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Occupation · 2026 assessment

General Translator

The General Translator role combines repeatable operations with decisions that require professional context. The index measures task exposure to AI, software automation and robotics—not the probability that the occupation disappears.

Very high risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

84%2026
88%2028
92%2030
94%2035

Which tasks are exposed

Risk applies to individual tasks—not to a person or an entire occupation.

TaskRisk
Transcription, subtitles and initial tagging97%
Preparing summaries and drafts97%
Basic editing and technical processing97%
Classifying and publishing content97%
Verifying facts, sources and context76%
Real-world reporting and editorial accountability59%

Task map

AI replaces ↔ AI augments

Each task is positioned by AI capability and the degree of human involvement still required.

  1. 1Transcription, subtitles and initial taggingAI 97% · human 22%
  2. 2Preparing summaries and draftsAI 97% · human 16%
  3. 3Basic editing and technical processingAI 97% · human 25%
  4. 4Classifying and publishing contentAI 97% · human 16%
  5. 5Verifying facts, sources and contextAI 76% · human 22%
  6. 6Real-world reporting and editorial accountabilityAI 59% · human 34%

Why technology can change this work

  • transcription, editing and first-pass review can be automated
  • AI generates text, voice, images and video
  • a large share of textual, analytical or information tasks is accessible to current AI models
  • a significant share of operations repeats along a stable workflow
  • the main inputs and outputs already exist in a digital environment
  • the scale and cost of routine operations create a strong automation incentive

What protects the occupation

  • access to people and real-world events
  • editorial accountability and fact checking
  • authorial voice, investigation and reputation

United States · before tax

Average pay and outlook

Estimated nominal monthly pay. The scenario reflects sector, demand and task resilience; it is not a guarantee of income.

2026$5 600per month
2035$7 100scenario estimate
2026: $5 60020262027: $5 75020272028: $5 90020282029: $6 05020292030: $6 20020302031: $6 40020312032: $6 55020322033: $6 75020332034: $6 90020342035: $7 1002035
Find jobs ↗The partner link may contain referral parameters. Data benchmark: U.S. Bureau of Labor Statistics ↗

Practical next step

Where to move next

Do not restart from zero: carry your experience forward and add scarce skills.

Robotics Technician

Established resilient role
New role risk18%
DemandHighDifficultyMediumTime6–12 monthsSkill fit58%

Product Manager

Established resilient role
New role risk31%
DemandHighDifficultyMediumTime6–12 monthsSkill fit64%

Data Analyst

Established resilient role
New role risk51%
DemandHighDifficultyMediumTime6–12 monthsSkill fit62%

Synthetic Media Producer

Emerging role
New role risk44%
DemandHighDifficultyLowTime3–6 monthsSkill fit83%

Virtual Production Director

Emerging role
New role risk29%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

Digital Avatar Producer

Emerging role
New role risk35%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

Job search and transitions

Find work with a lower risk index

Compare adjacent paths and open a current search for the selected occupation.

Skills you already have

  • source work
  • editing
  • storytelling
  • fact checking

Skills to build

  • synthetic-content verification
  • AI production
  • multimedia storytelling
  • digital-rights management
CurrentGeneral Translator · 84%
→
Keepsource work · editing · storytelling
→
Addsynthetic-content verification · AI production · multimedia storytelling

Sources and update

Updated: 2026-09-25 · Assessment confidence: Medium

International Labour Organization · 2025Generative AI and Jobs: A Refined Global Index of Occupational Exposure

Nearly 30,000 tasks; a global assessment of GenAI exposure across detailed occupational groups.

World Economic Forum · 2025The Future of Jobs Report 2025

A survey of more than 1,000 employers representing over 14 million workers across 55 economies.

O*NET Resource Center · 2026O*NET Database

Occupational, task, skill and work-context structure.