Logit-Volume Persistence Breakout (ATOM)

Family: hybrid · Regime: trending · Complexity: high · Asset classes: Crypto (specifically ATOMUSDT) · Timeframes: 15m

Thesis

The strategy hypothesizes that market 'edge' is found only when price action escapes a high-volume equilibrium zone (POC) with statistically significant persistence (RWI > 1) and positive momentum probability (Logit P > 0.55). By requiring both volume-based structural agreement and mathematical trend validation, the system filters the 'false-positive' signals typical of high-frequency ML models in ranging crypto markets.

Components

• Volume Profile + Pivot Levels [ChartPrime] (regime) — Establishes market structure; entries are filtered to occur only when price has successfully cleared the Point of Control (POC), ensuring momentum is away from high-liquidity equilibrium.
• Random Walk Index (RWI BTF) (direction) — Acts as a trend persistence filter, ensuring that the entry is not part of a noise-heavy 'random walk' but a mathematically significant trend (RWI > 1.0).
• ATOM Coefficient Indicator (logit) (entry) — Provides the final tactical trigger using a logistic regression model that evaluates micro-market structure (FVGs, liquidity) for a short-term probability edge.
• Sherif Hilo (exit) — Provides a trailing trend-flip exit to capture large movements while closing the position when the macro-cycle highs/lows are breached.
• Extrem SuperTrend (risk) — Used for dynamic stop-loss placement and position sizing calculation based on current volatility.
• Bollinger Bands (Standard) (volatility_filter) — Ensures entries occur during periods of volatility expansion (breakouts) rather than in low-volatility 'squeeze' zones where the logit model is prone to false positives.

Known failure conditions

• ATOMUSDT market structure changes significantly rendering the hardcoded logit coefficients obsolete.
• Extended low-volatility environment where Bollinger Bandwidth remains narrow and RWI oscillates below 1.0.
• Failure of the Volume Profile POC to act as a magnet/repellent, leading to price 'stuttering' around equilibrium.

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