TRENDHOO AAVEUSDT 90M 21.05 - @kubajs
⚪️ Deep Backtest
Last updated: 2 hours agoTrades per Day
Key Performance Metrics
- First Traded Date: 2021-05-23 17:00:00
- Sharpe Ratio: 0.43
- Sortino Ratio: 1.00
- Calmar: -1.77
- Longest DD Days: 111.00
- Volatility: 23.60
- Skew: 0.79
- Kurtosis: 27,942.56
- Expected Daily: 0.19
- Expected Monthly: 4.12
- Expected Yearly: 62.42
- Kelly Criterion: 12.82
- Risk of Ruin: 147.69
- Daily Value-at-Risk: -1.75
- Expected Shortfall (cVaR): -2.25
- Last Trade Date: 2024-09-06 21:30:00
- Max Consecutive Wins: 6
- Number Winning Trades 196
- Max Consecutive Losses: 9
- Number Losing Trades: 287
- Gain/Pain Ratio: -1.77
- Gain/Pain (1M): 1.47
- Payoff Ratio: 2.16
- Common Sense Ratio: 1.47
- Tail Ratio: 1.73
- Outlier Win Ratio: 2.42
- Outlier Loss Ratio: 5.36
- Recovery Factor: 8.18
- Ulcer Index: 0.49
- Serenity Index: 10.86
AI Trading Bot Quantitative Analyst
Performance Analysis
Upon reviewing the provided QuantStats report, several performance metrics stand out that merit attention:
Metric | Strategy |
---|---|
Sharpe Ratio | 0.471 |
Sortino Ratio | 1.153 |
Maximum Drawdown | 17.70% |
Annualized Return (CAGR %) | 69.45% |
Volatility (Annualized) | 23.67% |
Win Rate | 41.05% |
The strategy exhibits a solid performance, offering an annualized return of 69.45%. While the Sharpe ratio of 0.471 indicates moderate risk-adjusted returns, the Sortino ratio of 1.153 highlights the strategy's capability to handle downside risk effectively. The maximum drawdown of 17.70% is relatively controlled given the high annualized returns, suggesting an overall balanced risk-return profile.
Strategy Viability
Based on the data provided, this strategy has elements that suggest its viability for real-world trading under the observed conditions. The annualized return is compelling, and the ability to manage drawdowns indicates robustness. However, the Sharpe ratio is below industry benchmarks (generally above 1.0), implying there is still room for improvement. The strategy may perform best in trending markets where the expected monthly and yearly returns of 4.493% and 69.45% respectively are achieved. It is crucial to verify if these market conditions are likely to persist.
Risk Management
The strategy employs satisfactory risk management techniques, as indicated by the controlled maximum drawdown and a reasonable Gain/Pain Ratio of 1.585. Also, the use of position sizing is evident with a maximum of 768 contracts held. Nevertheless, there are areas where risk management could be improved:
- Introducing dynamic position sizing that adjusts exposure based on current market volatility.
- Implementing more stringent stop-loss mechanisms to limit potential losses further.
- Diversifying the trading portfolio to reduce unsystematic risk.
Improvement Suggestions
To further enhance the strategy’s performance and robustness, consider the following recommendations:
- Optimize the strategy parameters to improve returns while maintaining or reducing drawdowns.
- Incorporate additional technical indicators to refine trade entry and exit points.
- Conduct out-of-sample and forward-testing to validate the strategy’s robustness across different market conditions.
- Enhance the risk management framework by integrating techniques such as Value-at-Risk (VaR) adjustments and stress testing.
Final Opinion
In summary, the strategy demonstrates strong annualized returns and controlled risk metrics, making it an attractive candidate for further development. The controlled drawdown and decent risk-adjusted metrics suggest that the framework is solid but can be optimized further.
Recommendation: Proceed with further testing and optimization of the strategy. Implement suggested improvements to increase robustness and adapt the risk management framework to handle higher market volatility more effectively.
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
2024 | 8.70% | 2.39% | Login to see results | Login to see results | Login to see results | Login to see results | Login to see results | Login to see results | Login to see results | 0.00% | 0.00% | 0.00% |
2023 | 7.89% | -1.46% | -0.72% | -1.68% | 2.15% | -1.52% | 0.60% | 0.80% | 4.93% | -0.40% | -3.31% | 7.57% |
2022 | 2.25% | 5.31% | 5.06% | -0.52% | -2.97% | 12.35% | 4.55% | 2.79% | -1.84% | 4.46% | 7.38% | 2.23% |
2021 | 0.00% | 0.00% | 0.00% | 0.00% | 2.22% | -6.93% | -3.18% | -6.52% | 3.11% | -2.32% | 4.32% | 6.43% |
Live Trades Stats
AAVE
Base Currency
46
Number of Trades
19.45%
Cumulative Returns
39.13%
Win Rate
2024-05-21
🟠 Incubation started
0.55%
7 Days
3.78%
30 Days
17.18%
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 | 106,975.25 USD | 106.98 | 56,473.43 USD | 56.47 | 50,501.81 USD | 50.50 |
Gross Profit | 363,209.23 | 363.21 | 175,670.00 | 175.67 | 187,539.23 | 187.54 |
Gross Loss | 256,233.98 | 256.23 | 119,196.57 | 119.20 | 137,037.41 | 137.04 |
Max Run-up | 128,147.15 | 60.20 | ||||
Max Drawdown | 19,168.88 | 18.62 | ||||
Buy & Hold Return | −75,796.33 | −75.80 | ||||
Sharpe Ratio | 0.425 | |||||
Sortino Ratio | 0.922 | |||||
Profit Factor | 1.417 | 1.474 | 1.369 | |||
Max Contracts Held | 768 | 715 | 768 | |||
Open PL | 0 | 0.00 | ||||
Commission Paid | 7,586.06 | 4,020.68 | 3,565.38 | |||
Total Closed Trades | 439 | 228 | 211 | |||
Total Open Trades | 0 | 0 | 0 | |||
Number Winning Trades | 179 | 98 | 81 | |||
Number Losing Trades | 260 | 130 | 130 | |||
Percent Profitable | 40.77 | 42.98 | 38.39 | |||
Avg Trade | 243.68 | 0.84 | 247.69 | 0.84 | 239.35 | 0.85 |
Avg Winning Trade | 2,029.10 | 8.84 | 1,792.55 | 7.66 | 2,315.30 | 10.28 |
Avg Losing Trade | 985.52 | 4.66 | 916.90 | 4.30 | 1,054.13 | 5.03 |
Ratio Avg Win / Avg Loss | 2.059 | 1.955 | 2.196 | |||
Largest Winning Trade | 9,163.59 | 37.96 | 6,736.86 | 28.89 | 9,163.59 | 37.96 |
Largest Losing Trade | 6,000.78 | 22.29 | 3,026.59 | 13.61 | 6,000.78 | 22.29 |
Avg # Bars in Trades | 28 | 21 | 37 | |||
Avg # Bars in Winning Trades | 36 | 25 | 49 | |||
Avg # Bars in Losing Trades | 23 | 18 | 29 | |||
Margin Calls | 0 | 0 | 0 |
All USD | All % | Long USD | Long % | Short USD | Short % | |
---|---|---|---|---|---|---|
Net Profit | 146,115.44 USD | 146.12 | 86,505.86 USD | 86.51 | 59,609.58 USD | 59.61 |
Gross Profit | 443,574.51 | 443.57 | 227,754.47 | 227.75 | 215,820.03 | 215.82 |
Gross Loss | 297,459.07 | 297.46 | 141,248.61 | 141.25 | 156,210.46 | 156.21 |
Max Run-up | 183,830.07 | 68.46 | ||||
Max Drawdown | 19,168.88 | 18.62 | ||||
Buy & Hold Return | −62,913.71 | −62.91 | ||||
Sharpe Ratio | 0.433 | |||||
Sortino Ratio | 0.997 | |||||
Profit Factor | 1.491 | 1.612 | 1.382 | |||
Max Contracts Held | 768 | 715 | 768 | |||
Open PL | −480.34 | −0.20 | ||||
Commission Paid | 8,968.63 | 4,846.19 | 4,122.43 | |||
Total Closed Trades | 483 | 252 | 231 | |||
Total Open Trades | 1 | 1 | 0 | |||
Number Winning Trades | 196 | 109 | 87 | |||
Number Losing Trades | 287 | 143 | 144 | |||
Percent Profitable | 40.58 | 43.25 | 37.66 | |||
Avg Trade | 302.52 | 0.88 | 343.28 | 0.95 | 258.05 | 0.81 |
Avg Winning Trade | 2,263.14 | 8.90 | 2,089.49 | 7.80 | 2,480.69 | 10.27 |
Avg Losing Trade | 1,036.44 | 4.59 | 987.75 | 4.27 | 1,084.79 | 4.91 |
Ratio Avg Win / Avg Loss | 2.184 | 2.115 | 2.287 | |||
Largest Winning Trade | 13,125.51 | 37.96 | 13,125.51 | 28.89 | 9,470.59 | 37.96 |
Largest Losing Trade | 6,000.78 | 22.29 | 4,368.25 | 13.61 | 6,000.78 | 22.29 |
Avg # Bars in Trades | 28 | 23 | 35 | |||
Avg # Bars in Winning Trades | 36 | 27 | 47 | |||
Avg # Bars in Losing Trades | 23 | 20 | 27 | |||
Margin Calls | 0 | 0 | 0 |
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