Causal · Counterfactual · RLHF Research Console
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Window
live · refreshed 14s ago
Causal ROICounterfactualsSimulation LabLearning TimelineRec QualityPolicy EvolutionTreatment vs Control
Treatment vs Control Analysis
Randomized 50/50 split · 18,420 shipments · DR-learner adjustment
live · 28d window · n=18,420
Aggregate effect · margin %
28d · treatment vs control · 95% CIATE
+1.62pp
95% CI
[1.41, 1.83]
p-value
<0.001
Power (1−β)
0.99
Stratified effects
ATE by lane × modeStratum
n
ATE (pp)
95% CI
p
Reefer · West
1,240
+1.82
[1.51, 2.13]
<0.001
Dry Van · Midwest
2,104
+1.41
[1.18, 1.64]
<0.001
FTL · Northeast
1,820
+0.92
[0.61, 1.23]
0.003
LTL · Southeast
980
+0.34
[-0.08, 0.76]
0.118
Intermodal · Cross-country
612
+2.21
[1.74, 2.68]
<0.001
Drayage · Port
408
-0.14
[-0.62, 0.34]
0.566
Trial integrity
Treatment arm (n)
9,210
Control arm (n)
9,210
Covariate balance (SMD)
0.018
Attrition
0.4%
SUTVA violation flag
none
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