Automation index
How much of a Site reliability engineer’s job can AI already do?
A runbook and autoscale come earlier. The 3 a.m. incident without taking production down do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Site reliability engineer
28%
AI can already do 28% of this job.
#103 / 623
View rankingSite reliability 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 |
|---|---|---|---|
SLOs, alerts and the runbook.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 52% | +9.4 |
Incident, war room and not making it worse.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
CI/CD, capacity and the error budget.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Postmortem, toil and automating the repeated.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
The product that wants to ship and the SLO that will not allow it.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
Not taking production down, and signing the change.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- SLOs
- runbooks
- handle incidents
- error budget
- autoscale
- postmortem
- reduce toil
- reliability CI/CD
Sources for this job· O*NET 15-1244.00· ESCO/ISCO 2512
IS WORK OVER?
DevOps engineer
37%
#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