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

Tax advisor

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
Compute taxes owed or overpaid, using adding machines or personal computers, and complete entries on forms, following tax form instructions and tax tables.
Estimate

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

14%28%+3.9
Use all appropriate adjustments, deductions, and credits to keep clients' taxes to a minimum.
Estimate

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

13%28%+3.6
Prepare or assist in preparing simple to complex tax returns for individuals or small businesses.
Estimate

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

11%28%+3.1
Furnish taxpayers with sufficient information and advice to ensure correct tax form completion.
Estimate

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

10%28%+2.8
Review financial records, such as income statements and documentation of expenditures to determine forms needed to prepare tax returns.
Estimate

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

9%55%+5
Interview clients to obtain additional information on taxable income and deductible expenses and allowances.
Estimate

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

8%22%+1.8
Explain federal and state tax laws to individuals and companies.
Estimate

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

8%28%+2.2
Check data input or verify totals on forms prepared by others to detect errors in arithmetic, data entry, or procedures.
Estimate

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

7%28%+2
Other less frequent tasks (weight estimated from frequency).
Estimate

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

20%28%+5.6
Total100%30%

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

Skills and activities

  • value-added tax law
  • tax legislation
  • inform on fiscal duties
  • advise on tax planning
  • inspect tax returns
  • prepare tax returns forms
  • calculate tax
  • research taxation procedures
  • interpret financial statements
  • prepare financial statements

Sources for this job· O*NET 13-2082.00· ESCO/ISCO 2411

Analyse my job

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