Automation index
Can AI do the work of a Auto mechanic?
Today an AI or a robot can hardly do this job for you. The site, the surprises, and the code are settled on the ground.
It also does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Auto mechanic
25%
AI or a robot can already do 25% of this job.
#81 / 103
View rankingAuto mechanic
Where the time goes
Score = Σ (weight × saving). Weight is our estimate from frequency, not a time share published by O*NET. Saving is separate.
Weights are our estimate from O*NET frequency (FT). O*NET does not publish % of the week.
| Task | Share | AI | Adds |
|---|---|---|---|
Inspect vehicles for damage and record findings so that necessary repairs can be made.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 12% | +1.1 |
Follow checklists to ensure all important parts are examined, including belts, hoses, steering systems, spark plugs, brake and fuel systems, wheel bearings, and other potentially troublesome areas.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Estimate costs of vehicle repair.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 12% | +0.8 |
Review work orders and discuss work with supervisors.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 22% | +1.5 |
Perform routine and scheduled maintenance services, such as oil changes, lubrications, and tune-ups.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Maintain cleanliness of work area.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Test drive vehicles and test components and systems, using equipment such as infrared engine analyzers, compression gauges, and computerized diagnostic devices.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 48% | +2.9 |
Test and adjust repaired systems to meet manufacturers' performance specifications.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 12% | +0.6 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 46% | 28% | +12.9 |
| Total | 100% | 25% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- automotive diagnostic equipment
- car controls
- emission standards
- vehicle electrical systems
- types of vehicles
- principles of mechanical engineering
- hybrid vehicle architecture
- teamwork principles
- components of air conditioning systems
- mechanics
Sources for this job· O*NET 49-3023.00· ESCO/ISCO 7231
IS WORK OVER?
QA tester
38%
#11 / 103
View rankingQA tester
Where the time goes
Score = Σ (weight × saving). Weight is our estimate from frequency, not a time share published by O*NET. Saving is separate.
Weights are our estimate from O*NET frequency (FT). O*NET does not publish % of the week.
| Task | Share | AI | Adds |
|---|---|---|---|
Identify, analyze, and document problems with program function, output, online screen, or content.EstimateNo public source pins this saving. It is an estimate of the method. | 12% | 55% | +6.6 |
Document software defects, using a bug tracking system, and report defects to software developers.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 55% | +6.1 |
Install, maintain, or use software testing programs.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Monitor program performance to ensure efficient and problem-free operations.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Develop testing programs that address areas such as database impacts, software scenarios, regression testing, negative testing, error or bug retests, or usability.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 48% | +2.9 |
Document test procedures to ensure replicability and compliance with standards.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 55% | +3.3 |
Create or maintain databases of known test defects.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 48% | +2.9 |
Provide feedback and recommendations to developers on software usability and functionality.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 39% | 28% | +10.9 |
| Total | 100% | 38% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- internal risk management policy
- ICT quality policy
- software anomalies
- levels of software testing
- quality standards
- quality assurance methodologies
- ICT process quality models
- set quality assurance objectives
- ensure continuous preparedness for audits
- comply with legal regulations
Sources for this job· O*NET 15-1253.00· ESCO/ISCO 2519