Takeover Tracker
51%high risk
Machine Feeders and Offbearers
vs

45 shared · 8 different

core competencies

44%medium risk
Mixing and Blending Machine Setters, Operators, and Tenders

Side-by-Side Comparison

MetricMachine Feeders and OffbearersMixing and Blending Machine Setters, Operators, and Tenders
Risk Score51.3%44.2%
Risk TierHigh RiskMedium Risk
Risk Percentile98th90th
Tasks at Risk (>50%)11 / 1312 / 15
Median Salary$39,700$47,680
Employment47K101K

Skill Comparison

|

Sorted by largest difference

Inspecting Equipment, Structures, or Material
Operating Vehicles, Mechanized Devices, or Equipment
Monitor Processes, Materials, or Surroundings
Operation and Control
Visual Color Discrimination
Production and Processing
Training and Teaching Others
Response Orientation

Protective Factors

Higher values indicate stronger protection against AI displacement

Machine Feeders and Offbearers

22%

total discount

Mixing and Blending Machine Setters, Operators, and Tenders

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Machine Feeders and Offbearers

11 of 13 at risk
87%Record production and operational data, such as amount of materials processed.
87%Weigh or measure materials or products to ensure conformance to specifications.
87%Identify and mark materials, products, and samples, following instructions.
67%Add chemicals, solutions, or ingredients to machines or equipment as required by the manufacturing process.
65%Inspect materials and products for defects, and to ensure conformance to specifications.

Mixing and Blending Machine Setters, Operators, and Tenders

12 of 15 at risk
84%Observe production or monitor equipment to ensure safe and efficient operation.
78%Test samples of materials or products to ensure compliance with specifications, using test equipment.
65%Mix or blend ingredients by starting machines and mixing for specified times.
64%Read work orders to determine production specifications or information.
63%Weigh or measure materials, ingredients, or products to ensure conformance to requirements.

Wage Comparison

Mixing and Blending Machine Setters, Operators, and Tenders earns +$7,980(+20%) vs Machine Feeders and Offbearers
Machine Feeders and OffbearersMixing and Blending Machine Setters, Operators, and Tenders
10th
$31,480$35,000
25th
$36,020$39,800
Median
$39,700$47,680
75th
$48,220$57,940
90th
$57,010$67,570

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Machine Feeders and Offbearers2028–2035
Mixing and Blending Machine Setters, Operators, and Tenders2028–2035
20242030203520402045

Mixing and Blending Machine Setters, Operators, and Tenders has a longer runway before significant displacement, projected 0 years later than Machine Feeders and Offbearers.

Risk-Adjusted Salary

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

Machine Feeders and Offbearers

$19,350

from $39,700

Mixing and Blending Machine Setters, Operators, and Tenders

$26,601

from $47,680

After adjusting for AI risk, Mixing and Blending Machine Setters, Operators, and Tenders offers $7,251 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Machine

0

Unique to Mixing

Combined Protection Strategy

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

Creativity
Decision Complexity
Social Intelligence
Fine Manipulation
Machine Feeders and OffbearersMixing and Blending Machine Setters, Operators, and Tenders
Find transitions from Machine Feeders and OffbearersFind transitions from Mixing and Blending Machine Setters, Operators, and Tenders