Automation index
How much of a DevOps engineer’s job can AI already do?
Today an AI can already do 37% of this job. Architecture, the hard calls, and review still need someone who has broken production.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
DevOps engineer
37%
AI can already do 37% of this job.
#12 / 623
View rankingDevOps engineer
Where the time goes
Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.
The time saving for each task is estimated separately.
| Task | Share | AI | Points |
|---|---|---|---|
Modify existing software to correct errors, adapt it to new hardware, or upgrade interfaces and improve performance.EstimateNo public source provides a precise figure. This is our estimate. | 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 provides a precise figure. This is our estimate. | 10% | 48% | +4.8 |
Store, retrieve, and manipulate data for analysis of system capabilities and requirements.EstimateNo public source provides a precise figure. This is our estimate. | 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 provides a precise figure. This is our estimate. | 9% | 48% | +4.3 |
Supervise the work of programmers, technologists and technicians and other engineering and scientific personnel.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 22% | +1.8 |
Analyze user needs and software requirements to determine feasibility of design within time and cost constraints.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 48% | +3.4 |
Develop or direct software system testing or validation procedures, programming, or documentation.EstimateNo public source provides a precise figure. This is our estimate. | 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 provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 33% | 28% | +9.2 |
| Total | 100% | 37% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- 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?
Radiologist
31%
#39 / 623
View rankingRadiologist
Where the time goes
Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.
The time saving for each task is estimated separately.
| Task | Share | AI | Points |
|---|---|---|---|
Prepare comprehensive interpretive reports of findings.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 55% | +6.6 |
Perform or interpret the outcomes of diagnostic imaging procedures including magnetic resonance imaging (MRI), computer tomography (CT), positron emission tomography (PET), nuclear cardiology treadmill studies, mammography, or ultrasound.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Review or transmit images and information using picture archiving or communications systems.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Obtain patients' histories from electronic records, patient interviews, dictated reports, or by communicating with referring clinicians.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 12% | +1.3 |
Document the performance, interpretation, or outcomes of all procedures performed.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 55% | +4.4 |
Communicate examination results or diagnostic information to referring physicians, patients, or families.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Develop or monitor procedures to ensure adequate quality control of images.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Confer with medical professionals regarding image-based diagnoses.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 27% | 28% | +7.6 |
| Total | 100% | 31% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- manage research data
- operate open source software
- demonstrate disciplinary expertise
- think abstractly
- manage personal professional development
- perform project management
- synthesise information
- develop own practices continuously
- conduct project management
- manage projects
Sources for this job· O*NET 29-1224.00· ESCO/ISCO 2212