Helpers--Carpenters vs Structural Metal Fabricators and Fitters AI Risk

Job 1

Job 2

Job 1

Job 2

low risk

Helpers--Carpenters

50 shared · 10 different

core competencies

medium risk

Structural Metal Fabricators and Fitters

Side-by-Side Comparison

Helpers--Carpenters leads 4–1

Metric	Helpers--Carpenters	Structural Metal Fabricators and Fitters
Risk Score	23.8%	29.4%
Risk Tier	Low Risk	Medium Risk
Risk Percentile	16th	35th
Tasks at Risk (>50%)	5 / 15	6 / 15
Median Salary	$41,600	$49,900
Employment	25K	53K

Skill Comparison

Sorted by largest difference

Performing General Physical Activities

Building and Construction

Public Safety and Security

Organizing, Planning, and Prioritizing Work

Handling and Moving Objects

Transportation

Customer and Personal Service

English Language

Extent Flexibility

Evaluating Information to Determine Compliance with Standards

Protective Factors

Higher values indicate stronger protection against AI displacement

Helpers--Carpenters

29%

total discount

Structural Metal Fabricators and Fitters

24%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Helpers--Carpenters

5 of 15 at risk

63%Hold plumb bobs, sighting rods, or other equipment to aid in establishing reference points and lines.

57%Cut timbers, lumber, or paneling to specified dimensions.

57%Smooth or sand surfaces to remove ridges, tool marks, glue, or caulking.

53%Glue and clamp edges or joints of assembled parts.

51%Perform tie spacing layout and measure, mark, drill or cut.

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.

Wage Comparison

Structural Metal Fabricators and Fitters earns +$8,300(+20%) vs Helpers--Carpenters

Helpers--CarpentersStructural Metal Fabricators and Fitters

10th

$31,540$37,370

25th

$35,870$44,290

Median

$41,600$49,900

75th

$46,780$59,810

90th

$52,380$70,510

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Helpers--Carpenters2028–2035

Structural Metal Fabricators and Fitters2028–2035

20242030203520402045

Helpers--Carpenters has a longer runway before significant displacement, projected 0 years later than Structural Metal Fabricators and Fitters.

Risk-Adjusted Salary

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

Helpers--Carpenters

$31,687

from $41,600

Structural Metal Fabricators and Fitters

$35,239

from $49,900

After adjusting for AI risk, Structural Metal Fabricators and Fitters offers $3,553 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Helpers--Carpenters

Unique to Structural

Combined Protection Strategy

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

Creativity

Decision Complexity

Fine Manipulation

Regulatory Barriers

Helpers--CarpentersStructural Metal Fabricators and Fitters

Find transitions from Helpers--Carpenters Find transitions from Structural Metal Fabricators and Fitters