Takeover Tracker
31%medium risk
Sales Engineers
vs

45 shared · 26 different

core competencies

38%medium risk
Energy Brokers

Side-by-Side Comparison

MetricSales EngineersEnergy Brokers
Risk Score31.2%38.3%
Risk TierMedium RiskMedium Risk
Risk Percentile45th76th
Tasks at Risk (>50%)7 / 1510 / 15
Median Salary$121,520N/A
Employment57KN/A

Skill Comparison

|

Sorted by largest difference

Selling or Influencing Others
Communicating with Persons Outside Organization
Economics and Accounting
Resolving Conflicts and Negotiating with Others
Thinking Creatively
Sales and Marketing
Engineering and Technology
Judging the Qualities of Things, Services, or People
Establishing and Maintaining Interpersonal Relationships
PersuasionAI-Resistant
Service OrientationAI-Resistant
Social PerceptivenessAI-Resistant

Protective Factors

Higher values indicate stronger protection against AI displacement

Sales Engineers

34%

total discount

Energy Brokers

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.

Energy Brokers

10 of 15 at risk
87%Prepare and send requests for price quotations to all energy companies in a particular market.
86%Monitor the flow of energy in response to changes in consumer demand.
85%Monitor energy supply contracts to ensure proper implementation and execution by suppliers.
85%Facilitate the delivery or receipt of wholesale power or retail load scheduling.
83%Purchase or sell energy or energy derivatives for customers.

Wage Comparison

Sales EngineersEnergy Brokers
10th
$70,580N/A
25th
$90,690N/A
Median
$121,520N/A
75th
$159,200N/A
90th
$202,670N/A

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Sales Engineers20282035
Energy Brokers20282035
20242030203520402045

Sales Engineers has a longer runway before significant displacement, projected 0 years later than Energy Brokers.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Sales

0

Unique to Energy

Combined Protection Strategy

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

Social Intelligence
Creativity
Fine Manipulation
Regulatory Barriers
Sales EngineersEnergy Brokers