Takeover Tracker
vs

26 shared · 42 different

core competencies

39%medium risk
Loan Counselors

Side-by-Side Comparison

MetricJudges, Magistrate Judges, and MagistratesLoan Counselors
Risk Score22.5%38.7%
Risk TierLow RiskMedium Risk
Risk Percentile12th77th
Tasks at Risk (>50%)0 / 158 / 15
Median Salary$156,210$50,480
Employment26K28K

Skill Comparison

|

Sorted by largest difference

Making Decisions and Solving Problems
Law and Government
Resolving Conflicts and Negotiating with Others
Identifying Objects, Actions, and Events
Evaluating Information to Determine Compliance with Standards
Getting Information
Psychology
Active Listening
Updating and Using Relevant Knowledge
Performing for or Working Directly with the Public
Critical ThinkingAI-Augmented
Complex Problem SolvingAI-Resistant

Protective Factors

Higher values indicate stronger protection against AI displacement

Judges, Magistrate Judges, and Magistrates

34%

total discount

Loan Counselors

26%

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.

Loan Counselors

8 of 15 at risk
87%Submit applications to credit analysts for verification and recommendation.
86%Check loan agreements to ensure that they are complete and accurate, according to policies.
84%Maintain current knowledge of credit regulations.
66%Assist in selection of financial award candidates using electronic databases to certify loan eligibility.
65%Review billing for accuracy.

Wage Comparison

Loan Counselors earns -$105,730(-68%) vs Judges, Magistrate Judges, and Magistrates
Judges, Magistrate Judges, and MagistratesLoan Counselors
10th
$46,520$38,980
25th
$86,060$45,420
Median
$156,210$50,480
75th
$189,890$61,760
90th
$216,540$77,920

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Judges, Magistrate Judges, and Magistrates20282035
Loan Counselors20282035
20242030203520402045

Judges, Magistrate Judges, and Magistrates has a longer runway before significant displacement, projected 0 years later than Loan Counselors.

Risk-Adjusted Salary

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

Judges, Magistrate Judges, and Magistrates

$121,047

from $156,210

Loan Counselors

$30,924

from $50,480

After adjusting for AI risk, Judges, Magistrate Judges, and Magistrates offers $90,123 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Judges,

0

Unique to Loan

Combined Protection Strategy

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

Decision Complexity
Regulatory Barriers
Creativity
Social Intelligence
Judges, Magistrate Judges, and MagistratesLoan Counselors