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

Welder

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
Operate safety equipment and use safe work habits.
Estimate

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

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.
Estimate

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

5%28%+1.4
Weld components in flat, vertical, or overhead positions.
Estimate

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

5%28%+1.4
Check grooves, angles, or gap allowances, using micrometers, calipers, and precision measuring instruments.
Estimate

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

5%28%+1.4
Determine required equipment and welding methods, applying knowledge of metallurgy, geometry, and welding techniques.
Estimate

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

5%28%+1.4
Align and clamp workpieces together, using rules, squares, or hand tools, or position items in fixtures, jigs, or vises.
Estimate

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

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.
Estimate

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

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.
Estimate

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

4%28%+1.1
Other less frequent tasks (weight estimated from frequency).
Estimate

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

60%28%+16.8
Total100%28%

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

Skills and activities

  • 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

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