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?
Lab technician
37%
#14 / 103
View rankingLab technician
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 |
|---|---|---|---|
Obtain specimens, cultivating, isolating, and identifying microorganisms for analysis.EstimateNo public source pins this saving. It is an estimate of the method. | 16% | 48% | +7.7 |
Conduct chemical analyses of body fluids, such as blood or urine, using microscope or automatic analyzer to detect abnormalities or diseases and enter findings into computer.EstimateNo public source pins this saving. It is an estimate of the method. | 16% | 48% | +7.7 |
Analyze the results of tests or experiments to ensure conformity to specifications, using special mechanical or electrical devices.EstimateNo public source pins this saving. It is an estimate of the method. | 13% | 48% | +6.2 |
Test raw materials, processes, or finished products to determine quality or quantity of materials or characteristics of a substance.EstimateNo public source pins this saving. It is an estimate of the method. | 12% | 28% | +3.4 |
Collect blood or tissue samples from patients, observing principles of asepsis to obtain blood sample.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 12% | +1.2 |
Analyze and record test data to issue reports that use charts, graphs, or narratives.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 55% | +5 |
Supervise or instruct other technicians or laboratory assistants.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 22% | +2 |
Set up, maintain, calibrate, clean, and test sterility of medical laboratory equipment.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
| Total | 100% | 37% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- techniques of blood-sampling
- microbiology-bacteriology
- laboratory techniques
- blood type classification
- perform laboratory tests
- transport blood samples
- archive healthcare users' records
- mix chemicals
- record test data
- maintain laboratory equipment
Sources for this job· O*NET 29-2012.00· ESCO/ISCO 3212