Coherence as a ratio of signal to distortion
The Δ.72 coherence framework measures how well a system retains its organizing pattern over time. Originally developed for industrial instability detection, it decomposes any time-evolving signal into five fundamental operators and computes a single coherence score:
P — Pattern Retention. Correlation between the observed trajectory and the linear baseline. High P means the driver's cumulative points track their expected trend line. A driver who scores consistently has P near 1.
A — Phase Alignment. Temporal consistency measured via lag-1 autocorrelation of residuals. High A means deviations from baseline are smooth, not random. The system remembers where it was.
R — Recovery. Ability to return toward the baseline after a deviation. High R means perturbations are corrected — a bad race is followed by a good one.
D — Drift. Mean absolute deviation from the baseline trajectory. High D means the driver has moved far from their expected path — the signal is no longer where it started.
N — Noise Amplification. Normalized variance of residuals. High N means the deviations are erratic and growing. The system is amplifying disturbances rather than damping them.
2026 championship after Round 5
Semi-circular gauge showing the championship's position within coherence regimes
Individual driver Δ scores, sorted by coherence (descending). Drivers with insufficient data are excluded.
| Driver | Team | Δ | Regime | P | A | R | D | N | 𝓜 | 𝓦 |
|---|
Horizontal bars showing each driver's Δ score, colored by regime classification
Cumulative points (solid) against linear baseline (dashed) for the top 6 drivers. The gap between signal and baseline is the coherence measurement.
What the coherence analysis reveals about the 2026 championship
What does 𝓜 (Memory-of-Attractor) mean for F1? High 𝓜 means teams and drivers tend to return to their expected performance level after disruptions — a DNF or a lucky result doesn't permanently alter the standings trajectory. The championship "remembers" the competitive order. Low 𝓜 means disruptions stick: a single bad weekend can permanently reshape the championship narrative.
What does 𝓦 (Windowed Recovery) mean? 𝓦 measures how quickly the standings restabilize after a shock. High 𝓦 means a surprise result (a backmarker podium, a frontrunner DNF) is absorbed within a few races. Low 𝓦 means the aftershocks propagate — one disruption cascades into a sustained shift in the competitive landscape.
A coherent championship (Δ ≥ 0.72) means drivers are performing predictably relative to their baselines. The organizing pattern holds: frontrunners stay at the front, midfield battles remain structured, and the points distribution follows its expected trajectory. A collapsed championship means extreme volatility or domination — the system has lost its organizing pattern. Either one driver has so thoroughly dominated that the rest of the field carries no signal, or results have become so chaotic that no stable hierarchy exists.