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?
Management consultant
39%
#8 / 103
View rankingManagement consultant
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 |
|---|---|---|---|
Gather and organize information on problems or procedures.EstimateNo public source pins this saving. It is an estimate of the method. | 23% | 28% | +6.4 |
Develop and implement records management program for filing, protection, and retrieval of records, and assure compliance with program.EstimateNo public source pins this saving. It is an estimate of the method. | 13% | 55% | +7.2 |
Confer with personnel concerned to ensure successful functioning of newly implemented systems or procedures.EstimateNo public source pins this saving. It is an estimate of the method. | 13% | 28% | +3.6 |
Analyze data gathered and develop solutions or alternative methods of proceeding.EstimateNo public source pins this saving. It is an estimate of the method. | 13% | 48% | +6.2 |
Recommend purchase of storage equipment and design area layout to locate equipment in space available.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 28% | +3.1 |
Design, evaluate, recommend, and approve changes of forms and reports.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 55% | +3.9 |
Prepare manuals and train workers in use of new forms, reports, procedures or equipment, according to organizational policy.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 55% | +2.8 |
Review forms and reports and confer with management and users about format, distribution, and purpose, identifying problems and improvements.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 55% | +2.8 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
| Total | 100% | 39% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- business analysis
- risk management
- market research
- scientific research methodology
- perform business analysis
- identify undetected organisational needs
- analyse business plans
- interpret financial statements
- conduct quantitative research
- analyse financial performance of a company
Sources for this job· O*NET 13-1111.00· ESCO/ISCO 2421