Takeover Tracker
24%low risk
Sheet Metal Workers
vs

71 shared · 16 different

core competencies

30%medium risk
Rail-Track Laying and Maintenance Equipment Operators

Side-by-Side Comparison

MetricSheet Metal WorkersRail-Track Laying and Maintenance Equipment Operators
Risk Score24.2%29.8%
Risk TierLow RiskMedium Risk
Risk Percentile17th38th
Tasks at Risk (>50%)7 / 154 / 15
Median Salary$60,850$67,370
Employment117K16K

Skill Comparison

|

Sorted by largest difference

Drafting, Laying Out, and Specifying Technical Devices, Parts, and Equipment
MathematicsAI-Vulnerable
Operation Monitoring
Design
Mathematical Reasoning
Making Decisions and Solving Problems
Far Vision
Operating Vehicles, Mechanized Devices, or Equipment
Control Precision
Multilimb Coordination
Updating and Using Relevant Knowledge
Public Safety and Security

Protective Factors

Higher values indicate stronger protection against AI displacement

Sheet Metal Workers

27%

total discount

Rail-Track Laying and Maintenance Equipment Operators

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Sheet Metal Workers

7 of 15 at risk
86%Develop or lay out patterns, using computerized metalworking equipment.
86%Verify that heating, ventilating, and air conditioning (HVAC) systems are designed, installed, and calibrated in accordance with green certification standards, such as those of Leadership in Energy and Environmental Design (LEED).
85%Select gauges or types of sheet metal or nonmetallic material, according to product specifications.
84%Convert blueprints into shop drawings to be followed in the construction or assembly of sheet metal products.
63%Inspect individual parts, assemblies, or installations, using measuring instruments, such as calipers, scales, or micrometers.

Rail-Track Laying and Maintenance Equipment Operators

4 of 15 at risk
84%Observe leveling indicator arms to verify levelness and alignment of tracks.
57%Adjust controls of machines that spread, shape, raise, level, or align track, according to specifications.
55%Engage mechanisms that lay tracks or rails to specified gauges.
53%Clean, grade, or level ballast on railroad tracks.
49%Operate single- or multiple-head spike driving machines to drive spikes into ties and secure rails.

Wage Comparison

Rail-Track Laying and Maintenance Equipment Operators earns +$6,520(+11%) vs Sheet Metal Workers
Sheet Metal WorkersRail-Track Laying and Maintenance Equipment Operators
10th
$38,030$45,720
25th
$47,290$51,630
Median
$60,850$67,370
75th
$79,620$79,330
90th
$102,680$84,840

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Sheet Metal Workers2028–2035
Rail-Track Laying and Maintenance Equipment Operators2028–2035
20242030203520402045

Sheet Metal Workers has a longer runway before significant displacement, projected 0 years later than Rail-Track Laying and Maintenance Equipment Operators.

Risk-Adjusted Salary

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

Sheet Metal Workers

$46,112

from $60,850

Rail-Track Laying and Maintenance Equipment Operators

$47,267

from $67,370

After adjusting for AI risk, Rail-Track Laying and Maintenance Equipment Operators offers $1,155 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Sheet

0

Unique to Rail-Track

Combined Protection Strategy

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

Regulatory Barriers
Decision Complexity
Fine Manipulation
Social Intelligence
Sheet Metal WorkersRail-Track Laying and Maintenance Equipment Operators
Find transitions from Sheet Metal WorkersFind transitions from Rail-Track Laying and Maintenance Equipment Operators