Takeover Tracker
vs

52 shared · 13 different

core competencies

Side-by-Side Comparison

MetricAdministrative Law Judges, Adjudicators, and Hearing OfficersJudges, Magistrate Judges, and Magistrates
Risk Score27.5%22.5%
Risk TierMedium RiskLow Risk
Risk Percentile27th12th
Tasks at Risk (>50%)4 / 140 / 15
Median Salary$115,230$156,210
Employment16K26K

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

Administrative Law Judges, Adjudicators, and Hearing Officers

33%

total discount

Judges, Magistrate Judges, and Magistrates

34%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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.

Wage Comparison

Judges, Magistrate Judges, and Magistrates earns +$40,980(+36%) vs Administrative Law Judges, Adjudicators, and Hearing Officers
Administrative Law Judges, Adjudicators, and Hearing OfficersJudges, Magistrate Judges, and Magistrates
10th
$56,970$46,520
25th
$76,920$86,060
Median
$115,230$156,210
75th
$161,290$189,890
90th
$203,990$216,540

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Administrative Law Judges, Adjudicators, and Hearing Officers20282035
Judges, Magistrate Judges, and Magistrates20282035
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%)

Administrative Law Judges, Adjudicators, and Hearing Officers

$83,496

from $115,230

Judges, Magistrate Judges, and Magistrates

$121,047

from $156,210

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 Administrative

0

Unique to Judges,

Combined Protection Strategy

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

Fine Manipulation
Social Intelligence
Creativity
Regulatory Barriers
Administrative Law Judges, Adjudicators, and Hearing OfficersJudges, Magistrate Judges, and Magistrates