🚀 Nadaraya Bollinger Bands [v5] by @DaviddTech 🤖 [418ef612]
🛡️ NADARAYABBV5 1000PEPE 5M
@maniem
⌛5 minutes
⚪️ Deep Backtest
Last updated: 1 hour agoTrades per Day
Key Performance Metrics
- First Traded Date: 2023-05-06 14:25:00
- Sharpe Ratio: 0.42
- Sortino Ratio: 1.08
- Calmar: -0.32
- Longest DD Days: 262.00
- Volatility: 8.23
- Skew: -1.23
- Kurtosis: 4.53
- Expected Daily: 0.01
- Expected Monthly: 0.29
- Expected Yearly: 3.48
- Kelly Criterion: 3.79
- Daily Value-at-Risk: -0.89
- Expected Shortfall (cVaR): -1.44
- Last Trade Date: 2025-01-14 23:15:00
- Max Consecutive Wins: 12
- Number Winning Trades 402
- Max Consecutive Losses: 7
- Number Losing Trades: 232
- Gain/Pain Ratio: -0.32
- Gain/Pain (1M): 1.06
- Payoff Ratio: 0.62
- Common Sense Ratio: 1.06
- Tail Ratio: 0.82
- Outlier Win Ratio: 4.46
- Outlier Loss Ratio: 3.42
- Recovery Factor: 0.00
- Ulcer Index: 0.07
- Serenity Index: 0.31
AI Trading Bot Quantitative Analyst
Performance Analysis
Upon reviewing the provided QuantStats report, several performance metrics stand out that merit attention:
Metric | Strategy |
---|---|
Net Profit | 797.55 |
Sharpe Ratio | 0.421 |
Profit Factor | 1.066 |
Maximum Drawdown | 87.08% |
Volatility (Annualized) | 8.24% |
Annualized Return (CAGR %) | 4.64% |
Percent Profitable | 63.35% |
The strategy demonstrates modest performance with a net profit, yet it falls short in terms of risk-adjusted metrics. The Sharpe ratio of 0.421 indicates suboptimal risk-adjusted returns, slightly below the threshold of 0.5 considered good for crypto. A maximum drawdown of 87.08% is far higher than the desirable level, signifying high risk exposure in turbulent market conditions.
Strategy Viability
Based on the current data, the strategy faces challenges for real-world trading viability. While the percentage of profitable trades is promising at 63.35%, the profit factor of 1.066 doesn't strongly justify the trade-off of a high drawdown and low Sharpe ratio. Market conditions under which the strategy has yielded returns could be specific and potentially volatile, requiring caution in reliance on its continuation.
Risk Management
The high maximum drawdown raises concerns regarding the risk management framework of the strategy. Effective measures are necessary to mitigate this, such as:
- Reducing leverage to control potential drawdowns and improve the Calmar ratio.
- Incorporating tighter stop-loss strategies to minimize downside risk.
- Applying more diversified position sizing to lessen the overall impact of losing trades.
Improvement Suggestions
To enhance the strategy’s effectiveness and robustness, consider the following recommendations:
- Refine strategy parameters to balance risk and returns, especially reducing drawdowns.
- Integrate additional technical or fundamental indicators to improve trade decision accuracy.
- Conduct rigorous sensitivity analysis and stress testing to evaluate robustness in varying market environments.
- Explore aspects of volatility-adjusted trading that can adapt to market changes dynamically.
Final Opinion
While the strategy presents a reasonable percentage of profitable trades, its overall risk-adjusted performance is lacking, particularly in terms of maximum drawdown and Sharpe ratio. These indicate room for significant improvement, particularly concerning risk management.
Recommendation: It is advisable to modify the strategy, focusing on better risk management and optimization techniques to mitigate drawdowns. Further testing and enhancements are essential before considering deployment in a live trading environment.
Standard Monthly Profit
This shows the total profits or losses of the strategy after closing a trade and the percentage gain or loss of the strategy over time.
Year/Month | January | February | March | April | May | June | July | August | September | October | November | December |
---|---|---|---|---|---|---|---|---|---|---|---|---|
2025 | Login to see results | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
2024 | 25.22% | -3.17% | -6.72% | 70.25% | -95.16% | -15.53% | Login to see results | Login to see results | Login to see results | Login to see results | Login to see results | Login to see results |
2023 | 0.00% | 0.00% | 0.00% | 0.00% | 57.59% | 48.74% | 23.04% | 2.05% | 33.78% | 20.62% | 60.88% | 44.49% |
Live Trades Stats
1000PEPE
Base Currency
389
Number of Trades
89.45%
Cumulative Returns
61.18%
Win Rate
2023-12-19
🟠 Incubation started
🛡️
7 Days
68.68%
30 Days
5.2%
90 Days
List of Trades
Key : Pink Background = Live Trades | Black Background = Backtest Trades
All USD | All % | Long USD | Long % | Short USD | Short % | |
---|---|---|---|---|---|---|
Net Profit | 9,735.15 USD | 973.51 | 4,309.43 USD | 430.94 | 5,425.71 USD | 542.57 |
Gross Profit | 26,535.98 | 2,653.60 | 9,831.51 | 983.15 | 16,704.47 | 1,670.45 |
Gross Loss | 16,800.84 | 1,680.08 | 5,522.08 | 552.21 | 11,278.76 | 1,127.88 |
Max Run-up | 11,188.15 | 91.80 | ||||
Max Drawdown | 2,357.55 | 46.10 | ||||
Buy & Hold Return | −578.28 | −57.83 | ||||
Sharpe Ratio | 1.497 | |||||
Sortino Ratio | 17.755 | |||||
Profit Factor | 1.579 | 1.78 | 1.481 | |||
Max Contracts Held | 62,461,637 | 54,370,639 | 62,461,637 | |||
Open PL | 0 | 0.00 | ||||
Commission Paid | 3,337.18 | 1,102.71 | 2,234.48 | |||
Total Closed Trades | 245 | 106 | 139 | |||
Total Open Trades | 0 | 0 | 0 | |||
Number Winning Trades | 164 | 68 | 96 | |||
Number Losing Trades | 81 | 38 | 43 | |||
Percent Profitable | 66.94 | 64.15 | 69.06 | |||
Avg Trade | 39.74 | 0.17 | 40.66 | 0.06 | 39.03 | 0.25 |
Avg Winning Trade | 161.80 | 0.96 | 144.58 | 0.96 | 174.00 | 0.97 |
Avg Losing Trade | 207.42 | 1.44 | 145.32 | 1.55 | 262.30 | 1.35 |
Ratio Avg Win / Avg Loss | 0.78 | 0.995 | 0.663 | |||
Largest Winning Trade | 971.48 | 2.89 | 971.48 | 2.10 | 839.22 | 2.89 |
Largest Losing Trade | 961.14 | 4.31 | 961.14 | 4.31 | 874.39 | 3.80 |
Avg # Bars in Trades | 17 | 18 | 16 | |||
Avg # Bars in Winning Trades | 16 | 14 | 17 | |||
Avg # Bars in Losing Trades | 19 | 25 | 15 | |||
Margin Calls | 0 | 0 | 0 |
All USD | All % | Long USD | Long % | Short USD | Short % | |
---|---|---|---|---|---|---|
Net Profit | 8,112.06 USD | 811.21 | 4,969.37 USD | 496.94 | 3,142.69 USD | 314.27 |
Gross Profit | 128,916.78 | 12,891.68 | 38,142.43 | 3,814.24 | 90,774.34 | 9,077.43 |
Gross Loss | 120,804.71 | 12,080.47 | 33,173.06 | 3,317.31 | 87,631.66 | 8,763.17 |
Max Run-up | 19,217.93 | 95.06 | ||||
Max Drawdown | 17,604.34 | 87.08 | ||||
Buy & Hold Return | 5,149.43 | 514.94 | ||||
Sharpe Ratio | 0.423 | |||||
Sortino Ratio | 1.078 | |||||
Profit Factor | 1.067 | 1.15 | 1.036 | |||
Max Contracts Held | 105,324,544 | 105,324,544 | 102,653,220 | |||
Open PL | 0 | 0.00 | ||||
Commission Paid | 16,398.91 | 4,995.18 | 11,403.74 | |||
Total Closed Trades | 634 | 289 | 345 | |||
Total Open Trades | 0 | 0 | 0 | |||
Number Winning Trades | 402 | 180 | 222 | |||
Number Losing Trades | 232 | 109 | 123 | |||
Percent Profitable | 63.41 | 62.28 | 64.35 | |||
Avg Trade | 12.80 | 0.10 | 17.20 | 0.04 | 9.11 | 0.14 |
Avg Winning Trade | 320.69 | 1.05 | 211.90 | 1.03 | 408.89 | 1.07 |
Avg Losing Trade | 520.71 | 1.56 | 304.34 | 1.59 | 712.45 | 1.53 |
Ratio Avg Win / Avg Loss | 0.616 | 0.696 | 0.574 | |||
Largest Winning Trade | 1,954.02 | 2.89 | 971.48 | 2.12 | 1,954.02 | 2.89 |
Largest Losing Trade | 3,366.40 | 5.22 | 1,563.86 | 5.22 | 3,366.40 | 4.41 |
Avg # Bars in Trades | 15 | 16 | 15 | |||
Avg # Bars in Winning Trades | 15 | 13 | 16 | |||
Avg # Bars in Losing Trades | 17 | 19 | 14 | |||
Margin Calls | 0 | 0 | 0 |
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