Range breakoutlong
Backtest Results @ TSLA β€’ 1 Minute

This strategy enters once price action beraks through the range of the last 20 candles, while accompanied with elevated trading volume. It exits once price closes below an SMA(20). The idea is to follow trends, riding momentum confirmed by volume.

Equity Curve

Backtest covers 38 days of TSLA β€’ 1 Minute (Tesla, Inc.) data, from June 17, 2025 to July 25, 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 Range breakout on 38 days of TSLA β€’ 1 Minute candles.Β This backtest resulted in 155 positions, with the average win rate of 35% and reward-risk ratio of 1.91.Β If you assume that 1.91 reward-to-risk ratio holds, you need a minimum win rate of 34.4 to be profitable. So you're looking good so far.Β The key metrics are as follows:

  1. Total Return: Total Return: 0.70% vs -0.20% for the asset
  2. Max Drawdown: Max Drawdown: -12.80% vs -19.20% for the asset
  3. Exposure: Exposure: 25.60% time in the market
  4. Win Rate: Win Rate: 35.0%, vs 34.4% minimum
  5. Reward/Risk Ratio: Reward/Risk Ratio: 1.91

With that exposure in mind, you can tell that for 26% time-in-market, you get -350.00% of the asset upside potential, and 66.67% of the asset downside potential.

Range breakout: enter a position when

All of the following: # Papa
  1min Chart(high) > 1min Range (20, 0), High (1 candles ago)
  All of the following: (within 5 candles)
      1min Relative Volume (20, SMA, 1) > 1.5

Range breakout: exit a position when

All of the following: # Delta
  1min Chart(close) < 1min Range (20, 0), Middle

Range breakout @ TSLA β€’ 1 Minute (0.7%) backtest results explained by Alex C

Alex C

Author

The backtest shows some interesting characteristics, but I am not fully convinced about the strategy robustness. Let me explain why.

The positive aspects are the good Risk/Reward ratio of 1.91 and that the strategy outperforms buy & hold slightly. Also the win rate of 35% is above the minimal required win rate, which is mathematically good. But the maximal drawdown of -12.8% is quite high for such a short timeframe, and with 8.2 trades per day the strategy seems bit overactive, which could lead to high transaction costs in real trading.

The most concerning part is the -7.1% performance in last month with -59.3% CAGR. This indicates the strategy might be curve fitted to earlier data periods and fails to perform in more recent market conditions. I would recommend to test with different lookback periods and maybe reduce trade frequency to improve quality of signals. Also the strategy seems to work better in ranging markets than trending ones, so you should consider adding trend filters.

Tabular metrics of Range breakout backtested on TSLA β€’ 1 Minute

Total Trades155Net Profit0.7%Buy & Hold Profit-0.2%
Win Rate35%Reward/Risk Ratio1.91Max Drawdown-12.8%
Asset Max Drawdown-19.2%Exposure25.6%Avg Candles in Position15.5
Sharpe RatioSortino RatioRealized Volatilityβ€”
Max Winning Streak4Avg Winning Streak1.6Max Losing Streak8
Avg Losing Streak2.8Avg Trades per Month244.7Avg Trades per Day8.2
Return Std Dev1.0Loss Std Dev0.6Win Std Dev1.3
Expectancy0.0Beta0.28

All backtests for Range breakout

backtestexposurepeformance vs assetdrawdown vs assetwin%reward/risk
BTCUSDT β€’ 1 Minute
26%(0.4%/-0.5%) -0.80x(-2.3%/-4.5%) 0.51x461.3
EURUSD β€’ 1 Minute
22%(-0.5%/0.9%) -0.56x(-0.6%/-0.7%) 0.86x222.8
GLD β€’ 1 Minute
32%(0.6%/-1.4%) -0.43x(-1.9%/-4.1%) 0.46x381.8
NVDA β€’ 1 Minute
25%(7.8%/20.4%) 0.38x(-3.7%/-5.3%) 0.70x343.0
PLTR β€’ 1 Minute
28%(1.3%/15.0%) 0.09x(-5.4%/-12.9%) 0.42x361.9
SPY β€’ 1 Minute
32%(1.6%/6.6%) 0.24x(-1.1%/-1.5%) 0.73x352.4
TSLA β€’ 1 Minute
26%(0.7%/-0.2%) -3.50x(-12.8%/-19.2%) 0.67x351.9
WMT β€’ 1 Minute
31%(-0.5%/3.3%) -0.15x(-3.2%/-5.1%) 0.63x322.0
BTCUSDT β€’ 10 Minutes
33%(10.5%/14.3%) 0.73x(-4.9%/-12.1%) 0.40x362.4
EURUSD β€’ 10 Minutes
23%(1.1%/1.8%) 0.61x(-1.2%/-4.3%) 0.28x391.8
GLD β€’ 10 Minutes
38%(9.4%/35.8%) 0.26x(-5.4%/-8.3%) 0.65x372.2
NVDA β€’ 10 Minutes
30%(19.8%/37.4%) 0.53x(-28.5%/-42.8%) 0.67x461.4
PLTR β€’ 10 Minutes
31%(43.5%/467.7%) 0.09x(-32.3%/-46.5%) 0.69x401.9
SPY β€’ 10 Minutes
33%(5.1%/13.1%) 0.39x(-9.7%/-20.7%) 0.47x391.8
TSLA β€’ 10 Minutes
28%(30.7%/25.4%) 1.21x(-21.4%/-55.3%) 0.39x401.9
WMT β€’ 10 Minutes
32%(23.2%/39.5%) 0.59x(-5.3%/-23.8%) 0.22x412.1
BTCUSDT β€’ 1 Hour
34%(0.5%/70.3%) 0.01x(-18.7%/-30.6%) 0.61x342.0
EURUSD β€’ 1 Hour
30%(1.6%/7.1%) 0.23x(-6.8%/-9.0%) 0.76x342.1
GLD β€’ 1 Hour
38%(39.3%/122.5%) 0.32x(-19.5%/-22.2%) 0.88x392.2
NVDA β€’ 1 Hour
44%(555.6%/3243.4%) 0.17x(-52.5%/-68.0%) 0.77x462.1
PLTR β€’ 1 Hour
38%(449.7%/1466.7%) 0.31x(-56.3%/-86.6%) 0.65x432.4
SPY β€’ 1 Hour
36%(28.0%/107.0%) 0.26x(-17.4%/-35.1%) 0.50x402.0
TSLA β€’ 1 Hour
39%(1353.0%/1305.7%) 1.04x(-40.8%/-75.1%) 0.54x393.1
WMT β€’ 1 Hour
33%(60.9%/145.2%) 0.42x(-15.7%/-26.9%) 0.58x392.4
BTCUSDT β€’ Daily
35%(549.0%/1346.8%) 0.41x(-54.7%/-76.6%) 0.71x473.3
GLD β€’ Daily
32%(83.3%/592.8%) 0.14x(-21.7%/-45.3%) 0.48x481.8
NVDA β€’ Daily
32%(6469.1%/396269.9%) 0.02x(-55.8%/-90.0%) 0.62x502.7
SPY β€’ Daily
22%(90.1%/1344.4%) 0.07x(-15.9%/-56.7%) 0.28x492.3
TSLA β€’ Daily
30%(2791.1%/24273.6%) 0.11x(-42.7%/-75.0%) 0.57x424.8
WMT β€’ Daily
30%(30.4%/10116.3%) 0.00x(-67.6%/-50.6%) 1.34x391.8