Bicycle Repairers vs Engine and Other Machine Assemblers AI Risk

Job 1

Job 2

Job 1

Job 2

low risk

Bicycle Repairers

51 shared · 20 different

core competencies

medium risk

Engine and Other Machine Assemblers

Side-by-Side Comparison

Bicycle Repairers leads 4–1

Metric	Bicycle Repairers	Engine and Other Machine Assemblers
Risk Score	19.2%	38.2%
Risk Tier	Low Risk	Medium Risk
Risk Percentile	5th	76th
Tasks at Risk (>50%)	2 / 15	8 / 12
Median Salary	$40,360	$52,540
Employment	13K	38K

Skill Comparison

Sorted by largest difference

Selling or Influencing Others

Assisting and Caring for Others

Mechanical

Controlling Machines and Processes

Organizing, Planning, and Prioritizing Work

Scheduling Work and Activities

Guiding, Directing, and Motivating Subordinates

Repairing and Maintaining Mechanical Equipment

Resolving Conflicts and Negotiating with Others

Operating Vehicles, Mechanized Devices, or Equipment

English Language

Identifying Objects, Actions, and Events

Protective Factors

Higher values indicate stronger protection against AI displacement

Bicycle Repairers

31%

total discount

Engine and Other Machine Assemblers

26%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Bicycle Repairers

2 of 15 at risk

86%Order bicycle parts.

80%Estimate costs of repairing bicycles and write service tickets.

43%Clean and lubricate bicycle parts.

41%Assemble new bicycles.

41%Install new tires and tubes.

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 +$12,180(+30%) vs Bicycle Repairers

Bicycle RepairersEngine and Other Machine Assemblers

10th

$30,640$37,950

25th

$35,880$42,790

Median

$40,360$52,540

75th

$47,560$70,050

90th

$52,130$74,300

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Bicycle Repairers2028–2035

Engine and Other Machine Assemblers2028–2035

20242030203520402045

Bicycle Repairers 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%)

Bicycle Repairers

$32,603

from $40,360

Engine and Other Machine Assemblers

$32,480

from $52,540

After adjusting for AI risk, Bicycle Repairers offers $123 more in risk-adjusted pay.

Transition Feasibility

Skill Overlap

Low overlap — significant retraining needed for transition

Unique to Bicycle

Unique to Engine

Combined Protection Strategy

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

Social Intelligence

Decision Complexity

Creativity

Fine Manipulation

Bicycle RepairersEngine and Other Machine Assemblers

Find transitions from Bicycle Repairers Find transitions from Engine and Other Machine Assemblers