Distribution across 36 profiles.
Middle half of Judges score between 25% and 31%.
0%
50%
100%
p10 · 22%
34% · p90
Task breakdown by work type
On-screen work47%
Done entirely on a computer. High AI exposure — these tasks are already in the automation zone.
In-person + screen20%
Physical sensing, digital output — e.g. interviewing someone then writing a report. Partially protected.
Computer + action0%
Computer input, real-world output — needs someone to act on it, not just software.
Fully in-person33%
No computer required. Furthest from automation — the strongest human advantage.
Typical tasks
3 synthetic profiles for a Judge, ordered by automation exposure.
Tab between them to see how task mix drives the score difference.
TaskTimeTypeExposure
Writing detailed legal opinions or judgments that explain the reasoning behind decisions, which may set precedents or guide future cases
deep expertise
23%DD
32%
Evaluating evidence presented during trials, including witness testimonies, physical evidence, and expert opinions, to determine its relevance and credibility
deep expertisesocial element
23%AD
14%
Presiding over court hearings, listening to arguments from prosecution and defense, and ensuring procedural rules are followed
deep expertisesocial core
21%AA
5%
Mediating disputes between parties in pre-trial conferences or settlement discussions to encourage resolution without a full trial
deep expertisesocial core
8%AA
0%
Reviewing legal documents and case files to understand the facts, charges, and applicable laws before court proceedings
7%DD
64%
Deliberating on legal matters and rendering decisions, such as verdicts in criminal cases or rulings in civil disputes, based on interpretation of the law and evidence
deep expertise
7%DD
38%
Interacting with court staff, lawyers, and other stakeholders to coordinate case schedules, address administrative issues, or clarify procedural matters
deep expertisesocial element
7%AD
13%
Staying updated on changes in laws, legal precedents, and judicial procedures through continuous education, reading legal journals, or attending seminars
deep expertise
0%AD
18%
TaskTimeTypeExposure
Writing detailed legal opinions or judgments that explain the reasoning behind decisions, which may set precedents or guide future cases
deep expertise
21%DD
40%
Reviewing legal documents and case files to understand the facts, charges, and applicable laws before court proceedings
19%DD
63%
Evaluating evidence presented during trials, including witness testimonies, physical evidence, and expert opinions, to determine its relevance and credibility
deep expertisesocial element
19%AD
6%
Presiding over court hearings, listening to arguments from prosecution and defense, and ensuring procedural rules are followed
deep expertisesocial core
18%AA
0%
Deliberating on legal matters and rendering decisions, such as verdicts in criminal cases or rulings in civil disputes, based on interpretation of the law and evidence
deep expertise
13%DD
36%
Staying updated on changes in laws, legal precedents, and judicial procedures through continuous education, reading legal journals, or attending seminars
3%AD
31%
Mediating disputes between parties in pre-trial conferences or settlement discussions to encourage resolution without a full trial
deep expertisesocial core
2%AA
0%
Interacting with court staff, lawyers, and other stakeholders to coordinate case schedules, address administrative issues, or clarify procedural matters
1%AD
30%
TaskTimeTypeExposure
Reviewing legal documents and case files to understand the facts, charges, and applicable laws before court proceedings
35%DD
59%
Presiding over court hearings, listening to arguments from prosecution and defense, and ensuring procedural rules are followed
deep expertisesocial core
20%AA
5%
Evaluating evidence presented during trials, including witness testimonies, physical evidence, and expert opinions, to determine its relevance and credibility
deep expertisesocial element
14%AD
15%
Writing detailed legal opinions or judgments that explain the reasoning behind decisions, which may set precedents or guide future cases
deep expertise
13%DD
29%
Deliberating on legal matters and rendering decisions, such as verdicts in criminal cases or rulings in civil disputes, based on interpretation of the law and evidence
10%DD
64%
Interacting with court staff, lawyers, and other stakeholders to coordinate case schedules, address administrative issues, or clarify procedural matters
3%AD
22%
Staying updated on changes in laws, legal precedents, and judicial procedures through continuous education, reading legal journals, or attending seminars
1%AD
30%
Mediating disputes between parties in pre-trial conferences or settlement discussions to encourage resolution without a full trial
deep expertisesocial core
1%AA
2%
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AI tools for this role
Tools relevant to the most automatable tasks in this profession.
