Compare roles · AI exposure side by side
Judges and Magistrates
Put up to three roles next to each other: the exposure figure, the inputs behind it, the window, what is driving change, and where the work moves. Every figure comes from the same method, so the gap between two scores means something.
Exposure
Window · adoption
until most of the change has landed
Low-Medium adoption
In one line
AI research and drafting tools speed case preparation and transcription, but adjudication, credibility findings and sentencing remain human.
Inputs behind the score · scaled 0–100
Task applicability
15Observed usage
42Official exposure tier
70Labour-market trajectory
n/aPublished adoption rating
25What is driving it
- AI-assisted legal research
- Drafting assistants for orders and memoranda
- Automated court transcription
- AI in filings and evidence
- Constitutional and professional constraints
- High official exposure tier, low applicability
Skills worth building
- Technological literacy in evidence
- Verification discipline
- Procedural rule-making on AI use
- Judicial writing
- Case management with digital tools
- Ethical judgement under new conditions
Tools in the work now
Where the work moves
Full report
Scores are the CareerGuard Exposure Index v2: the same five inputs and weights for every role, so a gap of ten points means the same thing wherever it appears. How scores are built.