Takeover Tracker
40%medium risk
Logistics Analysts
vs

54 shared · 23 different

core competencies

33%medium risk
Fraud Examiners, Investigators and Analysts

Side-by-Side Comparison

MetricLogistics AnalystsFraud Examiners, Investigators and Analysts
Risk Score40.5%32.9%
Risk TierMedium RiskMedium Risk
Risk Percentile82th56th
Tasks at Risk (>50%)11 / 156 / 15
Median Salary$80,880$80,190
Employment236K127K

Skill Comparison

|

Sorted by largest difference

Economics and Accounting
Evaluating Information to Determine Compliance with Standards
Law and Government
Documenting/Recording Information
Production and Processing
Estimating the Quantifiable Characteristics of Products, Events, or Information
Mathematical Reasoning
Speech Clarity
MathematicsAI-Vulnerable
Written Expression
WritingAI-Augmented
Resolving Conflicts and Negotiating with Others

Protective Factors

Higher values indicate stronger protection against AI displacement

Logistics Analysts

30%

total discount

Fraud Examiners, Investigators and Analysts

32%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Logistics Analysts

11 of 15 at risk
85%Monitor inventory transactions at warehouse facilities to assess receiving, storage, shipping, or inventory integrity.
74%Prepare reports on logistics performance measures.
71%Develop or maintain payment systems to ensure accuracy of vendor payments.
69%Maintain databases of logistics information.
69%Remotely monitor the flow of vehicles or inventory, using Web-based logistics information systems to track vehicles or containers.

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.

Wage Comparison

Fraud Examiners, Investigators and Analysts earns -$690(-1%) vs Logistics Analysts
Logistics AnalystsFraud Examiners, Investigators and Analysts
10th
$49,260$46,420
25th
$62,920$60,140
Median
$80,880$80,190
75th
$104,330$109,120
90th
$132,110$151,780

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Logistics Analysts2028–2035
Fraud Examiners, Investigators and Analysts2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Logistics Analysts

$48,148

from $80,880

Fraud Examiners, Investigators and Analysts

$53,807

from $80,190

After adjusting for AI risk, Fraud Examiners, Investigators and Analysts offers $5,660 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Logistics

0

Unique to Fraud

Combined Protection Strategy

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

Social Intelligence
Regulatory Barriers
Fine Manipulation
Decision Complexity
Logistics AnalystsFraud Examiners, Investigators and Analysts
Find transitions from Logistics AnalystsFind transitions from Fraud Examiners, Investigators and Analysts