Identifying Overlapping Constraints
Exposing duplicate filters that artificially reduce universe visibility and introduce computational drag without refining candidate quality.
Correlation: 0.94
Stacking Collinear Momentum Oscillators
Pairing 14-period RSI with Stochastic %K and 12-day Williams %R creates an illusion of consensus while executing three mathematically equivalent measures of price relative to recent range.
Trend Redundancy
Dual Moving Average Slope Multiplications
Coupling 20-day SMA directional slope alongside 21-day EMA angle filters introduces dual lag confirmation without isolating distinct price actions or distinct horizon variances.
Screen Efficiency Axiom
Every independent condition in a screening sequence must evaluate an orthogonal statistical dimension: trend direction, liquidity thresholds, volatility expansion, or catalog structure.
Collinear Condition Audit Simulator
Toggle overlapping screening criteria to evaluate statistical correlation and filter redundancy across a standardized universe.
Core momentum filter assessing 14-period relative price strength.
Collinear oscillator measuring closing range location.
Duplicate bounded oscillation formula identical in periodic scope.
Screening Efficiency Metrics Zero Overlap
Current stack operates with clean parameter independence. Each added constraint must introduce a separate quantitative axis.