15 Minutes
33%(27.2%/83.0%) 0.33x(-4.9%/-23.8%) 0.21x640.9
BTCUSDT β€’ 30 Minutes
21%(-3.7%/14.3%) -0.26x(-20.8%/-31.2%) 0.67x570.7
EURUSD β€’ 30 Minutes
35%(-1.1%/5.7%) -0.19x(-5.2%/-7.4%) 0.70x750.3
GLD β€’ 30 Minutes
34%(11.1%/87.3%) 0.13x(-6.9%/-11.8%) 0.58x551.0
NVDA β€’ 30 Minutes
34%(58.6%/1089.5%) 0.05x(-29.2%/-42.9%) 0.68x541.1
PLTR β€’ 30 Minutes
30%(19.4%/1516.1%) 0.01x(-41.6%/-48.4%) 0.86x540.9
SPY β€’ 30 Minutes
35%(18.1%/65.6%) 0.28x(-6.8%/-20.2%) 0.34x630.7
TSLA β€’ 30 Minutes
29%(62.0%/33.8%) 1.83x(-20.9%/-67.1%) 0.31x561.0
WMT β€’ 30 Minutes
32%(32.0%/138.6%) 0.23x(-6.5%/-23.8%) 0.27x581.1
BTCUSDT β€’ 5 Minutes
18%(2.2%/5.7%) 0.39x(-2.1%/-8.9%) 0.24x641.0
EURUSD β€’ 5 Minutes
23%(0.7%/0.8%) 0.87x(-0.7%/-3.7%) 0.19x880.2
GLD β€’ 5 Minutes
23%(-3.0%/21.5%) -0.14x(-7.3%/-8.0%) 0.91x610.5
NVDA β€’ 5 Minutes
29%(14.6%/42.5%) 0.34x(-9.3%/-38.8%) 0.24x610.9
PLTR β€’ 5 Minutes
26%(18.3%/95.6%) 0.19x(-14.7%/-46.6%) 0.32x551.1
SPY β€’ 5 Minutes
14%(5.4%/3.4%) 1.59x(-4.0%/-21.1%) 0.19x610.9
TSLA β€’ 5 Minutes
21%(47.4%/-22.2%) -2.14x(-7.1%/-48.5%) 0.15x680.9
WMT β€’ 5 Minutes
27%(12.5%/1.2%) 10.42x(-4.8%/-23.8%) 0.20x630.9