Explainability Workspace
Prediction
PRED-7748-22
Shipment
SHP-0042189
Lane
CHI → DAL
Customer
Acme Manufacturing
Carrier
ARX Logistics
Model
margin-forecaster v3.2.1
Baseline
12.6%
Predicted
8.4%
-4.2pp
82%as of 2025-05-18 14:22:08 UTC
OverviewSHAP WaterfallReasoningConfidenceDriver EvolutionRisk DecompositionTrajectory ReplayFeature Interactions
Driver Evolution Timeline
signed pp · 72h Carrier Fuel Lane Customer
Feature × Time
contribution intensity-72h
-60h
-48h
-36h
-24h
-12h
now
Carrier accessorial risk
Fuel volatility 7d
Detention frequency
Lane congestion index
Customer payment lag
Spot vs contract gap
Equipment availability
Reweigh accuracy