Compare roles · AI exposure side by side
Judges and MagistratesvsParalegals and Legal Assistants
Paralegals and Legal Assistants is 5 points more exposed than Judges and Magistrates (40 against 35).
Exposure
Window · adoption
until most of the change has landed
Low-Medium adoption
until most of the change has landed
High adoption
In one line
AI research and drafting tools speed case preparation and transcription, but adjudication, credibility findings and sentencing remain human.
AI now drafts first-pass documents, summarises discovery and pulls case law, while paralegals keep filings, clients and deadlines on track.
Inputs behind the score · scaled 0–100
Task applicability
15Observed usage
42Official exposure tier
70Labour-market trajectory
n/aPublished adoption rating
25Task applicability
11Observed usage
39Official exposure tier
70Labour-market trajectory
n/aPublished adoption rating
70What 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
- Generative drafting in practice software
- AI-assisted legal research
- Technology-assisted document review
- Record and deposition summarisation
- Client and court pressure on cost
- Verification and disclosure rules
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
- Source verification
- E-discovery and review protocol design
- Court procedure and jurisdictional rules
- Prompting and tool configuration
- Client communication
- Data handling and confidentiality
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.