Takeover Tracker
31%medium risk
Sales Engineers
vs

32 shared · 40 different

core competencies

Side-by-Side Comparison

MetricSales EngineersSales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products
Risk Score31.2%31.1%
Risk TierMedium RiskMedium Risk
Risk Percentile45th45th
Tasks at Risk (>50%)7 / 156 / 15
Median Salary$121,520$66,780
Employment57K1.3M

Skill Comparison

|

Sorted by largest difference

Computers and Electronics
Interacting With Computers
MathematicsAI-Vulnerable
Systems AnalysisAI-Augmented
Systems Evaluation
Interpreting the Meaning of Information for Others
Analyzing Data or Information
Number Facility
MathematicsAI-Vulnerable
Evaluating Information to Determine Compliance with Standards
Mathematical Reasoning
Judging the Qualities of Things, Services, or People

Protective Factors

Higher values indicate stronger protection against AI displacement

Sales Engineers

34%

total discount

Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products

30%

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, Except Technical and Scientific Products

6 of 15 at risk
88%Forward orders to manufacturers.
69%Prepare sales contracts and order forms.
68%Estimate or quote prices, credit or contract terms, warranties, and delivery dates.
67%Perform administrative duties, such as preparing sales budgets and reports, keeping sales records, and filing expense account reports.
57%Provide customers with product samples and catalogs.

Wage Comparison

Sales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products earns -$54,740(-45%) vs Sales Engineers
Sales EngineersSales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products
10th
$70,580$37,860
25th
$90,690$49,040
Median
$121,520$66,780
75th
$159,200$97,570
90th
$202,670$134,470

Premium Head-to-Head Analysis

Displacement Timeline Comparison

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

Sales Representatives, Wholesale and Manufacturing, Except 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, Except Technical and Scientific Products

$46,011

from $66,780

After adjusting for AI risk, Sales Engineers offers $37,655 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

Creativity
Decision Complexity
Social Intelligence
Regulatory Barriers
Sales EngineersSales Representatives, Wholesale and Manufacturing, Except Technical and Scientific Products