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?
Welder
28%
#66 / 103
View rankingWelder
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 |
|---|---|---|---|
Operate safety equipment and use safe work habits.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Melt and apply solder along adjoining edges of workpieces to solder joints, using soldering irons, gas torches, or electric-ultrasonic equipment.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Weld components in flat, vertical, or overhead positions.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Check grooves, angles, or gap allowances, using micrometers, calipers, and precision measuring instruments.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Determine required equipment and welding methods, applying knowledge of metallurgy, geometry, and welding techniques.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Align and clamp workpieces together, using rules, squares, or hand tools, or position items in fixtures, jigs, or vises.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Select and install torches, torch tips, filler rods, and flux, according to welding chart specifications or types and thicknesses of metals.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Recognize, set up, and operate hand and power tools common to the welding trade, such as shielded metal arc and gas metal arc welding equipment.EstimateNo public source pins this saving. It is an estimate of the method. | 4% | 28% | +1.1 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 60% | 28% | +16.8 |
| Total | 100% | 28% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- technical drawings
- hydraulics
- pipeline coating properties
- types of pipelines
- isometric perspective
- cooperate with colleagues
- inspect pipelines
- use welding equipment
- operate welding equipment
- clear pipelines
Sources for this job· O*NET 51-4121.00· ESCO/ISCO 7212