Takeover Tracker
35%medium risk
Medical Equipment Preparers
vs

47 shared · 26 different

core competencies

38%medium risk
Pourers and Casters, Metal

Side-by-Side Comparison

MetricMedical Equipment PreparersPourers and Casters, Metal
Risk Score35.3%37.7%
Risk TierMedium RiskMedium Risk
Risk Percentile67th74th
Tasks at Risk (>50%)6 / 155 / 15
Median Salary$46,490$48,940
Employment73K6K

Skill Comparison

|

Sorted by largest difference

Evaluating Information to Determine Compliance with Standards
Documenting/Recording Information
Organizing, Planning, and Prioritizing Work
Updating and Using Relevant Knowledge
Processing Information
Judging the Qualities of Things, Services, or People
Monitor Processes, Materials, or Surroundings
Making Decisions and Solving Problems
Getting Information
Performing for or Working Directly with the Public
Identifying Objects, Actions, and Events
Repairing and Maintaining Mechanical Equipment

Protective Factors

Higher values indicate stronger protection against AI displacement

Medical Equipment Preparers

30%

total discount

Pourers and Casters, Metal

27%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Medical Equipment Preparers

6 of 15 at risk
87%Maintain records of inventory or equipment usage and order medical instruments or supplies when inventory is low.
86%Order medical supplies for healthcare facilities or laboratories.
86%Record sterilizer test results.
86%Report defective equipment to appropriate supervisors or staff.
84%Check sterile supplies to ensure that they are not outdated.

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 +$2,450(+5%) vs Medical Equipment Preparers
Medical Equipment PreparersPourers and Casters, Metal
10th
$35,400$37,250
25th
$38,910$41,410
Median
$46,490$48,940
75th
$56,160$59,850
90th
$67,070$68,030

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Medical Equipment Preparers2028–2035
Pourers and Casters, Metal2028–2035
20242030203520402045

Medical Equipment Preparers has a longer runway before significant displacement, projected 0 years later than Pourers and Casters, Metal.

Risk-Adjusted Salary

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

Medical Equipment Preparers

$30,079

from $46,490

Pourers and Casters, Metal

$30,475

from $48,940

After adjusting for AI risk, Pourers and Casters, Metal offers $396 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Medical

0

Unique to Pourers

Combined Protection Strategy

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

Decision Complexity
Social Intelligence
Regulatory Barriers
Creativity
Medical Equipment PreparersPourers and Casters, Metal
Find transitions from Medical Equipment PreparersFind transitions from Pourers and Casters, Metal