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?
Teacher
27%
#75 / 103
View rankingTeacher
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 |
|---|---|---|---|
Establish and enforce rules for behavior and procedures for maintaining order among students.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Instruct through lectures, discussions, and demonstrations in one or more subjects, such as English, mathematics, or social studies.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Prepare students for later grades by encouraging them to explore learning opportunities and to persevere with challenging tasks.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Prepare materials and classrooms for class activities.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Use computers, audio-visual aids, and other equipment and materials to supplement presentations.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 22% | +1.3 |
Enforce all administration policies and rules governing students.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Establish clear objectives for all lessons, units, and projects, and communicate those objectives to students.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Adapt teaching methods and instructional materials to meet students' varying needs and interests.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 22% | +1.1 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 49% | 28% | +13.7 |
| Total | 100% | 27% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- teach class
- mark students
- lesson plans
- teach
- ICT hardware specifications
- e-learning
- learning difficulties
- computer science
- post-secondary school procedures
- ICT software specifications
Sources for this job· O*NET 25-2031.00· ESCO/ISCO 2330