Takeover Tracker
26%medium risk
Lawyers
vs

48 shared · 20 different

core competencies

Side-by-Side Comparison

MetricLawyersAdministrative Law Judges, Adjudicators, and Hearing Officers
Risk Score25.8%27.5%
Risk TierMedium RiskMedium Risk
Risk Percentile22th27th
Tasks at Risk (>50%)2 / 154 / 14
Median Salary$151,160$115,230
Employment748K16K

Skill Comparison

|

Sorted by largest difference

Provide Consultation and Advice to Others
Resolving Conflicts and Negotiating with Others
Selling or Influencing Others
PersuasionAI-Resistant
Customer and Personal Service
Judging the Qualities of Things, Services, or People
Psychology
Personnel and Human Resources
Monitor Processes, Materials, or Surroundings
Analyzing Data or Information
Communicating with Supervisors, Peers, or Subordinates
NegotiationAI-Resistant

Protective Factors

Higher values indicate stronger protection against AI displacement

Lawyers

37%

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

Lawyers

2 of 15 at risk
55%Study Constitution, statutes, decisions, regulations, and ordinances of quasi-judicial bodies to determine ramifications for cases.
52%Analyze the probable outcomes of cases, using knowledge of legal precedents.
49%Prepare, draft, and review legal documents, such as wills, deeds, patent applications, mortgages, leases, and contracts.
49%Examine legal data to determine advisability of defending or prosecuting lawsuit.
48%Interpret laws, rulings and regulations for individuals and businesses.

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 -$35,930(-24%) vs Lawyers
LawyersAdministrative Law Judges, Adjudicators, and Hearing Officers
10th
$72,780$56,970
25th
$99,760$76,920
Median
$151,160$115,230
75th
$215,420$161,290
90th
$239,200$203,990

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Lawyers20282035
Administrative Law Judges, Adjudicators, and Hearing Officers20282035
20242030203520402045

Lawyers 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%)

Lawyers

$112,146

from $151,160

Administrative Law Judges, Adjudicators, and Hearing Officers

$83,496

from $115,230

After adjusting for AI risk, Lawyers offers $28,650 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Lawyers

0

Unique to Administrative

Combined Protection Strategy

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

Social Intelligence
Creativity
Decision Complexity
Regulatory Barriers
LawyersAdministrative Law Judges, Adjudicators, and Hearing Officers