Helpers--Production Workers vs Engine and Other Machine Assemblers AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Helpers--Production Workers

42 shared · 8 different

core competencies

medium risk

Engine and Other Machine Assemblers

Side-by-Side Comparison

Engine and Other Machine Assemblers leads 5–0

Metric	Helpers--Production Workers	Engine and Other Machine Assemblers
Risk Score	39.5%	38.2%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	79th	76th
Tasks at Risk (>50%)	11 / 15	8 / 12
Median Salary	$38,220	$52,540
Employment	167K	38K

Skill Comparison

Sorted by largest difference

Mechanical

Visualization

Production and Processing

Thinking Creatively

Quality Control Analysis

Flexibility of Closure

Updating and Using Relevant Knowledge

Controlling Machines and Processes

Protective Factors

Higher values indicate stronger protection against AI displacement

Helpers--Production Workers

23%

total discount

Engine and Other Machine Assemblers

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Helpers--Production Workers

11 of 15 at risk

86%Count finished products to determine if product orders are complete.

86%Measure amounts of products, lengths of extruded articles, or weights of filled containers to ensure conformance to specifications.

86%Mark or tag identification on parts.

86%Observe equipment operations so that malfunctions can be detected, and notify operators of any malfunctions.

67%Examine products to verify conformance to quality standards.

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 +$14,320(+37%) vs Helpers--Production Workers

Helpers--Production WorkersEngine and Other Machine Assemblers

10th

$30,060$37,950

25th

$34,390$42,790

Median

$38,220$52,540

75th

$44,980$70,050

90th

$52,120$74,300

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Helpers--Production Workers2028–2035

Engine and Other Machine Assemblers2028–2035

20242030203520402045

Engine and Other Machine Assemblers has a longer runway before significant displacement, projected 0 years later than Helpers--Production Workers.

Risk-Adjusted Salary

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

Helpers--Production Workers

$23,119

from $38,220

Engine and Other Machine Assemblers

$32,480

from $52,540

After adjusting for AI risk, Engine and Other Machine Assemblers offers $9,361 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Helpers--Production

Unique to Engine

Combined Protection Strategy

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

Creativity

Fine Manipulation

Decision Complexity

Social Intelligence

Helpers--Production WorkersEngine and Other Machine Assemblers

Find transitions from Helpers--Production Workers Find transitions from Engine and Other Machine Assemblers