Floor Sanders and Finishers vs Engine and Other Machine Assemblers AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Floor Sanders and Finishers

45 shared · 13 different

core competencies

medium risk

Engine and Other Machine Assemblers

Side-by-Side Comparison

Floor Sanders and Finishers leads 4–1

Metric	Floor Sanders and Finishers	Engine and Other Machine Assemblers
Risk Score	28.1%	38.2%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	30th	76th
Tasks at Risk (>50%)	3 / 7	8 / 12
Median Salary	$49,150	$52,540
Employment	4K	38K

Skill Comparison

Sorted by largest difference

Selling or Influencing Others

Building and Construction

Identifying Objects, Actions, and Events

Scheduling Work and Activities

Handling and Moving Objects

Production and Processing

Visualization

Repairing and Maintaining Mechanical Equipment

Flexibility of Closure

Quality Control Analysis

Stamina

Trunk Strength

Protective Factors

Higher values indicate stronger protection against AI displacement

Floor Sanders and Finishers

24%

total discount

Engine and Other Machine Assemblers

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Floor Sanders and Finishers

3 of 7 at risk

59%Buff and vacuum floors to ensure their cleanliness prior to the application of finish.

53%Guide sanding machines over surfaces of floors until surfaces are smooth.

51%Inspect floors for smoothness.

47%Attach sandpaper to rollers of sanding machines.

15%Apply filler compound and coats of finish to floors to seal wood.

Engine and Other Machine Assemblers

8 of 12 at risk

84%Read and interpret assembly blueprints or specifications manuals and plan assembly or building operations.

63%Lay out and drill, ream, tap, or cut parts for assembly.

61%Set up and operate metalworking machines, such as milling or grinding machines, to shape or fabricate parts.

60%Verify conformance of parts to stock lists or blueprints, using measuring instruments, such as calipers, gauges, or micrometers.

59%Inspect, operate, and test completed products to verify functioning, machine capabilities, or conformance to customer specifications.

Wage Comparison

Engine and Other Machine Assemblers earns +$3,390(+7%) vs Floor Sanders and Finishers

Floor Sanders and FinishersEngine and Other Machine Assemblers

10th

$35,790$37,950

25th

$41,320$42,790

Median

$49,150$52,540

75th

$58,230$70,050

90th

$66,510$74,300

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Floor Sanders and Finishers2028–2035

Engine and Other Machine Assemblers2028–2035

20242030203520402045

Floor Sanders and Finishers has a longer runway before significant displacement, projected 0 years later than Engine and Other Machine Assemblers.

Risk-Adjusted Salary

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

Floor Sanders and Finishers

$35,324

from $49,150

Engine and Other Machine Assemblers

$32,480

from $52,540

After adjusting for AI risk, Floor Sanders and Finishers offers $2,844 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Floor

Unique to Engine

Combined Protection Strategy

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

Social Intelligence

Fine Manipulation

Regulatory Barriers

Decision Complexity

Floor Sanders and FinishersEngine and Other Machine Assemblers

Find transitions from Floor Sanders and Finishers Find transitions from Engine and Other Machine Assemblers