# Translator / Interpreter

> Moves meaning between languages — and decides what to do when the meaning does not move cleanly.

Page: https://flyvolo.ai/en/careers/translator
Impact index: 79/100 · confidence Medium confidence · assessed 2026-09-09
This is not a probability of losing a job.

## Scope

Written for general commercial translation. Certified legal, medical and simultaneous conference interpreting sit on materially different curves, mostly because of liability and real-time constraints; court, medical, conference and sign-language interpreters have their own page.

## Tasks

### First-draft translation of routine text

- Direction: Automating
- Basis: evidenced (verified records attached)
- Why: Machine translation quality on high-resource language pairs crossed the threshold where a first draft is faster to edit than to write. That single fact restructured the pricing of the entire industry.
- What this does NOT establish: Quality is highly uneven across language pairs and domains. Low-resource pairs and specialised terminology remain much weaker than the headline impression suggests.
- Records:
  - 2026-04-28 · Labour impact · China's translators association reported a 2025 workforce of 6.867 million and pay rising at over 60% of firms, while industry output edged down to 70.12 billion yuan — https://flyvolo.ai/en/changes/ev-20260428-translator-4 (source: https://www.tac-online.org.cn/2026-04/28/content_43414810.html)
  - 2026-01-20 · Deployment · Netflix told shareholders it is using AI to improve subtitle localization, making it easier for its titles to reach more viewers around the world — https://flyvolo.ai/en/changes/ev-20260120-translator-3 (source: https://s22.q4cdn.com/959853165/files/doc_financials/2025/q4/FINAL-Q4-25-Shareholder-Letter.pdf)
  - 2025-07-01 · Constraint · Crunchyroll's German subtitles for an anime premiere contained the line 'ChatGPT said…'; the company said a third-party vendor had used AI-generated subtitles in violation of its agreement — https://flyvolo.ai/en/changes/ev-20250701-translator-2 (source: https://www.engadget.com/entertainment/streaming/crunchyroll-blames-third-party-vendor-for-ai-subtitle-mess-145621606.html)
  - 2025-04-28 · Labour impact · Duolingo's CEO told staff the company would become 'AI-first' and gradually stop using contractors for work AI can handle — https://flyvolo.ai/en/changes/ev-20250428-translator-1 (source: https://techwireasia.com/2025/04/duolingo-shifts-toward-ai-first-model-phases-out-contractor-roles/)

### Post-editing machine output

- Direction: New task
- Basis: evidenced (verified records attached)
- Why: This is now the dominant paid activity in commercial translation. It is a genuinely different skill from translating: the hard part is spotting fluent text that is confidently wrong.
- What this does NOT establish: It is real work, but it is usually priced per word at a fraction of translation rates. More of the industry's hours, less of its income.
- Records:
  - 2026-04-28 · Labour impact · China's translators association reported a 2025 workforce of 6.867 million and pay rising at over 60% of firms, while industry output edged down to 70.12 billion yuan — https://flyvolo.ai/en/changes/ev-20260428-translator-4 (source: https://www.tac-online.org.cn/2026-04/28/content_43414810.html)
  - 2025-07-01 · Constraint · Crunchyroll's German subtitles for an anime premiere contained the line 'ChatGPT said…'; the company said a third-party vendor had used AI-generated subtitles in violation of its agreement — https://flyvolo.ai/en/changes/ev-20250701-translator-2 (source: https://www.engadget.com/entertainment/streaming/crunchyroll-blames-third-party-vendor-for-ai-subtitle-mess-145621606.html)

### Translation where being wrong is expensive

- Direction: Being augmented
- Basis: evidenced (verified records attached)
- Why: Machines draft, but a named person certifies. As with accounting sign-off, the binding constraint is who is liable rather than who is capable.
- What this does NOT establish: Certification protects the signature, not the volume of work behind it. Expect the same documents to need a named certifier at a fraction of the hours, which is a pay structure change more than a job count change.
- Records:
  - 2024-05-06 · Policy mandate · Machine translation of critical health documents must be reviewed by a qualified human translator, and covered entities must use qualified translators, under the Section 1557 rule — https://flyvolo.ai/en/changes/ev-20240506-translator-6 (source: https://www.federalregister.gov/documents/2024/05/06/2024-08711/nondiscrimination-in-health-programs-and-activities)
  - 2019-03-01 · Deployment · The US Department of Justice reports machine translation deployed department-wide since March 2019 for an attorney's initial review, and states that its output does not constitute an official record — https://flyvolo.ai/en/changes/ev-20190301-translator-5 (source: https://github.com/ombegov/2025-Federal-Agency-AI-Use-Case-Inventory)

### Deciding what to change, not just how to say it

- Direction: Still human-led
- Basis: inferred (VOLO's reasoning, no attached source)
- Why: Requires knowing the target audience as a lived thing and having the standing to push back on the client's brief. The output is a judgement about the market, not a rendering of the source.
- What this does NOT establish: Transcreation is a small, high-end slice of a market whose bulk is volume translation. Being safe in this slice says nothing about whether there is room in it for the translators displaced from the rest.

### Interpreting in the room

- Direction: Being augmented
- Basis: evidenced (verified records attached)
- Why: Real-time speech translation works and is improving, but the interpreter is also managing turn-taking, register and trust between two parties. In high-stakes rooms, participants still want a person accountable for the rendering. Victoria's government advises its agencies against automated interpreting tools and recommends credentialed interpreters, especially in court, health and policing.
- What this does NOT establish: The preference for an accountable human is strongest in exactly the settings that are rarest — courts, clinics, negotiations. Routine interpreting, which is most of the hours, has fewer defenders.
- Records:
  - 2025-01-10 · Constraint · Victoria's government guidance steers agencies away from automated interpreting tools and towards NAATI-credentialed interpreters — https://flyvolo.ai/en/changes/ev-20250110-translator-7 (source: https://www.vic.gov.au/guidelines-using-interpreting-services/understanding-language-services)

## How to cite this

- The unit is the task, not the job title: say which tasks are changing and which are not.
- Carry each task's basis and its limits with it; an inferred judgement is not a finding.
- This page gives no number of years. Do not derive one from it.
- More: https://flyvolo.ai/llms.txt