Takeover Tracker
vs

48 shared · 27 different

core competencies

Side-by-Side Comparison

MetricStationary Engineers and Boiler OperatorsGrinding and Polishing Workers, Hand
Risk Score41.7%37.8%
Risk TierMedium RiskMedium Risk
Risk Percentile85th75th
Tasks at Risk (>50%)6 / 156 / 15
Median Salary$75,190$41,690
Employment31K12K

Skill Comparison

|

Sorted by largest difference

Repairing and Maintaining Mechanical Equipment
Analyzing Data or Information
Mechanical
Documenting/Recording Information
Repairing and Maintaining Electronic Equipment
Thinking Creatively
Interacting With Computers
Monitor Processes, Materials, or Surroundings
Identifying Objects, Actions, and Events
Inspecting Equipment, Structures, or Material
Updating and Using Relevant Knowledge
Making Decisions and Solving Problems

Protective Factors

Higher values indicate stronger protection against AI displacement

Stationary Engineers and Boiler Operators

30%

total discount

Grinding and Polishing Workers, Hand

25%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Grinding and Polishing Workers, Hand

6 of 15 at risk
89%Record product and processing data on specified forms.
85%Study blueprints or layouts to determine how to lay out workpieces or saw out templates.
81%Mark defects, such as knotholes, cracks, and splits, for repair.
77%Verify quality of finished workpieces by inspecting them, comparing them to templates, measuring their dimensions, or testing them in working machinery.
77%Measure and mark equipment, objects, or parts to ensure grinding and polishing standards are met.

Wage Comparison

Grinding and Polishing Workers, Hand earns -$33,500(-45%) vs Stationary Engineers and Boiler Operators
Stationary Engineers and Boiler OperatorsGrinding and Polishing Workers, Hand
10th
$47,310$32,120
25th
$60,110$36,660
Median
$75,190$41,690
75th
$96,420$48,410
90th
$121,200$57,250

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Stationary Engineers and Boiler Operators20282035
Grinding and Polishing Workers, Hand20282035
20242030203520402045

Grinding and Polishing Workers, Hand 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%)

Stationary Engineers and Boiler Operators

$43,873

from $75,190

Grinding and Polishing Workers, Hand

$25,915

from $41,690

After adjusting for AI risk, Stationary Engineers and Boiler Operators offers $17,959 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Stationary

0

Unique to Grinding

Combined Protection Strategy

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

Fine Manipulation
Decision Complexity
Social Intelligence
Creativity
Stationary Engineers and Boiler OperatorsGrinding and Polishing Workers, Hand
Stationary Engineers and Boiler Operators vs Grinding and Polishing Workers, Hand AI Risk — Takeover Tracker