Takeover Tracker
20%low risk
Logging Equipment Operators
vs

57 shared · 18 different

core competencies

44%medium risk
Metal-Refining Furnace Operators and Tenders

Side-by-Side Comparison

MetricLogging Equipment OperatorsMetal-Refining Furnace Operators and Tenders
Risk Score20.1%44.2%
Risk TierLow RiskMedium Risk
Risk Percentile7th90th
Tasks at Risk (>50%)3 / 97 / 15
Median Salary$49,210$55,770
Employment23K20K

Skill Comparison

|

Sorted by largest difference

Operating Vehicles, Mechanized Devices, or Equipment
Controlling Machines and Processes
Repairing and Maintaining Mechanical Equipment
Administration and Management
Assisting and Caring for Others
Developing and Building Teams
Establishing and Maintaining Interpersonal Relationships
Provide Consultation and Advice to Others
Monitoring and Controlling Resources
Evaluating Information to Determine Compliance with Standards
Performing General Physical Activities
Mechanical

Protective Factors

Higher values indicate stronger protection against AI displacement

Logging Equipment Operators

27%

total discount

Metal-Refining Furnace Operators and Tenders

26%

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.

Metal-Refining Furnace Operators and Tenders

7 of 15 at risk
88%Record production data, and maintain production logs.
84%Observe air and temperature gauges or metal color and fluidity, and turn fuel valves or adjust controls to maintain required temperatures.
84%Observe operations inside furnaces, using television screens, to ensure that problems do not occur.
74%Draw smelted metal samples from furnaces or kettles for analysis, and calculate types and amounts of materials needed to ensure that materials meet specifications.
67%Regulate supplies of fuel and air, or control flow of electric current and water coolant to heat furnaces and adjust temperatures.

Wage Comparison

Metal-Refining Furnace Operators and Tenders earns +$6,560(+13%) vs Logging Equipment Operators
Logging Equipment OperatorsMetal-Refining Furnace Operators and Tenders
10th
$35,050$38,760
25th
$43,750$46,550
Median
$49,210$55,770
75th
$60,640$65,070
90th
$72,280$80,280

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Logging Equipment Operators2028–2035
Metal-Refining Furnace Operators and Tenders2028–2035
20242030203520402045

Logging Equipment Operators has a longer runway before significant displacement, projected 0 years later than Metal-Refining Furnace Operators and Tenders.

Risk-Adjusted Salary

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

Logging Equipment Operators

$39,334

from $49,210

Metal-Refining Furnace Operators and Tenders

$31,120

from $55,770

After adjusting for AI risk, Logging Equipment Operators offers $8,214 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Logging

0

Unique to Metal-Refining

Combined Protection Strategy

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

Fine Manipulation
Social Intelligence
Regulatory Barriers
Decision Complexity
Logging Equipment OperatorsMetal-Refining Furnace Operators and Tenders
Find transitions from Logging Equipment OperatorsFind transitions from Metal-Refining Furnace Operators and Tenders