Takeover Tracker

Side-by-Side Comparison

MetricLogging Equipment OperatorsExtruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers
Risk Score20.1%39.4%
Risk TierLow RiskMedium Risk
Risk Percentile7th79th
Tasks at Risk (>50%)3 / 98 / 15
Median Salary$49,210$44,980
Employment23K15K

Skill Comparison

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Sorted by largest difference

Operating Vehicles, Mechanized Devices, or Equipment
Provide Consultation and Advice to Others
Performing General Physical Activities
Establishing and Maintaining Interpersonal Relationships
Processing Information
Public Safety and Security
Depth Perception
Controlling Machines and Processes
Far Vision
Repairing and Maintaining Mechanical Equipment
Monitoring and Controlling Resources
Mechanical

Protective Factors

Higher values indicate stronger protection against AI displacement

Logging Equipment Operators

27%

total discount

Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers

27%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Logging Equipment Operators

3 of 9 at risk
89%Calculate total board feet, cordage, or other wood measurement units, using conversion tables.
87%Grade logs according to characteristics such as knot size and straightness, and according to established industry or company standards.
87%Fill out required job or shift report forms.
45%Inspect equipment for safety prior to use, and perform necessary basic maintenance tasks.
13%Control hydraulic tractors equipped with tree clamps and booms to lift, swing, and bunch sheared trees.

Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers

8 of 15 at risk
86%Record details of machine malfunctions.
86%Observe machine operations, control boards, and gauges to detect malfunctions such as clogged bushings and defective binder applicators.
63%Press buttons to stop machines when processes are complete or when malfunctions are detected.
57%Start metering pumps and observe operation of machines and equipment to ensure continuous flow of filaments extruded through spinnerettes and to detect processing defects.
53%Turn rheostats to obtain specified temperatures in electric furnaces where glass is melted.

Wage Comparison

Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers earns -$4,230(-9%) vs Logging Equipment Operators
Logging Equipment OperatorsExtruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers
10th
$35,050$35,590
25th
$43,750$38,990
Median
$49,210$44,980
75th
$60,640$54,690
90th
$72,280$63,650

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Logging Equipment Operators20282035
Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers20282035
20242030203520402045

Logging Equipment Operators has a longer runway before significant displacement, projected 0 years later than Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers.

Risk-Adjusted Salary

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

Logging Equipment Operators

$39,334

from $49,210

Extruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers

$27,280

from $44,980

After adjusting for AI risk, Logging Equipment Operators offers $12,053 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Logging

0

Unique to Extruding

Combined Protection Strategy

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

Fine Manipulation
Decision Complexity
Regulatory Barriers
Social Intelligence
Logging Equipment OperatorsExtruding and Forming Machine Setters, Operators, and Tenders, Synthetic and Glass Fibers