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?
Dietitian
20%
#90 / 103
View rankingDietitian
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 |
|---|---|---|---|
Assess nutritional needs, diet restrictions, and current health plans to develop and implement dietary-care plans and provide nutritional counseling.EstimateNo public source pins this saving. It is an estimate of the method. | 13% | 22% | +2.9 |
Counsel individuals and groups on basic rules of good nutrition, healthy eating habits, and nutrition monitoring to improve their quality of life.EstimateNo public source pins this saving. It is an estimate of the method. | 12% | 22% | +2.6 |
Evaluate laboratory tests in preparing nutrition recommendations.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 28% | +3.1 |
Advise patients and their families on nutritional principles, dietary plans, diet modifications, and food selection and preparation.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 12% | +1.3 |
Record and evaluate patient and family health and food history, including symptoms, environmental toxic exposure, allergies, medication factors, and preventive health-care measures.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 12% | +1.1 |
Incorporate patient cultural, ethnic, or religious preferences and needs in the development of nutrition plans.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 12% | +1.1 |
Consult with physicians and health care personnel to determine nutritional needs and diet restrictions of patient or client.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 12% | +1 |
Coordinate diet counseling services.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 22% | +1.1 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 22% | 28% | +6.2 |
| Total | 100% | 20% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- hygiene in a health care setting
- eating disorders
- counselling methods
- health care legislation
- biological chemistry
- calculation of food energy
- medical terminology
- supervision of persons
- human physiology
- pharmacology
Sources for this job· O*NET 29-1031.00· ESCO/ISCO 2265