Automation index
Can AI do the work of a DevOps engineer?
Today an AI can already do 37% of this job. Architecture, the hard calls, and review still need someone who has broken production.
It does not tell you how many jobs will vanish.
Task comparison
IS WORK OVER?
DevOps engineer
37%
AI or a robot can already do 37% of this job.
#12 / 103
View rankingDevOps engineer
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 |
|---|---|---|---|
Modify existing software to correct errors, adapt it to new hardware, or upgrade interfaces and improve performance.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 28% | +3.1 |
Design, develop and modify software systems, using scientific analysis and mathematical models to predict and measure outcomes and consequences of design.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 48% | +4.8 |
Store, retrieve, and manipulate data for analysis of system capabilities and requirements.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 48% | +4.8 |
Confer with systems analysts, engineers, programmers and others to design systems and to obtain information on project limitations and capabilities, performance requirements and interfaces.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 48% | +4.3 |
Supervise the work of programmers, technologists and technicians and other engineering and scientific personnel.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 22% | +1.8 |
Analyze user needs and software requirements to determine feasibility of design within time and cost constraints.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 48% | +3.4 |
Develop or direct software system testing or validation procedures, programming, or documentation.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 55% | +3.9 |
Consult with customers or other departments on project status, proposals, or technical issues, such as software system design or maintenance.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 33% | 28% | +9.2 |
| Total | 100% | 37% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- write code
- programming
- software development
- coding
- debug code
- implement cloud security and compliance
- systems development life-cycle
- cloud security and compliance
- computer programming
- ICT system integration
Sources for this job· O*NET 15-1252.00· ESCO/ISCO 2512
IS WORK OVER?
Veterinarian
28%
#67 / 103
View rankingVeterinarian
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 |
|---|---|---|---|
Inoculate animals against various diseases, such as rabies or distemper.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 28% | +3.1 |
Examine animals to detect and determine the nature of diseases or injuries.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Collect body tissue, feces, blood, urine, or other body fluids for examination and analysis.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 48% | +4.8 |
Treat sick or injured animals by prescribing medication, setting bones, dressing wounds, or performing surgery.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 12% | +1.1 |
Advise animal owners regarding sanitary measures, feeding, general care, medical conditions, or treatment options.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Direct the overall operations of animal hospitals, clinics, or mobile services to farms.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Provide care to a wide range of animals or specialize in a particular species, such as horses or exotic birds.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Train or supervise workers who handle or care for animals.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 22% | +1.3 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 31% | 28% | +8.7 |
| Total | 100% | 28% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- biosecurity related to animals
- signs of animal illness
- animal welfare legislation
- animal production science
- physiology of animals
- environmental enrichment for animals
- fundamental veterinary sciences
- veterinary clinical sciences
- anatomy of animals
- animal behaviour
Sources for this job· O*NET 29-1131.00· ESCO/ISCO 2250