Side-by-Side Comparison
Logisticians leads 4–1| Metric | Management Analysts | Logisticians |
|---|---|---|
| Risk Score | 29.8% | 29.7% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 38th | 37th |
| Tasks at Risk (>50%) | 6 / 11 | 5 / 15 |
| Median Salary | $101,190 | $80,880 |
| Employment | 894K | 236K |
Skill Comparison
|
Sorted by largest difference
Provide Consultation and Advice to Others
Judging the Qualities of Things, Services, or People
Psychology
Interpreting the Meaning of Information for Others
Analyzing Data or Information
Identifying Objects, Actions, and Events
Education and Training
Thinking Creatively
Developing Objectives and Strategies
Establishing and Maintaining Interpersonal Relationships
Coordinating the Work and Activities of Others
Estimating the Quantifiable Characteristics of Products, Events, or Information
Protective Factors
Higher values indicate stronger protection against AI displacement
Management Analysts
33%
total discount
Logisticians
31%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Management Analysts
6 of 11 at risk82%Develop and implement records management program for filing, protection, and retrieval of records, and assure compliance with program.
69%Gather and organize information on problems or procedures.
53%Recommend purchase of storage equipment and design area layout to locate equipment in space available.
53%Analyze data gathered and develop solutions or alternative methods of proceeding.
53%Plan study of work problems and procedures, such as organizational change, communications, information flow, integrated production methods, inventory control, or cost analysis.
Logisticians
5 of 15 at risk86%Report project plans, progress, and results.
61%Protect and control proprietary materials.
56%Develop and implement technical project management tools, such as plans, schedules, and responsibility and compliance matrices.
53%Direct availability and allocation of materials, supplies, and finished products.
53%Redesign the movement of goods to maximize value and minimize costs.
Wage Comparison
Logisticians earns -$20,310(-20%) vs Management Analysts
Management AnalystsLogisticians
10th
$59,720$49,260
25th
$76,770$62,920
Median
$101,190$80,880
75th
$133,140$104,330
90th
$174,140$132,110
Premium Head-to-Head Analysis
Displacement Timeline Comparison
Management Analysts2028–2035
Logisticians2028–2035
20242030203520402045
Logisticians has a longer runway before significant displacement, projected 0 years later than Management Analysts.
Risk-Adjusted Salary
Salary weighted by displacement risk: salary × (1 − risk%)
Management Analysts
$71,076
from $101,190
Logisticians
$56,851
from $80,880
After adjusting for AI risk, Management Analysts offers $14,225 more in risk-adjusted pay.
Transition Feasibility
1%
Skill Overlap
Low overlap — significant retraining needed for transition
0
Unique to Management
0
Unique to Logisticians
Combined Protection Strategy
Regardless of which path you choose, focus on these protective factors
Fine Manipulation
Decision Complexity
Creativity
Social Intelligence
Management AnalystsLogisticians