AAPL 1y Strategy Optimization Dashboard

Ranked by optimized total return. Benchmark is AAPL buy-and-hold over the same downloaded period.
Best Strategyobv_momentum_stop_target_opt
Best Return+56.86%
Buy and Hold+58.15%
Positive Strategies35/38
Equity Plots38

Top Returns

Return vs Drawdown

Metric Heatmap

Ranked Results

RankStrategyTotal ReturnBenchmarkSharpeMax DDTradesEnd Value
1obv_momentum_stop_target_opt+56.86%+58.15%2.64-13.82%1$156,860.98
2hilbert_bollinger_stop_target_opt+56.30%+58.15%3.63-7.03%12$156,300.36
3ema_cross_with_sizing_and_stop_opt+54.09%+58.15%12.27-13.82%1$154,093.94
4trend_volatility_breakout_opt+53.50%+58.15%14.74-12.99%2$153,501.27
5pivot_stochastic_atr_opt+48.73%+58.15%2.38-11.51%10$148,734.04
6ema_stop_target_grid_opt+47.31%+58.15%2.58-10.70%11$147,312.66
7trend_momentum_volume_rsi_opt+47.27%+58.15%14.88-7.94%3$147,273.18
8regime_switching_trend_opt+47.14%+58.15%3.14-5.45%11$147,143.01
9trend_strength_volatility_breakout_opt+42.40%+58.15%2.43-13.94%4$142,400.47
10ichimoku_cloud_opt+38.48%+58.15%2.31-12.27%5$138,483.26
11volatility_scaled_breakout_opt+38.48%+58.15%2.38-10.92%4$138,480.67
12moving_average_slope_stop_opt+35.31%+58.15%2.71-8.84%10$135,310.94
13ema_adx_cross_opt+34.40%+58.15%3.18-3.61%3$134,395.73
14donchian_breakout_opt+34.29%+58.15%2.33-8.01%5$134,287.59
15ema_ppo_volume_trend_opt+33.91%+58.15%2.36-11.78%2$133,908.30
16ema_atr_adx_opt+32.51%+58.15%2.30-8.48%5$132,513.33
17macd_trend_opt+31.36%+58.15%2.53-5.83%10$131,364.35
18bollinger_regime_adaptive_opt+30.33%+58.15%3.08-3.27%5$130,329.86
19adaptive_vortex_trend_opt+28.91%+58.15%2.22-6.54%24$128,906.77
20gmm_regime_filter_opt+25.17%+58.15%2.13-5.58%31$125,170.79
21momentum_atr_trailing_stop_opt+24.76%+58.15%2.75-3.58%5$124,761.21
22decision_tree_ema_ml_opt+21.85%+58.15%3.25-1.97%7$121,852.55
23volatility_cooling_atr_opt+21.39%+58.15%1.82-9.83%20$121,393.03
24vol_cluster_reversion_opt+19.98%+58.15%2.78-2.47%4$119,977.12
25triple_ema_sl_tp_opt+19.77%+58.15%1.53-12.45%6$119,772.10
26adaptive_momentum_squeeze_opt+19.66%+58.15%2.11-6.04%5$119,664.60
27heikin_ashi_trend_opt+17.37%+58.15%1.18-22.92%3$117,366.72
28ema_cross_resistance_breakouts_opt+15.79%+58.15%11.65-2.52%1$115,794.58
29bollinger_squeeze_breakout_opt+15.45%+58.15%10.70-2.62%7$115,446.94
30rsi_mean_reversion_opt+15.23%+58.15%2.78-1.64%3$115,226.76
31ema_cross_bb_width_filter_opt+14.17%+58.15%11.32-2.52%1$114,166.26
32stochastic_trend_opt+8.40%+58.15%n/a-2.52%1$108,403.60
33ultimate_oscillator_trend_opt+6.92%+58.15%n/a-3.95%4$106,918.42
34intraday_volatility_breakout_opt+2.77%+58.15%13.05-1.47%1$102,773.93
35zscore_mean_reversion_opt+2.65%+58.15%0.55-3.14%10$102,648.82
36keltner_mean_reversion_opt+0.00%+58.15%infn/a0$100,000.00
37hurst_regime_ema_cross_opt+0.00%+58.15%infn/a0$100,000.00
38awesome_oscillator_divergence_opt-9.90%+58.15%-1.51-14.85%2$90,097.60

Equity Curve Gallery

Failures recorded: 2. Source files: summary.csv, per_strategy_results/*.csv, and *_equity_vs_buy_hold.png.