Takeover Tracker
vs

71 shared · 20 different

core competencies

30%medium risk
Energy Engineers

Side-by-Side Comparison

MetricArchitectural and Engineering ManagersEnergy Engineers
Risk Score29.7%29.6%
Risk TierMedium RiskMedium Risk
Risk Percentile37th36th
Tasks at Risk (>50%)3 / 157 / 15
Median Salary$167,740$117,750
Employment210K151K

Skill Comparison

|

Sorted by largest difference

Science
Operations Analysis
Computers and Electronics
Design
Inspecting Equipment, Structures, or Material
Resolving Conflicts and Negotiating with Others
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Building and Construction
CoordinationAI-Resistant
Management of Financial Resources
Selling or Influencing Others
Engineering and Technology

Protective Factors

Higher values indicate stronger protection against AI displacement

Architectural and Engineering Managers

34%

total discount

Energy Engineers

31%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Architectural and Engineering Managers

3 of 15 at risk
84%Perform administrative functions, such as reviewing or writing reports, approving expenditures, enforcing rules, or purchasing of materials or services.
54%Assess project feasibility by analyzing technology, resource needs, or market demand.
52%Review, recommend, or approve contracts or cost estimates.
50%Prepare budgets, bids, or contracts.
49%Develop or implement policies, standards, or procedures for engineering and technical work.

Energy Engineers

7 of 15 at risk
88%Verify energy bills and meter readings.
86%Prepare energy-related project reports or related documentation.
52%Monitor and analyze energy consumption.
51%Identify and recommend energy savings strategies to achieve more energy-efficient operation.
51%Perform energy modeling, measurement, verification, commissioning, or retro-commissioning.

Wage Comparison

Energy Engineers earns -$49,990(-30%) vs Architectural and Engineering Managers
Architectural and Engineering ManagersEnergy Engineers
10th
$111,450$62,840
25th
$134,930$85,750
Median
$167,740$117,750
75th
$207,210$152,670
90th
$239,200$183,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Architectural and Engineering Managers20282035
Energy Engineers20282035
20242030203520402045

Energy Engineers has a longer runway before significant displacement, projected 0 years later than Architectural and Engineering Managers.

Risk-Adjusted Salary

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

Architectural and Engineering Managers

$117,904

from $167,740

Energy Engineers

$82,931

from $117,750

After adjusting for AI risk, Architectural and Engineering Managers offers $34,973 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Architectural

0

Unique to Energy

Combined Protection Strategy

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

Social Intelligence
Fine Manipulation
Regulatory Barriers
Creativity
Architectural and Engineering ManagersEnergy Engineers