Takeover Tracker
33%medium risk
Fraud Examiners, Investigators and Analysts
vs

64 shared · 15 different

core competencies

30%medium risk
Labor Relations Specialists

Side-by-Side Comparison

MetricFraud Examiners, Investigators and AnalystsLabor Relations Specialists
Risk Score32.9%30.1%
Risk TierMedium RiskMedium Risk
Risk Percentile56th40th
Tasks at Risk (>50%)6 / 153 / 15
Median Salary$80,190$93,500
Employment127K65K

Skill Comparison

|

Sorted by largest difference

Resolving Conflicts and Negotiating with Others
Personnel and Human Resources
Economics and Accounting
Selling or Influencing Others
NegotiationAI-Resistant
PersuasionAI-Resistant
Interacting With Computers
Documenting/Recording Information
Computers and Electronics
Administration and Management
Monitoring and Controlling Resources
MathematicsAI-Vulnerable

Protective Factors

Higher values indicate stronger protection against AI displacement

Fraud Examiners, Investigators and Analysts

32%

total discount

Labor Relations Specialists

35%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Fraud Examiners, Investigators and Analysts

6 of 15 at risk
87%Create and maintain logs, records, or databases of information about fraudulent activity.
85%Document all investigative activities.
83%Gather financial documents related to investigations.
73%Prepare evidence for presentation in court.
51%Recommend actions in fraud cases.

Labor Relations Specialists

3 of 15 at risk
84%Monitor company or workforce adherence to labor agreements.
73%Write letters related to labor relations activities, such as letters to amend collective bargaining agreements, letters of dispute or conciliation, or letters to seek clarification of contract terms.
53%Draft contract proposals or counter-proposals for collective bargaining or other labor negotiations.
49%Assess the impact of union proposals on company or government operations.
49%Propose resolutions for collective bargaining or other labor or contract negotiations.

Wage Comparison

Labor Relations Specialists earns +$13,310(+17%) vs Fraud Examiners, Investigators and Analysts
Fraud Examiners, Investigators and AnalystsLabor Relations Specialists
10th
$46,420$49,880
25th
$60,140$67,670
Median
$80,190$93,500
75th
$109,120$123,090
90th
$151,780$153,440

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Fraud Examiners, Investigators and Analysts2028–2035
Labor Relations Specialists2028–2035
20242030203520402045

Labor Relations Specialists has a longer runway before significant displacement, projected 0 years later than Fraud Examiners, Investigators and Analysts.

Risk-Adjusted Salary

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

Fraud Examiners, Investigators and Analysts

$53,807

from $80,190

Labor Relations Specialists

$65,319

from $93,500

After adjusting for AI risk, Labor Relations Specialists offers $11,512 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Fraud

0

Unique to Labor

Combined Protection Strategy

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

Social Intelligence
Fine Manipulation
Creativity
Regulatory Barriers
Fraud Examiners, Investigators and AnalystsLabor Relations Specialists
Find transitions from Fraud Examiners, Investigators and AnalystsFind transitions from Labor Relations Specialists