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Understanding how automation changes work — task by task, with the evidence shown and the uncertainty admitted.

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On this pageWhat this degree isWhat it trainsWhere it leadsFor youThis termOutside the classroomCommon questionsHow we knowMethod
Majors›English / Foreign languages

English / Foreign languages

Trains you to work precisely in a second language — and, less obviously, to research an unfamiliar subject fast and explain it to someone who does not share your context.

english-languageSee the directions ↓Assessed 2026-09-10
Directions
4paths
3 with task-level analysis
Worth more than before
2of 4
Holding
1of 4
Worth less on its own
1of 4
This term · first of 2

Do one of the four verification actions above — properly, once. One finished artefact beats four half-started ones.

See all 2 ↓
There is no score on this page, on purpose.

A single number for a whole major would hide the thing that matters: this degree trains several separate competencies, and they are not all moving in the same direction. Automation acts on tasks, so any assessment lives on the occupation pages below — not here.

Where this applies

Written for four-year language degrees in China and comparable programmes elsewhere. Interpreting-specific and teaching-track programmes differ.

What this degree actually trains#

Not the course list — the competencies underneath it, and whether each one is worth more or less than it was.

Worth more than before×2Holding×1Worth less on its own×1
Precision in a second languageResearching an unfamiliar subject fastExplaining across contextsWritten discipline

Precision in a second language

Worth less on its own

Knowing that two phrasings which look equivalent are not, and being able to say why.

Why

Machine translation now handles the common case well on high-resource pairs, so precision alone no longer commands a price. It becomes valuable again when attached to a domain where being wrong is expensive.

Researching an unfamiliar subject fast

Worth more than before

Four years of translating texts about things you did not study taught you to get to working competence in a new subject in days.

Why

This is the skill most language graduates do not know they have, and it is exactly what research, product and consulting roles pay for. It is also the hardest thing to automate, because knowing which question to ask next is the whole job.

Explaining across contexts

Worth more than before

Rewriting the same content for an audience with different assumptions, and knowing which assumptions differ.

Why

Models produce fluent target-language text but do not know what a specific audience already believes. Judging that requires having lived in both contexts.

Written discipline

Holding

Producing a lot of finished prose on a deadline, and editing your own work honestly.

Why

Generation made drafts free, which shifted the value to editing. Knowing what to cut is still learned by writing a great deal.

Where it can lead#

4 directions, never one. Each is written out in full on its own page — what your training reuses, what graduates typically lack, the entry reality, and one thing to test this term.

  1. Localisation inside a product team · Translator / Interpreter →
  2. User research
  3. International business operations · Operations coordinator →
  4. Regulated or certified translation · Translator / Interpreter →

Read all of them in full — what transfers, what is missing, what to test →

Where the official table says it leads, next to our paths →

What to add outside the classroom#

This is about what graduates commonly lack in practice — not a claim that your school failed to teach it.

A second domain, chosen deliberately. Language plus law, medicine, product or finance is a position; language alone increasingly is not.

Version control and a terminology tool. A week of effort that removes a whole category of rejection.

Post-editing practice with honest measurement: how long does it take you to find the confidently-wrong sentence in fluent machine output?

This term#

One or two actions, each producing something you can show someone. Not a reading list.

01

Do one of the four verification actions above — properly, once. One finished artefact beats four half-started ones.

02

Interview one person doing each of your top two paths. Ask what they underestimated, not what they like.

Common questions#

Is an English degree useless now that AI translates?

The part of the degree aimed at producing first-draft translations of routine text is the part being automated — that is real and worth saying plainly. But the degree also trains two things that got more valuable: getting to working competence in an unfamiliar subject fast, and judging what a specific audience will actually understand. Most graduates never learn to name those, which is why they compete for the one job that is shrinking. Pick a second domain and the training becomes a position rather than a liability.

Should I switch to computer science?

Not as a reflex. The entry-level end of software is under its own pressure — the routine coding that used to pay juniors while they built judgement is the part being automated, so 'switch to programming' is not the safe move it was five years ago. If you are drawn to it, that is a reason; if you are fleeing translation, look first at localisation, research and international operations, which reuse what you already have instead of restarting from zero.

Should I switch majors because of AI?

This site deliberately does not score majors, and the reason matters here: a degree is not a job. What varies is which occupations it feeds and how exposed those are — translation is one of the most exposed occupations we assess, while editing, teaching and communications roles sit very differently. Switch because the paths you would actually take have changed, not because the subject sounds vulnerable.

Is a master's worth it from here?

Ask what the extra years buy that the first degree did not. For routes that are licensed or credential-gated — teaching, some public-sector roles — the answer is concrete. For translation and content work it usually buys neither a licence nor a client, and two more years of tuition against a market that repriced is a poor trade. Write down the specific job the degree unlocks before committing.

What should I have by the time I graduate?

Evidence that you can judge language, not produce it. A folder of before-and-after edits where you can explain each change is worth more to an employer than a portfolio of clean prose, because clean prose is now the cheap part. The same applies if you head for teaching or communications — the judgement is the transferable asset.

Method#

Assessments live on tasks, not on majors. Follow any direction above to its occupation page to see which tasks are changing, how strong the evidence is, and what it does not yet show.

How we assess →