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

60 shared · 9 different

core competencies

38%medium risk
Pourers and Casters, Metal

Side-by-Side Comparison

MetricMixing and Blending Machine Setters, Operators, and TendersPourers and Casters, Metal
Risk Score44.2%37.7%
Risk TierMedium RiskMedium Risk
Risk Percentile90th74th
Tasks at Risk (>50%)12 / 155 / 15
Median Salary$47,680$48,940
Employment101K6K

Skill Comparison

|

Sorted by largest difference

Chemistry
Performing General Physical Activities
Scheduling Work and Activities
MathematicsAI-Vulnerable
Making Decisions and Solving Problems
Developing Objectives and Strategies
Production and Processing
Repairing and Maintaining Mechanical Equipment
Updating and Using Relevant Knowledge

Protective Factors

Higher values indicate stronger protection against AI displacement

Mixing and Blending Machine Setters, Operators, and Tenders

26%

total discount

Pourers and Casters, Metal

27%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Pourers and Casters, Metal

5 of 15 at risk
84%Read temperature gauges and observe color changes, adjusting furnace flames, torches, or electrical heating units as necessary to melt metal to specifications.
63%Examine molds to ensure they are clean, smooth, and properly coated.
61%Transport metal ingots to storage areas, using forklifts.
59%Stencil identifying information on ingots and pigs, using special hand tools.
51%Turn valves to circulate water through cores, or spray water on filled molds to cool and solidify metal.

Wage Comparison

Pourers and Casters, Metal earns +$1,260(+3%) vs Mixing and Blending Machine Setters, Operators, and Tenders
Mixing and Blending Machine Setters, Operators, and TendersPourers and Casters, Metal
10th
$35,000$37,250
25th
$39,800$41,410
Median
$47,680$48,940
75th
$57,940$59,850
90th
$67,570$68,030

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Mixing and Blending Machine Setters, Operators, and Tenders2028–2035
Pourers and Casters, Metal2028–2035
20242030203520402045

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

Risk-Adjusted Salary

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

Mixing and Blending Machine Setters, Operators, and Tenders

$26,601

from $47,680

Pourers and Casters, Metal

$30,475

from $48,940

After adjusting for AI risk, Pourers and Casters, Metal offers $3,874 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Mixing

0

Unique to Pourers

Combined Protection Strategy

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

Fine Manipulation
Decision Complexity
Regulatory Barriers
Social Intelligence
Mixing and Blending Machine Setters, Operators, and TendersPourers and Casters, Metal
Find transitions from Mixing and Blending Machine Setters, Operators, and TendersFind transitions from Pourers and Casters, Metal