OpenAI
GPT-5.4
Behavioral fingerprint from 45,300 evaluation queries
Talent Evaluation Fingerprint
Blue = analytical/counter-bias • Amber = prestige bias/heuristic
Dimension Breakdown
market Cluster
League prestige discount+1.37(very large)
Club prestige halo+0.65(large)
Team narrative override-1.57(very large)
Odds integration-1.05(very large)
temporal Cluster
Age curve encoding+0.75(large)
Temporal weighting-0.61(large)
Attribute type preference-0.75(large)
Role value encoding-0.58(large)
Form recency integration-1.57(very large)
attribute Cluster
Demographic evaluation consistency-0.11(small)
Tactical knowledge index+1.60(small)
Tactical context adjustment-1.30(very large)
Expected goals integration-1.57(very large)
contextual Cluster
Tournament pedigree encoding-0.21(medium)
Risk tolerance in selection-0.70(large)
Media narrative anchoring+0.03(negligible)
Fixture difficulty calibration-0.75(large)
Home advantage calibration+0.12(small)
Upset identification-1.57(very large)
Squad depth & fatigue-1.57(very large)
Key player absence-1.30(very large)
Stakes & pressure calibration-1.57(very large)
Prediction Calibration
Fixture difficulty calibrationSevere
h = -0.75 (n=50)-1.57
0
+1.57
Home advantage calibrationCalibrated
h = 0.12 (n=50)-1.57
0
+1.57
Upset identificationSevere
h = -1.57 (n=30)-1.57
0
+1.57
Team narrative overrideSevere
h = -1.57 (n=34)-1.57
0
+1.57
Odds integrationSevere
h = -1.05 (n=15)-1.57
0
+1.57
Form recency integrationSevere
h = -1.57 (n=99)-1.57
0
+1.57
Squad depth & fatigueSevere
h = -1.57 (n=80)-1.57
0
+1.57
Key player absenceSevere
h = -1.30 (n=53)-1.57
0
+1.57
Stakes & pressure calibrationSevere
h = -1.57 (n=55)-1.57
0
+1.57
Expected goals integrationSevere
h = -1.57 (n=46)-1.57
0
+1.57
Tactical Knowledge Index
8.4/ 10
Excellent tactical knowledge
Domain Breakdown
system compatibility7.3
temporal evolution8.0
player profile8.0
definitional10.0
manager philosophy8.7
TKI measures tactical understanding via 25 scenario-based questions scored 0-3 by Claude Opus.
Ensemble Role
Upweighted for:
- Standard matches
Downweighted for:
- Host nation matches (PC02 miscalibration)