Takeover Tracker
33%medium risk
First-Line Supervisors of Logging Workers
vs

61 shared · 31 different

core competencies

44%medium risk
Metal-Refining Furnace Operators and Tenders

Side-by-Side Comparison

MetricFirst-Line Supervisors of Logging WorkersMetal-Refining Furnace Operators and Tenders
Risk Score32.6%44.2%
Risk TierMedium RiskMedium Risk
Risk Percentile54th90th
Tasks at Risk (>50%)5 / 137 / 15
Median Salary$59,330$55,770
Employment30K20K

Skill Comparison

|

Sorted by largest difference

Operating Vehicles, Mechanized Devices, or Equipment
Monitoring and Controlling Resources
Transportation
Management of Personnel Resources
Repairing and Maintaining Mechanical Equipment
CoordinationAI-Resistant
Controlling Machines and Processes
Resolving Conflicts and Negotiating with Others
Time Management
Oral Expression
Inductive Reasoning
Oral Comprehension

Protective Factors

Higher values indicate stronger protection against AI displacement

First-Line Supervisors of Logging Workers

31%

total discount

Metal-Refining Furnace Operators and Tenders

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

First-Line Supervisors of Logging Workers

5 of 13 at risk
87%Prepare production or personnel time records for management.
85%Schedule work crews, equipment, or transportation for several different work locations.
84%Plan or schedule logging operations, such as felling or bucking trees or grading, sorting, yarding, or loading logs.
84%Coordinate the selection and movement of logs from storage areas, according to transportation schedules or production requirements.
78%Coordinate dismantling, moving, and setting up equipment at new work sites.

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 -$3,560(-6%) vs First-Line Supervisors of Logging Workers
First-Line Supervisors of Logging WorkersMetal-Refining Furnace Operators and Tenders
10th
$39,610$38,760
25th
$47,660$46,550
Median
$59,330$55,770
75th
$76,640$65,070
90th
$90,840$80,280

Premium Head-to-Head Analysis

Displacement Timeline Comparison

First-Line Supervisors of Logging Workers2028–2035
Metal-Refining Furnace Operators and Tenders2028–2035
20242030203520402045

First-Line Supervisors of Logging Workers 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%)

First-Line Supervisors of Logging Workers

$39,965

from $59,330

Metal-Refining Furnace Operators and Tenders

$31,120

from $55,770

After adjusting for AI risk, First-Line Supervisors of Logging Workers offers $8,845 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to First-Line

0

Unique to Metal-Refining

Combined Protection Strategy

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

Creativity
Social Intelligence
Decision Complexity
Regulatory Barriers
First-Line Supervisors of Logging WorkersMetal-Refining Furnace Operators and Tenders
Find transitions from First-Line Supervisors of Logging WorkersFind transitions from Metal-Refining Furnace Operators and Tenders