Engine and Other Machine Assemblers vs Tool Grinders, Filers, and Sharpeners AI Risk

Job 1

Job 2

Job 1

Job 2

medium risk

Engine and Other Machine Assemblers

54 shared · 11 different

core competencies

medium risk

Tool Grinders, Filers, and Sharpeners

Side-by-Side Comparison

Engine and Other Machine Assemblers leads 4–0

Metric	Engine and Other Machine Assemblers	Tool Grinders, Filers, and Sharpeners
Risk Score	38.2%	38.5%
Risk Tier	Medium Risk	Medium Risk
Risk Percentile	76th	77th
Tasks at Risk (>50%)	8 / 12	8 / 15
Median Salary	$52,540	$48,970
Employment	38K	6K

Skill Comparison

Sorted by largest difference

Organizing, Planning, and Prioritizing Work

Customer and Personal Service

Operation and Control

MathematicsAI-Vulnerable

Near Vision

Handling and Moving Objects

Updating and Using Relevant Knowledge

Rate Control

Inspecting Equipment, Structures, or Material

Operating Vehicles, Mechanized Devices, or Equipment

Controlling Machines and Processes

Protective Factors

Higher values indicate stronger protection against AI displacement

Engine and Other Machine Assemblers

26%

total discount

Tool Grinders, Filers, and Sharpeners

27%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

Tool Grinders, Filers, and Sharpeners

8 of 15 at risk

84%Study blueprints or layouts of metal workpieces to determine grinding procedures, and to plan machine setups and operational sequences.

78%Compute numbers, widths, and angles of cutting tools, micrometers, scales, and gauges, and adjust tools to produce specified cuts.

76%Inspect dies to detect defects, assess wear, and verify specifications, using micrometers, steel gauge pins, and loupes.

61%Monitor machine operations to determine whether adjustments are necessary, stopping machines when problems occur.

59%Remove finished workpieces from machines and place them in boxes or on racks, setting aside pieces that are defective.

Wage Comparison

Tool Grinders, Filers, and Sharpeners earns -$3,570(-7%) vs Engine and Other Machine Assemblers

Engine and Other Machine AssemblersTool Grinders, Filers, and Sharpeners

10th

$37,950$33,770

25th

$42,790$39,520

Median

$52,540$48,970

75th

$70,050$60,210

90th

$74,300$74,120

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Engine and Other Machine Assemblers2028–2035

Tool Grinders, Filers, and Sharpeners2028–2035

20242030203520402045

Engine and Other Machine Assemblers has a longer runway before significant displacement, projected 0 years later than Tool Grinders, Filers, and Sharpeners.

Risk-Adjusted Salary

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

Engine and Other Machine Assemblers

$32,480

from $52,540

Tool Grinders, Filers, and Sharpeners

$30,097

from $48,970

After adjusting for AI risk, Engine and Other Machine Assemblers offers $2,383 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Engine

Unique to Tool

Combined Protection Strategy

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

Decision Complexity

Creativity

Fine Manipulation

Regulatory Barriers

Engine and Other Machine AssemblersTool Grinders, Filers, and Sharpeners

Find transitions from Engine and Other Machine Assemblers Find transitions from Tool Grinders, Filers, and Sharpeners