Structural Metal Fabricators and Fitters vs Engine and Other Machine Assemblers AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Structural Metal Fabricators and Fitters

42 shared · 12 different

core competencies

medium risk

Engine and Other Machine Assemblers

Side-by-Side Comparison

Structural Metal Fabricators and Fitters leads 4–1

Metric	Structural Metal Fabricators and Fitters	Engine and Other Machine Assemblers
Risk Score	29.4%	38.2%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	35th	76th
Tasks at Risk (>50%)	6 / 15	8 / 12
Median Salary	$49,900	$52,540
Employment	53K	38K

Skill Comparison

Sorted by largest difference

Building and Construction

Handling and Moving Objects

Design

MathematicsAI-Vulnerable

Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment

Quality Control Analysis

Customer and Personal Service

Operation Monitoring

Updating and Using Relevant Knowledge

Flexibility of Closure

Extent Flexibility

Performing General Physical Activities

Protective Factors

Higher values indicate stronger protection against AI displacement

Structural Metal Fabricators and Fitters

24%

total discount

Engine and Other Machine Assemblers

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Structural Metal Fabricators and Fitters

6 of 15 at risk

63%Set up and operate fabricating machines, such as brakes, rolls, shears, flame cutters, grinders, and drill presses, to bend, cut, form, punch, drill, or otherwise form and assemble metal components.

57%Tack-weld fitted parts together.

57%Lift or move materials and finished products, using large cranes.

53%Study engineering drawings and blueprints to determine materials requirements and task sequences.

53%Lay out and examine metal stock or workpieces to be processed to ensure that specifications are met.

Engine and Other Machine Assemblers

8 of 12 at risk

84%Read and interpret assembly blueprints or specifications manuals and plan assembly or building operations.

63%Lay out and drill, ream, tap, or cut parts for assembly.

61%Set up and operate metalworking machines, such as milling or grinding machines, to shape or fabricate parts.

60%Verify conformance of parts to stock lists or blueprints, using measuring instruments, such as calipers, gauges, or micrometers.

59%Inspect, operate, and test completed products to verify functioning, machine capabilities, or conformance to customer specifications.

Wage Comparison

Engine and Other Machine Assemblers earns +$2,640(+5%) vs Structural Metal Fabricators and Fitters

Structural Metal Fabricators and FittersEngine and Other Machine Assemblers

10th

$37,370$37,950

25th

$44,290$42,790

Median

$49,900$52,540

75th

$59,810$70,050

90th

$70,510$74,300

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Structural Metal Fabricators and Fitters2028–2035

Engine and Other Machine Assemblers2028–2035

20242030203520402045

Structural Metal Fabricators and Fitters has a longer runway before significant displacement, projected 0 years later than Engine and Other Machine Assemblers.

Risk-Adjusted Salary

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

Structural Metal Fabricators and Fitters

$35,239

from $49,900

Engine and Other Machine Assemblers

$32,480

from $52,540

After adjusting for AI risk, Structural Metal Fabricators and Fitters offers $2,759 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Structural

Unique to Engine

Combined Protection Strategy

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

Fine Manipulation

Creativity

Decision Complexity

Regulatory Barriers

Structural Metal Fabricators and FittersEngine and Other Machine Assemblers

Find transitions from Structural Metal Fabricators and Fitters Find transitions from Engine and Other Machine Assemblers