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

Job 1

Job 2

Job 1

Job 2

medium risk

Tool Grinders, Filers, and Sharpeners

54 shared · 11 different

core competencies

medium risk

Engine and Other Machine Assemblers

Side-by-Side Comparison

Engine and Other Machine Assemblers leads 4–0

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

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

Tool Grinders, Filers, and Sharpeners

27%

total discount

Engine and Other Machine Assemblers

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

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.

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 +$3,570(+7%) vs Tool Grinders, Filers, and Sharpeners

Tool Grinders, Filers, and SharpenersEngine and Other Machine Assemblers

10th

$33,770$37,950

25th

$39,520$42,790

Median

$48,970$52,540

75th

$60,210$70,050

90th

$74,120$74,300

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Tool Grinders, Filers, and Sharpeners2028–2035

Engine and Other Machine Assemblers2028–2035

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%)

Tool Grinders, Filers, and Sharpeners

$30,097

from $48,970

Engine and Other Machine Assemblers

$32,480

from $52,540

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 Tool

Unique to Engine

Combined Protection Strategy

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

Decision Complexity

Creativity

Fine Manipulation

Regulatory Barriers

Tool Grinders, Filers, and SharpenersEngine and Other Machine Assemblers

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