Takeover Tracker
35%medium risk
Medical Equipment Preparers
vs

44 shared · 29 different

core competencies

47%medium risk
Packaging and Filling Machine Operators and Tenders

Side-by-Side Comparison

MetricMedical Equipment PreparersPackaging and Filling Machine Operators and Tenders
Risk Score35.3%47.5%
Risk TierMedium RiskMedium Risk
Risk Percentile67th95th
Tasks at Risk (>50%)6 / 1513 / 15
Median Salary$46,490$40,900
Employment73K384K

Skill Comparison

|

Sorted by largest difference

Documenting/Recording Information
Customer and Personal Service
Evaluating Information to Determine Compliance with Standards
Processing Information
Organizing, Planning, and Prioritizing Work
Monitor Processes, Materials, or Surroundings
Making Decisions and Solving Problems
Inspecting Equipment, Structures, or Material
Updating and Using Relevant Knowledge
Getting Information
Interacting With Computers
Judging the Qualities of Things, Services, or People

Protective Factors

Higher values indicate stronger protection against AI displacement

Medical Equipment Preparers

30%

total discount

Packaging and Filling Machine Operators and Tenders

26%

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84%Check sterile supplies to ensure that they are not outdated.

Packaging and Filling Machine Operators and Tenders

13 of 15 at risk
87%Regulate machine flow, speed, or temperature.
86%Observe machine operations to ensure quality and conformity of filled or packaged products to standards.
84%Monitor the production line, watching for problems such as pile-ups, jams, or glue that isn't sticking properly.
69%Package the product in the form in which it will be sent out, for example, filling bags with flour from a chute or spout.
67%Sort, grade, weigh, and inspect products, verifying and adjusting product weight or measurement to meet specifications.

Wage Comparison

Packaging and Filling Machine Operators and Tenders earns -$5,590(-12%) vs Medical Equipment Preparers
Medical Equipment PreparersPackaging and Filling Machine Operators and Tenders
10th
$35,400$31,890
25th
$38,910$36,250
Median
$46,490$40,900
75th
$56,160$48,440
90th
$67,070$58,910

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Medical Equipment Preparers2028–2035
Packaging and Filling Machine Operators and Tenders2028–2035
20242030203520402045

Medical Equipment Preparers has a longer runway before significant displacement, projected 0 years later than Packaging and Filling Machine Operators and Tenders.

Risk-Adjusted Salary

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

Medical Equipment Preparers

$30,079

from $46,490

Packaging and Filling Machine Operators and Tenders

$21,489

from $40,900

After adjusting for AI risk, Medical Equipment Preparers offers $8,590 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Medical

0

Unique to Packaging

Combined Protection Strategy

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

Decision Complexity
Fine Manipulation
Regulatory Barriers
Social Intelligence
Medical Equipment PreparersPackaging and Filling Machine Operators and Tenders
Find transitions from Medical Equipment PreparersFind transitions from Packaging and Filling Machine Operators and Tenders