Maintenance Workers, Machinery vs Cooling and Freezing Equipment Operators and Tenders AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Maintenance Workers, Machinery

65 shared · 12 different

core competencies

medium risk

Cooling and Freezing Equipment Operators and Tenders

Side-by-Side Comparison

Maintenance Workers, Machinery leads 5–0

Metric	Maintenance Workers, Machinery	Cooling and Freezing Equipment Operators and Tenders
Risk Score	29.7%	43.0%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	37th	87th
Tasks at Risk (>50%)	10 / 15	13 / 15
Median Salary	$60,500	$40,160
Employment	57K	7K

Skill Comparison

Sorted by largest difference

Mechanical

Repairing and Maintaining Mechanical Equipment

Documenting/Recording Information

Interpreting the Meaning of Information for Others

Evaluating Information to Determine Compliance with Standards

Thinking Creatively

Judging the Qualities of Things, Services, or People

Equipment MaintenanceAI-Resistant

Training and Teaching Others

Estimating the Quantifiable Characteristics of Products, Events, or Information

Repairing

Inspecting Equipment, Structures, or Material

Protective Factors

Higher values indicate stronger protection against AI displacement

Maintenance Workers, Machinery

27%

total discount

Cooling and Freezing Equipment Operators and Tenders

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Maintenance Workers, Machinery

10 of 15 at risk

88%Inventory and requisition machine parts, equipment, and other supplies so that stock can be maintained and replenished.

86%Read work orders and specifications to determine machines and equipment requiring repair or maintenance.

86%Record production, repair, and machine maintenance information.

61%Transport machine parts, tools, equipment, and other material between work areas and storage, using cranes, hoists, or dollies.

57%Set up and operate machines, and adjust controls to regulate operations.

Cooling and Freezing Equipment Operators and Tenders

13 of 15 at risk

86%Record temperatures, amounts of materials processed, or test results on report forms.

84%Sample and test product characteristics such as specific gravity, acidity, and sugar content, using hydrometers, pH meters, or refractometers.

69%Weigh packages and adjust freezer air valves or switches on filler heads to obtain specified amounts of product in each container.

67%Monitor pressure gauges, ammeters, flowmeters, thermometers, or products, and adjust controls to maintain specified conditions, such as feed rate, product consistency, temperature, air pressure, and machine speed.

67%Read dials and gauges on panel control boards to ascertain temperatures, alkalinities, and densities of mixtures, and turn valves to obtain specified mixtures.

Wage Comparison

Cooling and Freezing Equipment Operators and Tenders earns -$20,340(-34%) vs Maintenance Workers, Machinery

Maintenance Workers, MachineryCooling and Freezing Equipment Operators and Tenders

10th

$40,080$33,710

25th

$48,600$36,150

Median

$60,500$40,160

75th

$72,260$49,150

90th

$83,560$62,760

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Maintenance Workers, Machinery2028–2035

Cooling and Freezing Equipment Operators and Tenders2028–2035

20242030203520402045

Maintenance Workers, Machinery has a longer runway before significant displacement, projected 0 years later than Cooling and Freezing Equipment Operators and Tenders.

Risk-Adjusted Salary

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

Maintenance Workers, Machinery

$42,562

from $60,500

Cooling and Freezing Equipment Operators and Tenders

$22,907

from $40,160

After adjusting for AI risk, Maintenance Workers, Machinery offers $19,654 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Maintenance

Unique to Cooling

Combined Protection Strategy

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

Social Intelligence

Decision Complexity

Regulatory Barriers

Fine Manipulation

Maintenance Workers, MachineryCooling and Freezing Equipment Operators and Tenders

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