Takeover Tracker
33%medium risk
Surveyors
vs

63 shared · 38 different

core competencies

31%medium risk
Energy Auditors

Side-by-Side Comparison

MetricSurveyorsEnergy Auditors
Risk Score32.7%31.5%
Risk TierMedium RiskMedium Risk
Risk Percentile55th48th
Tasks at Risk (>50%)8 / 156 / 15
Median Salary$72,740$81,270
Employment53K1.1M

Skill Comparison

|

Sorted by largest difference

Law and Government
Coordinating the Work and Activities of Others
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Coaching and Developing Others
Documenting/Recording Information
Performing for or Working Directly with the Public
Processing Information
Developing and Building Teams
Guiding, Directing, and Motivating Subordinates
Making Decisions and Solving Problems
MathematicsAI-Vulnerable
Administration and Management

Protective Factors

Higher values indicate stronger protection against AI displacement

Surveyors

32%

total discount

Energy Auditors

30%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Surveyors

8 of 15 at risk
87%Write descriptions of property boundary surveys for use in deeds, leases, or other legal documents.
87%Calculate heights, depths, relative positions, property lines, and other characteristics of terrain.
86%Prepare or supervise preparation of all data, charts, plots, maps, records, and documents related to surveys.
86%Record the results of surveys including the shape, contour, location, elevation, and dimensions of land or land features.
85%Verify the accuracy of survey data, including measurements and calculations conducted at survey sites.

Energy Auditors

6 of 15 at risk
86%Prepare audit reports containing energy analysis results or recommendations for energy cost savings.
85%Prepare job specification sheets for home energy improvements, such as attic insulation, window retrofits, or heating system upgrades.
74%Calculate potential for energy savings.
72%Quantify energy consumption to establish baselines for energy use or need.
51%Identify opportunities to improve the operation, maintenance, or energy efficiency of building or process systems.

Wage Comparison

Energy Auditors earns +$8,530(+12%) vs Surveyors
SurveyorsEnergy Auditors
10th
$43,680$46,230
25th
$53,590$60,820
Median
$72,740$81,270
75th
$94,550$110,030
90th
$116,330$147,830

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Surveyors20282035
Energy Auditors20282035
20242030203520402045

Energy Auditors has a longer runway before significant displacement, projected 0 years later than Surveyors.

Risk-Adjusted Salary

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

Surveyors

$48,976

from $72,740

Energy Auditors

$55,702

from $81,270

After adjusting for AI risk, Energy Auditors offers $6,727 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Surveyors

0

Unique to Energy

Combined Protection Strategy

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

Regulatory Barriers
Fine Manipulation
Creativity
Decision Complexity
SurveyorsEnergy Auditors