Takeover Tracker
31%medium risk
Sales Engineers
vs

40 shared · 30 different

core competencies

Side-by-Side Comparison

MetricSales EngineersSales Representatives, Wholesale and Manufacturing, Technical and Scientific Products
Risk Score31.2%30.4%
Risk TierMedium RiskMedium Risk
Risk Percentile45th41th
Tasks at Risk (>50%)7 / 156 / 15
Median Salary$121,520$100,070
Employment57K294K

Skill Comparison

|

Sorted by largest difference

Communicating with Persons Outside Organization
Selling or Influencing Others
Estimating the Quantifiable Characteristics of Products, Events, or Information
Interacting With Computers
Analyzing Data or Information
Thinking Creatively
Judging the Qualities of Things, Services, or People
Updating and Using Relevant Knowledge
Identifying Objects, Actions, and Events
Making Decisions and Solving Problems
Developing Objectives and Strategies
Engineering and Technology

Protective Factors

Higher values indicate stronger protection against AI displacement

Sales Engineers

34%

total discount

Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products

29%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Sales Engineers

7 of 15 at risk
85%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.

Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products

6 of 15 at risk
86%Complete expense reports, sales reports, or other paperwork.
67%Quote prices, credit terms, or other bid specifications.
66%Prepare and submit sales contracts for orders.
62%Maintain customer records, using automated systems.
55%Compute customer's installation or production costs and estimate savings from new services, products, or equipment.

Wage Comparison

Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products earns -$21,450(-18%) vs Sales Engineers
Sales EngineersSales Representatives, Wholesale and Manufacturing, Technical and Scientific Products
10th
$70,580$48,840
25th
$90,690$65,640
Median
$121,520$100,070
75th
$159,200$146,150
90th
$202,670$194,890

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Sales Engineers20282035
Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products20282035
20242030203520402045

Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products has a longer runway before significant displacement, projected 0 years later than Sales Engineers.

Risk-Adjusted Salary

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

Sales Engineers

$83,667

from $121,520

Sales Representatives, Wholesale and Manufacturing, Technical and Scientific Products

$69,649

from $100,070

After adjusting for AI risk, Sales Engineers offers $14,018 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Sales

0

Unique to Sales

Combined Protection Strategy

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

Decision Complexity
Creativity
Fine Manipulation
Social Intelligence
Sales EngineersSales Representatives, Wholesale and Manufacturing, Technical and Scientific Products