Alpha Research Note #02 · 26/05/2026
Volume-Gated VWAP Dislocation Reversal
Thesis: VWAP dislocations revert more reliably when volume is above its recent norm.
Participation pressure creates the setup.
The signal activates only when participation rises above its recent norm. In that regime, deviations from VWAP are more likely to reflect temporary flow pressure than durable information.
Price stretches away from VWAP
Temporary execution imbalance
Reversal pressure emerges
Clean public specification, proprietary expression protected.
The note describes the economic structure and implementation setup without disclosing the full proprietary expression used in simulation.
| Signal family | Conditional intraday mean reversion |
|---|---|
| Activation logic | Volume exceeds recent average activity |
| Reference anchor | VWAP |
| Dislocation measure | 3-day average price deviation from VWAP |
| Directional logic | Reversal position against short-term extension |
| Scaling logic | Higher weight during more abnormal participation |
| Trading regime | Active only in elevated participation states |
The signal avoids reacting to every VWAP deviation and trades only when participation rises above its recent norm.
VWAP serves as the short-term benchmark for identifying whether price has moved materially away from prevailing execution levels.
The construction separates trigger, dislocation, and scaling logic so that participation defines when to trade and reversion defines the direction.
Positive sample profile, moderated later-cycle strength.
The in-sample profile shows a steadily positive cumulative PnL path, strongest acceleration during 2020, and constructive continuation afterward.
The edge is credible, but not yet fully isolated.
The evidence supports a disciplined conditional mean-reversion profile. The next step is tighter validation of whether abnormal participation genuinely improves tradability.
What the evidence supports
The in-sample evidence supports a credible conditional mean reversion profile. Cumulative PnL remained positive across the sample, rolling Sharpe stayed constructive, and turnover behaviour was consistent with an actively refreshed signal rather than passive exposure.
Main limitation
The current evidence does not yet isolate whether the edge comes uniquely from VWAP dislocation itself. Part of the performance may still reflect broader short-term reversal, liquidity effects, or elevated volatility regimes rather than the intended execution-imbalance mechanism alone.
Falsification logic
The thesis weakens if the signal loses most of its strength after controlling for generic reversal effects, simple volume sorting, or volatility-driven dislocations. It would also weaken if the volume gate adds little value relative to a non-volume-gated VWAP reversal baseline.
Next validation steps
- Compare against a non-volume-gated VWAP reversal baseline.
- Test sensitivity to alternative participation thresholds.
- Evaluate robustness across sectors and sub-universes.
- Review delay and decay sensitivity.
- Assess overlap with generic short-term reversal factors.
Bottom line
This note documents a disciplined and economically interpretable conditional signal. The next research step is not broader storytelling, but tighter validation of whether abnormal participation genuinely improves the tradability of VWAP dislocations.
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