Takeover Tracker
23%low risk
Judges, Magistrate Judges, and Magistrates
vs

52 shared · 13 different

core competencies

28%medium risk
Administrative Law Judges, Adjudicators, and Hearing Officers

Side-by-Side Comparison

MetricJudges, Magistrate Judges, and MagistratesAdministrative Law Judges, Adjudicators, and Hearing Officers
Risk Score22.5%27.5%
Risk TierLow RiskMedium Risk
Risk Percentile12th27th
Tasks at Risk (>50%)0 / 154 / 14
Median Salary$156,210$115,230
Employment26K16K

Skill Comparison

|

Sorted by largest difference

Public Safety and Security
Performing for or Working Directly with the Public
Psychology
Sociology and Anthropology
Analyzing Data or Information
Monitor Processes, Materials, or Surroundings
Communicating with Persons Outside Organization
Judging the Qualities of Things, Services, or People
Communicating with Supervisors, Peers, or Subordinates
Active LearningAI-Augmented
Resolving Conflicts and Negotiating with Others
Critical ThinkingAI-Augmented

Protective Factors

Higher values indicate stronger protection against AI displacement

Judges, Magistrate Judges, and Magistrates

34%

total discount

Administrative Law Judges, Adjudicators, and Hearing Officers

33%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Judges, Magistrate Judges, and Magistrates

0 of 15 at risk
49%Research legal issues and write opinions on the issues.
48%Write decisions on cases.
46%Read documents on pleadings and motions to ascertain facts and issues.
41%Grant divorces and divide assets between spouses.
41%Award compensation for damages to litigants in civil cases in relation to findings by juries or by the court.

Administrative Law Judges, Adjudicators, and Hearing Officers

4 of 14 at risk
86%Schedule hearings.
84%Authorize payment of valid claims and determine method of payment.
78%Issue subpoenas and administer oaths in preparation for formal hearings.
51%Recommend the acceptance or rejection of claims or compromise settlements according to laws, regulations, policies, and precedent decisions.
49%Research and analyze laws, regulations, policies, and precedent decisions to prepare for hearings and to determine conclusions.

Wage Comparison

Administrative Law Judges, Adjudicators, and Hearing Officers earns -$40,980(-26%) vs Judges, Magistrate Judges, and Magistrates
Judges, Magistrate Judges, and MagistratesAdministrative Law Judges, Adjudicators, and Hearing Officers
10th
$46,520$56,970
25th
$86,060$76,920
Median
$156,210$115,230
75th
$189,890$161,290
90th
$216,540$203,990

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Judges, Magistrate Judges, and Magistrates2028–2035
Administrative Law Judges, Adjudicators, and Hearing Officers2028–2035
20242030203520402045

Judges, Magistrate Judges, and Magistrates has a longer runway before significant displacement, projected 0 years later than Administrative Law Judges, Adjudicators, and Hearing Officers.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Judges, Magistrate Judges, and Magistrates

$121,047

from $156,210

Administrative Law Judges, Adjudicators, and Hearing Officers

$83,496

from $115,230

After adjusting for AI risk, Judges, Magistrate Judges, and Magistrates offers $37,551 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Judges,

0

Unique to Administrative

Combined Protection Strategy

Regardless of which path you choose, focus on these protective factors

Fine Manipulation
Social Intelligence
Creativity
Regulatory Barriers
Judges, Magistrate Judges, and MagistratesAdministrative Law Judges, Adjudicators, and Hearing Officers
Find transitions from Judges, Magistrate Judges, and MagistratesFind transitions from Administrative Law Judges, Adjudicators, and Hearing Officers