Takeover Tracker
17%low risk
Musical Instrument Repairers and Tuners
vs

60 shared · 21 different

core competencies

19%low risk
Automotive Specialty Technicians

Side-by-Side Comparison

MetricMusical Instrument Repairers and TunersAutomotive Specialty Technicians
Risk Score17.5%18.7%
Risk TierLow RiskLow Risk
Risk Percentile3th5th
Tasks at Risk (>50%)1 / 154 / 15
Median Salary$45,320$49,670
Employment6K689K

Skill Comparison

|

Sorted by largest difference

Mechanical
Operating Vehicles, Mechanized Devices, or Equipment
Thinking Creatively
Performing for or Working Directly with the Public
Repairing and Maintaining Electronic Equipment
Performing Administrative Activities
Hearing Sensitivity
Performing General Physical Activities
Monitoring and Controlling Resources
Analyzing Data or Information
Processing Information
Communicating with Persons Outside Organization

Protective Factors

Higher values indicate stronger protection against AI displacement

Musical Instrument Repairers and Tuners

30%

total discount

Automotive Specialty Technicians

28%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Musical Instrument Repairers and Tuners

1 of 15 at risk
63%Compare instrument pitches with tuning tool pitches to tune instruments.
43%Inspect instruments to locate defects, and to determine their value or the level of restoration required.
39%Play instruments to evaluate their sound quality and to locate any defects.
37%Test tubes and pickups in electronic amplifier units, and solder parts and connections as necessary.
37%Polish instruments, using rags and polishing compounds, buffing wheels, or burnishing tools.

Automotive Specialty Technicians

4 of 15 at risk
74%Estimate costs of vehicle repair.
59%Inspect vehicles for damage and record findings so that necessary repairs can be made.
55%Test electronic computer components in automobiles to ensure proper operation.
53%Troubleshoot fuel, ignition, and emissions control systems, using electronic testing equipment.
45%Align wheels, axles, frames, torsion bars, and steering mechanisms of automobiles, using special alignment equipment and wheel-balancing machines.

Wage Comparison

Automotive Specialty Technicians earns +$4,350(+10%) vs Musical Instrument Repairers and Tuners
Musical Instrument Repairers and TunersAutomotive Specialty Technicians
10th
$30,130$33,660
25th
$35,820$38,140
Median
$45,320$49,670
75th
$56,960$65,660
90th
$73,430$80,850

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Musical Instrument Repairers and Tuners2028–2035
Automotive Specialty Technicians2028–2035
20242030203520402045

Musical Instrument Repairers and Tuners has a longer runway before significant displacement, projected 0 years later than Automotive Specialty Technicians.

Risk-Adjusted Salary

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

Musical Instrument Repairers and Tuners

$37,412

from $45,320

Automotive Specialty Technicians

$40,362

from $49,670

After adjusting for AI risk, Automotive Specialty Technicians offers $2,950 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Musical

0

Unique to Automotive

Combined Protection Strategy

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

Creativity
Social Intelligence
Decision Complexity
Fine Manipulation
Musical Instrument Repairers and TunersAutomotive Specialty Technicians
Find transitions from Musical Instrument Repairers and TunersFind transitions from Automotive Specialty Technicians