ARR-TC-2026-007·Technical Commentary·2026-04-02

Hawkes-Driven Order Flow and the Fragility of Apparent Momentum

· Hawkes processes· market microstructure· order flow
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Abstract

Self-exciting point process models of order arrivals reproduce a substantial fraction of empirically observed short-horizon autocorrelation in signed trades without invoking an informational hypothesis. We interpret this as a structural caution: the cross-section of apparent momentum at sub-hour horizons is partially endogenous to the matching engine and to participation thresholds, not to discovery of news.

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Notation / Conceptual Frame

Intensity λ_t = μ + ∫_0^t φ(t−s) dN_s with branching ratio ‖φ‖_1 < 1. Endogeneity is quantified by ‖φ‖_1 evolving toward criticality during regime shifts.

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Commentary

Periods in which the branching ratio approaches one are typically also periods in which conventional momentum filters appear to work. The two phenomena share a generator; one is not a forecast of the other.

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Implications for Research Methodology

Signal classification must treat near-critical regimes as ambiguity-rich rather than evidence-rich.

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Limitations

Estimators of ‖φ‖_1 are sensitive to event-time aggregation and to handling of self-trades.

§ Related Notes
This note is informational and interpretive. It does not constitute personalized investment advice. Market activity involves risk. Historical analysis and model outputs do not guarantee future results.