Medical Equipment Preparers vs Stationary Engineers and Boiler Operators AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Medical Equipment Preparers

59 shared · 25 different

core competencies

medium risk

Stationary Engineers and Boiler Operators

Side-by-Side Comparison

Medical Equipment Preparers leads 3–1

Metric	Medical Equipment Preparers	Stationary Engineers and Boiler Operators
Risk Score	35.3%	41.7%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	67th	85th
Tasks at Risk (>50%)	6 / 15	6 / 15
Median Salary	$46,490	$75,190
Employment	73K	31K

Skill Comparison

Sorted by largest difference

Customer and Personal Service

Repairing and Maintaining Mechanical Equipment

Mechanical

Evaluating Information to Determine Compliance with Standards

Judging the Qualities of Things, Services, or People

Handling and Moving Objects

Repairing and Maintaining Electronic Equipment

Controlling Machines and Processes

Assisting and Caring for Others

Documenting/Recording Information

Processing Information

Developing Objectives and Strategies

Protective Factors

Higher values indicate stronger protection against AI displacement

Medical Equipment Preparers

30%

total discount

Stationary Engineers and Boiler Operators

30%

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84%Check sterile supplies to ensure that they are not outdated.

Stationary Engineers and Boiler Operators

6 of 15 at risk

88%Maintain daily logs of operation, maintenance, and safety activities, including test results, instrument readings, and details of equipment malfunctions and maintenance work.

85%Observe and interpret readings on gauges, meters, and charts registering various aspects of boiler operation to ensure that boilers are operating properly.

84%Monitor and inspect equipment, computer terminals, switches, valves, gauges, alarms, safety devices, and meters to detect leaks or malfunctions and to ensure that equipment is operating efficiently and safely.

84%Monitor boiler water, chemical, and fuel levels, and make adjustments to maintain required levels.

76%Test boiler water quality or arrange for testing and take necessary corrective action, such as adding chemicals to prevent corrosion and harmful deposits.

Wage Comparison

Stationary Engineers and Boiler Operators earns +$28,700(+62%) vs Medical Equipment Preparers

Medical Equipment PreparersStationary Engineers and Boiler Operators

10th

$35,400$47,310

25th

$38,910$60,110

Median

$46,490$75,190

75th

$56,160$96,420

90th

$67,070$121,200

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Medical Equipment Preparers2028–2035

Stationary Engineers and Boiler Operators2028–2035

20242030203520402045

Medical Equipment Preparers has a longer runway before significant displacement, projected 0 years later than Stationary Engineers and Boiler Operators.

Risk-Adjusted Salary

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

Medical Equipment Preparers

$30,079

from $46,490

Stationary Engineers and Boiler Operators

$43,873

from $75,190

After adjusting for AI risk, Stationary Engineers and Boiler Operators offers $13,794 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Medical

Unique to Stationary

Combined Protection Strategy

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

Fine Manipulation

Creativity

Regulatory Barriers

Social Intelligence

Medical Equipment PreparersStationary Engineers and Boiler Operators

Find transitions from Medical Equipment Preparers Find transitions from Stationary Engineers and Boiler Operators