F1Telemetry

Belgian Grand Prix 2026

Race

Round 10

Spearman ρ0.917Strong accuracy

Locked 19 Jul 2026

Circuit prior ρ0.917avg ρ from prior visits to this circuit
FP2 Signals

FP2 → Race calibration ρ: -0.500

P1 GAS
P2 VER
P3 HAD
Analyst Intelligence
CS-01Medium confidenceHAM

FP2 long-run called 47% of race pace ranks correctly; HAM was the exception

  • ›9 of 19 drivers finished within 3 positions of their FP2 long-run rank
  • ›HAM: FP2 ranked P22, race result P4 (-18 positions)
  • ›Best prediction match: ALO — FP2 P19, actual P19

FP2 long-run data is the strongest single predictor of race pace (academic correlation ρ ≈ 0.67 vs race, strongest of any practice session). At 47% of the field within 3 positions, the model's practice-session intelligence is working as designed.

HAM's divergence from their FP2 signal is worth investigating: a meaningful gap between Friday pace and Sunday result suggests either a setup change between FP and race, a significant fuel load difference in long runs, or conditions that changed between sessions.

ci-perf-insightHigh confidence

ANT was quickest through the high speed section, the biggest sector gain of any driver in the comparison group — over 1.76s ahead of the field median.

ci-perf-insightHigh confidence

ANT improved consistently as the session progressed, benefiting from an evolving track surface — their best effort came as conditions peaked.

Predicted vs Actual — Race Finishing Order
ActualDriverPredictedΔ
P1ANTP10
P2LECP5-3
P3VERP4-1
P4HAMP6-2
P5PIAP7-2
P6HAD——
P7NORP3+4
P8BORP9-1
P9LINP8+1
P10COL——

Δ = actual position − predicted position · positive = model overrated driver · 0 = exact · all predictions locked pre-session

Prediction locked pre-session · scored against actual result post-race · methodology