Aroon-WAE Explosive Regression Strategy
Family: breakout · Regime: trending · Complexity: medium · Asset classes: Equities, Forex, Crypto · Timeframes: M15, H1, H4
Thesis
Market trends frequently initiate with a volatility 'explosion' that can be differentiated from noise by confirming that the price velocity (REI) and the structural time-since-extreme (Aroon) are synchronized with a high-momentum regime (CCI). By entering only when MACD-based acceleration exceeds a dynamic Bollinger volatility threshold, we capture the meat of the trend's expansion phase.
Components
- Commodity Channel Index (CCI) (regime) — Acts as the regime filter to ensure the market is in a state of high relative momentum (values > 100 or < -100) rather than a mean-reverting noise regime.
- Aroon (direction) — Identifies the structural trend direction by calculating the time since the last 25-period high/low, ensuring we are not just trading a momentum spike but a structural shift.
- Waddah Attar Explosion (WAE) (entry) — The trigger mechanism that requires momentum (MACD slope) to exceed a volatility threshold (BB width), capturing the 'explosion' phase.
- Moving Average Convergence Divergence (MACD) (exit) — Used to signal momentum exhaustion; once the MACD histogram begins to contract or cross the signal line, the explosive phase is assumed over.
- Standard Error of Regression (STDERR) (risk) — Quantifies the deviation from a linear trend. It defines the stop-loss distance by measuring how much price normally fluctuates around its current linear trajectory.
- Range Expansion Index (REI) (confirmation) — A noise-filtering oscillator that confirms the price velocity is 'clean' and not a result of choppy, range-bound behavior.
Known failure conditions
- Strategy fails in 'grinding' trends where price moves slowly but steadily, as WAE requires an explosion of volatility to trigger.
- Failure occurs when CCI remains between -100 and 100 for extended periods, causing the strategy to sit idle during valid slow-moving trends.
- Invalidated if STDERR values are consistently higher than the average ATR, indicating the linear regression model is no longer capturing price structure.
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