MACD Liquidity Spectrum by @DaviddTech 🤖 [c37935d3]
🛡️ MACDLIQUIDITYSPECTRUM BTCUSDT 1H 16.4
@davidec29
⌛1 hour
⚪️ Deep Backtest
Last updated: 2 hours agoTrades per Day
Key Performance Metrics
- First Traded Date: 2019-04-02 06:00:00
- Sharpe Ratio: 0.50
- Sortino Ratio: 1.49
- Calmar: -0.25
- Longest DD Days: 67.00
- Volatility: 5.95
- Skew: 1.26
- Kurtosis: 4.97
- Expected Daily: 0.03
- Expected Monthly: 0.68
- Expected Yearly: 8.49
- Kelly Criterion: 10.26
- Daily Value-at-Risk: -0.53
- Expected Shortfall (cVaR): -0.76
- Last Trade Date: 2025-03-26 01:00:00
- Max Consecutive Wins: 6
- Number Winning Trades 146
- Max Consecutive Losses: 11
- Number Losing Trades: 197
- Gain/Pain Ratio: -0.25
- Gain/Pain (1M): 1.32
- Payoff Ratio: 1.79
- Common Sense Ratio: 1.32
- Tail Ratio: 1.58
- Outlier Win Ratio: 3.86
- Outlier Loss Ratio: 5.56
- Recovery Factor: 0.00
- Ulcer Index: 0.02
- Serenity Index: 0.48
AI Trading Bot Quantitative Analyst
Performance Analysis
Upon reviewing the provided QuantStats report, several performance metrics stand out that merit attention:
Metric | Value |
---|---|
Net Profit | 11,168.99 |
Sharpe Ratio | 0.501 |
Profit Factor | 1.319 |
Maximum Drawdown | -46.9% |
Volatility (Annualized) | 5.96% |
Annualized Return (CAGR %) | 1.79% |
Winning Trade Percentage | 42.57% |
The strategy shows a moderate Sharpe ratio of 0.501, which is considered good in crypto markets. However, the maximum drawdown of -46.9% is higher than the desirable threshold, indicating significant risk exposure during trading periods. Despite this, the profit factor above 1 suggests that the strategy is profitable overall.
Strategy Viability
Based on the data provided, the strategy is viable under certain conditions but does require some adjustments to be highly efficient for real-world trading. It has a solid foundation, particularly in leveraging volatility and achieving profitability. However, ongoing performance improvement, especially in reducing drawdowns, would further enhance its effectiveness and consistency.
Risk Management
There are several areas where risk management can be improved to reduce the strategy’s maximum drawdown and enhance its overall sustainability:
- Max drawdown can be reduced by utilizing less leverage during volatile market conditions.
- Implementing tighter stop-loss policies to limit potential losses during adverse market movements.
- Adopting adaptive position sizing methods to adjust the risk exposure dynamically based on market behavior.
Improvement Suggestions
To further refine strategy performance and robustness, the following improvements are recommended:
- Experiment with optimizing key strategy parameters to achieve a better balance between return and risk.
- Consider incorporating a variety of technical indicators to improve entry and exit decisions.
- Conduct additional backtesting and forward testing under diverse market conditions to ensure robustness.
- Leverage portfolio diversification strategies to mitigate the impact of individual trade losses.
Final Opinion
In summary, the strategy offers a foundational performance showing profitability potential in crypto trading. However, volatility management and drawdown reduction are crucial to improving this strategy. With strategic adjustments and robust testing, the strategy can transition from good to exceptional.
Recommendation: It's advised to proceed with strategic modifications and optimization. Focus heavily on enhancing risk management practices to minimize drawdowns while testing across various market conditions to reinforce the strategy’s robustness.
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
2019 | 0.00% | 0.00% | 0.00% | 28.82% | 19.90% | 17.78% | 2.84% | 5.27% | 2.77% | -11.57% | -9.07% | 12.85% |
2020 | 10.71% | 9.70% | 30.75% | 4.29% | -0.81% | 3.12% | 9.49% | 14.03% | 7.46% | 8.10% | 20.89% | 14.68% |
2021 | 18.07% | 47.31% | 4.62% | 11.18% | 43.64% | 27.99% | -2.77% | 1.73% | -0.15% | 3.04% | -5.00% | -9.81% |
2022 | 5.62% | 5.24% | -0.60% | 8.04% | 39.80% | 24.69% | 9.33% | -6.13% | 5.59% | 4.43% | 18.52% | -2.90% |
2023 | 35.09% | -2.00% | 22.44% | -8.49% | 0.64% | 5.73% | -0.06% | -12.23% | -4.72% | 24.64% | 8.48% | 9.12% |
2024 | 20.46% | 19.30% | 4.10% | -6.62% | -13.23% | 1.24% | 10.71% | -15.00% | Login to see results | Login to see results | Login to see results | Login to see results |
2025 | Login to see results | Login to see results | Login to see results | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% |
Live Trades Stats
BTC
Base Currency
61
Number of Trades
-24.68%
Cumulative Returns
29.51%
Win Rate
2024-04-16
🟠 Incubation started
🛡️
7 Days
12.65%
30 Days
25.73%
60 Days
-7.2%
90 Days
List of Trades
Key : Pink Background = Live Trades | Black Background = Backtest Trades
All USD | All % | Long USD | Long % | Short USD | Short % | |
---|---|---|---|---|---|---|
Open P&l | 333.71 | 2.08 | ||||
Net Profit | 15933.25 | 15933.25 | 13645.26 | 13645.26 | 2287.99 | 2287.99 |
Gross Profit | 32749.2 | 32749.2 | 22937.16 | 22937.16 | 9812.03 | 9812.03 |
Gross Loss | 16815.94 | 16815.94 | 9291.9 | 9291.9 | 7524.04 | 7524.04 |
Commission Paid | 1083.92 | 657.95 | 425.98 | |||
Buy & Hold Return | 1447.19 | 1447.19 | ||||
Max Equity Run-up | 18681.18 | 99.47 | ||||
Max Drawdown | 2500.32 | 28.06 | ||||
Max Contracts Held | 1.0 | 0.0 | 1.0 | |||
Total Closed Trades | 283.0 | 144.0 | 139.0 | |||
Total Open Trades | 1.0 | 0.0 | 1.0 | |||
Number Winning Trades | 129.0 | 70.0 | 59.0 | |||
Number Losing Trades | 154.0 | 74.0 | 80.0 | |||
Percent Profitable | 45.58 | 48.61 | 42.45 | |||
Avg P&l | 56.3 | 1.49 | 94.76 | 1.96 | 16.46 | 1.01 |
Avg Winning Trade | 253.87 | 6.45 | 327.67 | 6.93 | 166.31 | 5.88 |
Avg Losing Trade | 109.19 | 2.66 | 125.57 | 2.74 | 94.05 | 2.58 |
Ratio Avg Win / Avg Loss | 2.325 | 2.61 | 1.768 | |||
Largest Winning Trade | 2082.47 | 2082.47 | 1015.04 | |||
Largest Winning Trade Percent | 8.91 | 8.91 | 7.42 | |||
Largest Losing Trade | 1297.49 | 908.91 | 1297.49 | |||
Largest Losing Trade Percent | 5.12 | 5.11 | 5.12 | |||
Avg # Bars In Trades | 54.0 | 66.0 | 41.0 | |||
Avg # Bars In Winning Trades | 70.0 | 92.0 | 45.0 | |||
Avg # Bars In Losing Trades | 40.0 | 41.0 | 39.0 | |||
Sharpe Ratio | 0.641 | |||||
Sortino Ratio | 2.861 | |||||
Profit Factor | 1.948 | 2.469 | 1.304 | |||
Margin Calls | 0.0 | 0.0 | 0.0 |
All USD | All % | Long USD | Long % | Short USD | Short % | |
---|---|---|---|---|---|---|
Open P&l | 303.91 | 2.7 | ||||
Net Profit | 11164.69 | 11164.69 | 11249.07 | 11249.07 | -84.38 | -84.38 |
Gross Profit | 46200.68 | 46200.68 | 27974.01 | 27974.01 | 18226.67 | 18226.67 |
Gross Loss | 35035.99 | 35035.99 | 16724.94 | 16724.94 | 18311.05 | 18311.05 |
Commission Paid | 1846.67 | 974.31 | 872.36 | |||
Buy & Hold Return | 2042.54 | 2042.54 | ||||
Max Equity Run-up | 18681.18 | 99.47 | ||||
Max Drawdown | 8584.99 | 46.9 | ||||
Max Contracts Held | 1.0 | 0.0 | 1.0 | |||
Total Closed Trades | 343.0 | 166.0 | 177.0 | |||
Total Open Trades | 1.0 | 1.0 | 0.0 | |||
Number Winning Trades | 146.0 | 75.0 | 71.0 | |||
Number Losing Trades | 197.0 | 91.0 | 106.0 | |||
Percent Profitable | 42.57 | 45.18 | 40.11 | |||
Avg P&l | 32.55 | 1.18 | 67.77 | 1.61 | -0.48 | 0.78 |
Avg Winning Trade | 316.44 | 6.32 | 372.99 | 6.85 | 256.71 | 5.76 |
Avg Losing Trade | 177.85 | 2.63 | 183.79 | 2.71 | 172.75 | 2.56 |
Ratio Avg Win / Avg Loss | 1.779 | 2.029 | 1.486 | |||
Largest Winning Trade | 2082.47 | 2082.47 | 1552.11 | |||
Largest Winning Trade Percent | 8.91 | 8.91 | 7.42 | |||
Largest Losing Trade | 1297.49 | 1047.35 | 1297.49 | |||
Largest Losing Trade Percent | 5.12 | 5.11 | 5.12 | |||
Avg # Bars In Trades | 53.0 | 65.0 | 42.0 | |||
Avg # Bars In Winning Trades | 69.0 | 93.0 | 44.0 | |||
Avg # Bars In Losing Trades | 41.0 | 42.0 | 40.0 | |||
Sharpe Ratio | 0.504 | |||||
Sortino Ratio | 1.486 | |||||
Profit Factor | 1.319 | 1.673 | 0.995 | |||
Margin Calls | 0.0 | 0.0 | 0.0 |
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