Takeover Tracker
vs

65 shared · 18 different

core competencies

Side-by-Side Comparison

MetricAutomotive Engineering TechniciansGeological Sample Test Technicians
Risk Score29.7%31.1%
Risk TierMedium RiskMedium Risk
Risk Percentile37th45th
Tasks at Risk (>50%)6 / 157 / 15
Median Salary$68,730N/A
Employment37KN/A

Skill Comparison

|

Sorted by largest difference

Engineering and Technology
Mechanical
Computers and Electronics
Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
Education and Training
Design
Customer and Personal Service
Physics
Chemistry
Making Decisions and Solving Problems
Estimating the Quantifiable Characteristics of Products, Events, or Information
Updating and Using Relevant Knowledge

Protective Factors

Higher values indicate stronger protection against AI displacement

Automotive Engineering Technicians

30%

total discount

Geological Sample Test Technicians

27%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Automotive Engineering Technicians

6 of 15 at risk
86%Order new test equipment, supplies, or replacement parts.
85%Monitor computer-controlled test equipment, according to written or verbal instructions.
69%Read and interpret blueprints, schematics, work specifications, drawings, or charts.
63%Document test results, using cameras, spreadsheets, documents, or other tools.
53%Perform or execute manual or automated tests of automotive system or component performance, efficiency, or durability.

Geological Sample Test Technicians

7 of 15 at risk
86%Prepare, transcribe, or analyze seismic, gravimetric, well log, or other geophysical or survey data.
85%Plot information from aerial photographs, well logs, section descriptions, or other databases.
66%Compile, log, or record testing or operational data for review and further analysis.
57%Prepare or review professional, technical, or other reports regarding sampling, testing, or recommendations of data analysis.
53%Participate in the evaluation of possible mining locations.

Wage Comparison

Automotive Engineering TechniciansGeological Sample Test Technicians
10th
$46,940N/A
25th
$57,330N/A
Median
$68,730N/A
75th
$82,980N/A
90th
$100,890N/A

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Automotive Engineering Technicians20282035
Geological Sample Test Technicians20282035
20242030203520402045

Automotive Engineering Technicians has a longer runway before significant displacement, projected 0 years later than Geological Sample Test Technicians.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Automotive

0

Unique to Geological

Combined Protection Strategy

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

Fine Manipulation
Regulatory Barriers
Social Intelligence
Creativity
Automotive Engineering TechniciansGeological Sample Test Technicians