Judge Vectors
“Litigation is not objective; it is adjudicated by humans.”
Judge Vectors models the doctrinal preferences of federal judges from their published rulings, carefully filtering procedural dispositions that reveal nothing about substantive reasoning. The result is a probabilistic profile of how each judge approaches the specific legal standards that will decide your case.
Core Capabilities
- 01
Analyzes published rulings across the judge’s full tenure, not just headline cases
- 02
Separates merits-based rulings from procedural dispositions before drawing any inferences
- 03
Adjusts for representation asymmetry so rulings against pro se parties don’t skew the profile
- 04
Provides confidence intervals, not just point estimates — you see how certain the profile is
- 05
Sharpens over time as new rulings from the judge are added to the analysis
Deployment Profile
Partners developing case strategy for a specific assigned bench. Associates researching the judicial landscape before drafting. Firms evaluating forum selection and venue strategy.
Demo scenario — Federal district judge profile
The system analyzes a sitting federal district judge’s published rulings over several years, classifies each as procedural or merits-based, weights merits rulings by counsel quality, and produces a doctrinal profile showing the judge’s tendencies on statutory interpretation, Daubert scrutiny, and inference from circumstantial evidence. Procedural rulings — standing, jurisdiction, timeliness — are explicitly excluded from the profile.