IS WORK OVER?

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

DevOps 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.

TaskShareAIPoints
Modify existing software to correct errors, adapt it to new hardware, or upgrade interfaces and improve performance.
Estimate

No 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.
Estimate

No 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.
Estimate

No 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.
Estimate

No 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.
Estimate

No 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.
Estimate

No 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.
Estimate

No 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.
Estimate

No public source provides a precise figure. This is our estimate.

5%28%+1.4
Other less frequent tasks (weight estimated from frequency).
Estimate

No public source provides a precise figure. This is our estimate.

33%28%+9.2
Total100%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

Veterinarian

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.

TaskShareAIPoints
Inoculate animals against various diseases, such as rabies or distemper.
Estimate

No public source provides a precise figure. This is our estimate.

11%28%+3.1
Examine animals to detect and determine the nature of diseases or injuries.
Estimate

No public source provides a precise figure. This is our estimate.

10%28%+2.8
Collect body tissue, feces, blood, urine, or other body fluids for examination and analysis.
Estimate

No public source provides a precise figure. This is our estimate.

10%48%+4.8
Treat sick or injured animals by prescribing medication, setting bones, dressing wounds, or performing surgery.
Estimate

No public source provides a precise figure. This is our estimate.

9%12%+1.1
Advise animal owners regarding sanitary measures, feeding, general care, medical conditions, or treatment options.
Estimate

No public source provides a precise figure. This is our estimate.

8%28%+2.2
Direct the overall operations of animal hospitals, clinics, or mobile services to farms.
Estimate

No public source provides a precise figure. This is our estimate.

8%28%+2.2
Provide care to a wide range of animals or specialize in a particular species, such as horses or exotic birds.
Estimate

No public source provides a precise figure. This is our estimate.

7%28%+2
Train or supervise workers who handle or care for animals.
Estimate

No public source provides a precise figure. This is our estimate.

6%22%+1.3
Other less frequent tasks (weight estimated from frequency).
Estimate

No public source provides a precise figure. This is our estimate.

31%28%+8.7
Total100%28%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low

Skills and activities

  • biosecurity related to animals
  • signs of animal illness
  • animal welfare legislation
  • animal production science
  • physiology of animals
  • environmental enrichment for animals
  • fundamental veterinary sciences
  • veterinary clinical sciences
  • anatomy of animals
  • animal behaviour

Sources for this job· O*NET 29-1131.00· ESCO/ISCO 2250

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