Buy at opening candle range breakoutlong
Backtest Results @ PLTR β€’ 15 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 18.7 months of PLTR β€’ 15 Minutes (Palantir Technologies Inc.) data, from January 17, 2024 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 18.7 months of PLTR β€’ 15 Minutes candles.Β This backtest resulted in 204 positions, with the average win rate of 56% and reward-risk ratio of 1.39.Β If you assume that 1.39 reward-to-risk ratio holds, you need a minimum win rate of 41.8 to be profitable. So you're looking good so far.Β The key metrics are as follows:

  1. Total Return: Total Return: 124.30% vs 846.90% for the asset
  2. Max Drawdown: Max Drawdown: -14.30% vs -46.50% for the asset
  3. Exposure: Exposure: 33.00% time in the market
  4. Win Rate: Win Rate: 56.0%, vs 41.8% minimum
  5. Reward/Risk Ratio: Reward/Risk Ratio: 1.39

With that exposure in mind, you can tell that for 33% time-in-market, you get 14.68% of the asset upside potential, and 30.75% of the asset downside potential.

Buy at opening candle range breakout: enter a position when

All of the following: # Papa
  15min Opening range JS, Entry Signal emerged

Buy at opening candle range breakout: exit a position when

All of the following: # X-ray
  15min Opening range JS, Exit Signal emerged

Buy at opening candle range breakout @ PLTR β€’ 15 Minutes (124.3%) backtest results explained by Alex C, Sarah

Alex C

Author

The backtest shows some promising characteristics, but I have concerns about the real-world applicability. Let me explain why.

The strategy shows good risk metrics with a Sharpe of 2.35 and relatively low correlation to the underlying asset (0.42). The win rate of 56% combined with a positive R/R ratio of 1.39 gives mathematical edge. What I particularly like is the win rate leeway - being 55.58% above the minimal required win rate suggests robustness. However, the market exposure of only 33% while the buy & hold return was 846.9% indicates we might be missing significant moves.

The concern I have is about the average holding time of 15.2 candles on 15-minute timeframe. This means average trade duration is less than 4 hours. With 0.7 trades per day, transaction costs and slippage could eat into the theoretical 124.3% profit significantly. Also the max drawdown of -14.3% seems a bit high for such short-term strategy. I would suggest to backtest this with realistic commission structure and maybe implement some additional filters to reduce the drawdown.

Sarah

Author

Madre mia, this strategy is like a bicycle trying to chase a rocket ship! The Buy & Hold profit of 846.9% absolutely destroys your strategy's measly 124.3%. You're basically paying commisions to underperform dramatically.

Look, the win rate of 56% isn't terrible, and the Risk/Reward of 1.39 is acceptable. But why bother when simply holding the asset would have made you 7 times more money? The market exposure of 33% shows you're missing most of the major moves while trying to be clever with your entry/exit rules.

The only thing that looks decent here is the risk metrics - your max drawdown of -14.3% compared to asset's -46.5% shows good risk management. But honestly, who cares about managing risk when you're leaving so much money on the table? It's like wearing knee pads while missing the Olympic gold medal.

This estrategy needs a complete overhaul. Either find a way to increase your market exposure significantly, or admit that your opening range breakout approach is just not suited for this particular asset. PLTR clearly has strong directional moves that you're missing by being too cute with your trading rules.

Tabular metrics of Buy at opening candle range breakout backtested on PLTR β€’ 15 Minutes

Total Trades204Net Profit124.3%Buy & Hold Profit846.9%
Win Rate56%Reward/Risk Ratio1.39Max Drawdown-14.3%
Asset Max Drawdown-46.5%Exposure33.0%Avg Candles in Position15.2
Sharpe Ratio2.35Sortino Ratio2.14Realized Volatility22.52%
Max Winning Streak8Avg Winning Streak2.3Max Losing Streak6
Avg Losing Streak1.7Avg Trades per Month21.8Avg Trades per Day0.7
Return Std Dev2.8Loss Std Dev1.2Win Std Dev3.0
Expectancy0.3Beta0.18

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