F1Telemetry

Race Predictions

2026 Season Accuracy↑ improving
avg race ρ0.73
14 / 24 races scored11 strong calls (ρ ≥ 0.7)
Spearman ρ: 1.0 = perfect · 0 = random · predictions locked pre-session

Called 11 of 14 races with strong accuracy (ρ ≥ 0.7) — all predictions locked before the session · 10 races remaining.

Credibility Scoreboard

2026 Season · Prediction Accuracy

Recent accuracy
81%
Model driftModerate driftscore 0.27
Events scored5this season
Correct5/5this season
Accuracy trendBELHUNNEDITAESP
Recent results
BEL
HUN
NED
ITA
ESP2

Predictions locked pre-session · Spearman ρ for races · MAE for qualifying

Predictions generated and locked before each session. Post-session accuracy updated automatically after each race.

Recent Form

Last 5 Events

↑ Improvingproj. ρ 0.98
EventQuali ρRace ρSQ ρSR ρPit hit
BEL
0.887
0.794
90%*
HUN
0.927
0.939
95%*
NED
0.851
0.879
0.827
0.871
74%*
ITA
0.922
0.795
100%*
ESP2
0.887
0.751
63%*

ρ = Spearman rank correlation · 1.0 perfect · trend = last minus first in window · * SC-adjusted (hover for strict ±2)

Running Score This Season81%composite of 3 GP metrics
Race Order Accuracy0.73114 events scoredSpearman ρ · predicted vs actual finishing order · penalty-adjusted ρ: 0.754 (1 penalty events)
Quali Prediction0.87113 events scoredRank correlation · predicted vs actual qualifying order
Pit Window0.83314 events scoredSC-adjusted hit rate (strict ±2: 11%)
SC Probability40%correct direction · 5 events · pre-race static forecast, binary scored
Sprint Weekend AccuracySprintscored separately · not in GP composite
Sprint Race Order0.8145 events scoredSpearman ρ · predicted vs actual sprint race order
Sprint Qualifying0.8864 events scoredRank correlation · predicted vs actual SQ order

Spearman ρ: 1.0 = perfect order · 0 = random · −1 = inverted  |  All predictions locked pre-session, scored post-race.

Per-Event History

#EventDateQuali ρRace ρSQ ρSR ρPit hitDivergences
1AUS2026-03-080.7470.55674%*
2CHN2026-03-150.8790.86588%*
3JPN2026-03-290.9290.289100%*
4MIA2026-05-030.8780.880
0.694 adj
0.9060.72278%*
5CAN2026-05-240.8440.7360.8910.65294%*
6MON2026-06-070.6780.70794%*
7ESP2026-06-140.9180.81516%*
8AUT2026-06-280.9450.785
0.846 adj
100%*
9GBR2026-07-050.9130.4320.9210.958100%*
10BEL2026-07-190.8870.79490%*
11HUN2026-07-260.9270.93995%*
12NED2026-08-230.8510.8790.8270.87174%*
13ITA2026-09-060.9220.795100%*
14ESP22026-09-130.8870.751
0.744 adj
63%*

* SC-adjusted — counts pits that fell inside a historically likely safety-car window for that circuit (hover for strict ±2 rate)

Season Highlights
Best CallQuali ρ 0.945qualifying prediction
Biggest MissRace ρ 0.289race finishing order
Season Trajectoryimproving
avg ρ=0.73current ρ=0.75projected ρ=0.9814 races scored
Method Note

Race accuracy measures whether the predicted finishing order matches the actual result, using Spearman rank correlation (1.0 = perfect, 0 = random, −1 = inverted). Qualifying accuracy measures rank correlation between predicted and actual qualifying lap time order. Pit window accuracy measures whether the predicted pit lap was within ±2 laps of the actual pit lap. All predictions are locked before the session starts — no retroactive changes.

Prediction Archive

Upcoming PredictionAustralia 2026Race · locked 8 Mar 2026
Med. conf.Pace picture forming
Predicted podium
P1LEC
100%
P2VER
95%
P3PIA
91%
model v1
Upcoming PredictionChina 2026Race · locked 15 Mar 2026
Med. conf.Pace picture forming
Predicted podium
P1ANT
100%
P2RUS
95%
P3HAM
91%
model v1
Upcoming PredictionJapan 2026Race · locked 29 Mar 2026
Low conf.Limited session data
Predicted podium
P1LIN
100%
P2BOR
95%
P3GAS
91%
model v1

Past Predictions

R1Locked 24 Aug
Australian Grand Prix
Race ρ0.56
Result:P1RUSP2ANTP3LEC
Grid:P1RUSP2ANTP3HAD
Pit windows:
ALO L13 SHAD L16 MANT L18 HBOT L20 MPER L20 M
P1 confidence waypoints:
FP2PIA30%FP3RUS30%
R2SprintLocked 24 Aug
Chinese Grand Prix
Race ρ0.88SR 0.86
Result:P1ANTP2RUSP3HAM
Pit windows:
COL L13 MLIN L16 MOCO L19 MLAW L19 MSAI L20 M
R3Locked 24 Aug
Japanese Grand Prix
Race ρ0.29
Result:P1ANTP2PIAP3LEC
Grid:P1ANTP2RUSP3PIA
Pit windows:
ALO L12 SBOR L13 SLIN L20 MCRA L20 MHAM L21 M
P1 confidence waypoints:
FP2ANT30%FP3RUS30%
R4SprintLocked 2 Aug
Miami Grand Prix
Race ρ0.88SR 0.72
Result:P1ANTP2NORP3PIA
Grid:P1ANTP2VERP3LEC
Pit windows:
LIN L9 MCOL L13 MGAS L13 MPER L16 MSAI L17 M
P1 confidence waypoints:
SQLEC60%QLEC60%
R5SprintLocked 2 Aug
Canadian Grand Prix
Race ρ0.74SR 0.65
Result:P1ANTP2HAMP3VER
Grid:P1RUSP2ANTP3NOR
Pit windows:
LIN L9 MGAS L13 MPER L16 MRUS L17 MSAI L17 M
P1 confidence waypoints:
SQANT60%QANT60%
R6Locked 2 Aug
Monaco Grand Prix
Race ρ0.71
Result:P1ANTP2HAMP3GAS
Grid:P1ANTP2VERP3HAM
Pit windows:
STR L13 SLAW L13 MALO L13 SBEA L14 MPER L20 M
P1 confidence waypoints:
FP2HAM30%FP3ANT30%QANT60%
R7Locked 5 Aug
Barcelona Grand Prix
Race ρ0.82
Result:P1HAMP2RUSP3NOR
Grid:P1RUSP2HAMP3ANT
Pit windows:
LIN L9 MGAS L13 MCOL L13 MPER L16 MRUS L17 M
P1 confidence waypoints:
FP2NOR30%FP3RUS30%QRUS60%
R8Locked 2 Aug
Austrian Grand Prix
Race ρ0.79
Result:P1RUSP2VERP3ANT
Grid:P1RUSP2LECP3HAM
Pit windows:
ALB L13 MGAS L13 MVER L16 MLAW L16 MPIA L16 M
P1 confidence waypoints:
FP2PIA30%FP3RUS30%QRUS60%
R9SprintLocked 4 Jul
British Grand Prix
Race ρ0.43SR 0.96
Result:P1LECP2RUSP3HAM
Grid:P1ANTP2LECP3HAM
Pit windows:
ALO L21 MLIN L24 MHUL L24 MCOL L24 MLAW L24 M
P1 confidence waypoints:
SQHAM60%QHAM60%
R10Locked 18 Jul
Belgian Grand Prix
Race ρ0.79
Result:P1ANTP2LECP3VER
Grid:P1ANTP2VERP3NOR
Pit windows:
NOR L20 MPIA L20 MCRA L20 MVER L21 MPER L23 M
P1 confidence waypoints:
FP2ANT30%FP3NOR30%QNOR60%
R11Locked 25 Jul
Hungarian Grand Prix
Race ρ0.94
Result:P1NORP2VERP3ANT
Grid:P1NORP2HAMP3LEC
Pit windows:
RUS L12 MNOR L14 MPER L14 MBEA L18 MVER L19 M
P1 confidence waypoints:
FP2HAM30%FP3NOR30%QNOR60%
R12SprintLocked 22 Aug
Dutch Grand Prix
Race ρ0.88SR 0.87
Result:P1NORP2ANTP3RUS
Grid:P1NORP2ANTP3PIA
Pit windows:
PIA L14 MLIN L17 MNOR L17 MLEC L19 MALO L20 M
P1 confidence waypoints:
SQANT60%QANT60%
R13Locked 6 Sept
Italian Grand Prix
Race ρ0.79
Result:P1ANTP2RUSP3VER
Grid:P1GASP2RUSP3ANT
Pit windows:
ALO L13 SSTR L13 SLEC L13 SIWA L20 MBRO L20 M
P1 confidence waypoints:
FP2ANT30%FP3RUS30%QRUS60%
R14Locked 12 Sept
Spanish Grand Prix
Race ρ0.75
Result:P1ANTP2VERP3NOR
Grid:P1NORP2ANTP3VER
Pit windows:
GAS L19 MBEA L19 MRUS L20 MALB L20 MANT L20 M
P1 confidence waypoints:
FP2ANT30%FP3PIA30%QPIA60%