Side-by-Side Comparison
Sales Engineers leads 5–0| Metric | Sales Engineers | Logistics Analysts |
|---|---|---|
| Risk Score | 31.2% | 40.5% |
| Risk Tier | Medium Risk | Medium Risk |
| Risk Percentile | 45th | 82th |
| Tasks at Risk (>50%) | 7 / 15 | 11 / 15 |
| Median Salary | $121,520 | $80,880 |
| Employment | 57K | 236K |
Skill Comparison
|
Sorted by largest difference
Selling or Influencing Others
Sales and Marketing
PersuasionAI-Resistant
NegotiationAI-Resistant
Communicating with Persons Outside Organization
Social PerceptivenessAI-Resistant
Law and Government
Service OrientationAI-Resistant
Customer and Personal Service
Resolving Conflicts and Negotiating with Others
Guiding, Directing, and Motivating Subordinates
Speech Clarity
Protective Factors
Higher values indicate stronger protection against AI displacement
Sales Engineers
34%
total discount
Logistics Analysts
30%
total discount
Task Risk Comparison
Tasks sorted by AI automation risk — higher means more automatable
Sales Engineers
7 of 15 at risk85%Create sales or service contracts for products or services.
84%Secure and renew orders and arrange delivery.
78%Arrange for demonstrations or trial installations of equipment.
55%Plan and modify product configurations to meet customer needs.
53%Recommend improved materials or machinery to customers, documenting how such changes will lower costs or increase production.
Logistics Analysts
11 of 15 at risk85%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.
Wage Comparison
Logistics Analysts earns -$40,640(-33%) vs Sales Engineers
Sales EngineersLogistics Analysts
10th
$70,580$49,260
25th
$90,690$62,920
Median
$121,520$80,880
75th
$159,200$104,330
90th
$202,670$132,110
Premium Head-to-Head Analysis
Displacement Timeline Comparison
Sales Engineers2028–2035
Logistics Analysts2028–2035
20242030203520402045
Sales Engineers 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%)
Sales Engineers
$83,667
from $121,520
Logistics Analysts
$48,148
from $80,880
After adjusting for AI risk, Sales Engineers offers $35,519 more in risk-adjusted pay.
Transition Feasibility
1%
Skill Overlap
Low overlap — significant retraining needed for transition
0
Unique to Sales
0
Unique to Logistics
Combined Protection Strategy
Regardless of which path you choose, focus on these protective factors
Social Intelligence
Fine Manipulation
Regulatory Barriers
Creativity
Sales EngineersLogistics Analysts