IS WORK OVER?

Automation index

How much of a Translator’s job can AI already do?

Today an AI can already do 52% of this job. Literary or close legal translation still needs someone willing to stand behind every word.

This percentage does not predict how many people will lose their jobs.

Task comparison

Translator

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
Follow ethical codes that protect the confidentiality of information.
Estimate

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

15%28%+4.2
Translate messages simultaneously or consecutively into specified languages, orally or by using hand signs, maintaining message content, context, and style as much as possible.
Public

WMT 2024

See evidence

14%72%+10.1
Listen to speakers' statements to determine meanings and to prepare translations, using electronic listening systems as necessary.
Public

WMT 2024

See evidence

11%72%+7.9
Identify and resolve conflicts related to the meanings of words, concepts, practices, or behaviors.
Estimate

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

10%28%+2.8
Check translations of technical terms and terminology to ensure that they are accurate and remain consistent throughout translation revisions.
Public

WMT 2024

See evidence

8%72%+5.8
Refer to reference materials, such as dictionaries, lexicons, encyclopedias, and computerized terminology banks, as needed to ensure translation accuracy.
Public

WMT 2024

See evidence

7%72%+5
Compile information on content and context of information to be translated and on intended audience.
Public

WMT 2024

See evidence

7%72%+5
Adapt translations to students' cognitive and grade levels, collaborating with educational team members as necessary.
Public

WMT 2024

See evidence

7%72%+5
Other less frequent tasks (weight estimated from frequency).
Estimate

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

21%28%+5.9
Total100%52%

Modelled workweek: 100% · Public evidence: 54% · Estimate: 46% · Confidence: Medium

Skills and activities

  • translate texts
  • interpret
  • proofread translations
  • information confidentiality
  • spelling
  • office software
  • grammar
  • speak different languages
  • master language rules
  • develop a translation strategy

Sources for this job· O*NET 27-3091.00· ESCO/ISCO 2643

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

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