◆ Languages & Linguistics

What a computational linguist
really does.

20 tasks, each one witnessed by the sources that watched the job — and behind every one, a prompt you can use tonight.

20evidenced tasks
52,060in the US (2025)
$60,170median pay / year
7systems it runs on
See the 20 tasks ↓Open in the atlasThe full career map →
This is what one task looks like here
Interpret spoken or sign language
Transcribe the speaker’s utterances and any visible signing from the m…3 sources agree

The shape of the day

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The work, task by task

20 tasks
Hands on the work18
Interpret spoken or sign language+
Transcribe the speaker’s utterances and any visible signing from the meeting video, produce time-stamped glosses and a fluent translation that preserves intent and register, flag unclear segments for review within two hours.
jdonetwiki3 agree
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Compile terminology and information for translations+
Extract recurring technical terms and idioms from the bilingual corpus, compile a two-column glossary with definitions, usage notes, and preferred target-language equivalents, then sort by frequency and export for translators by end of day.
jdonet2 agree
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Follow ethical codes protecting confidentiality+
Review the case files, redact identifying details from transcripts and glosses, record the confidentiality measures taken, and create an access log so only accredited team members can view the materials.
jdonet2 agree
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Proofread, edit, and revise translated materials.+
Proofread the draft translations against the source text, mark corrections for accuracy, fluency, and register, apply style-sheet rules, and return a clean revised copy with change-tracking within one business day.
jdonet2 agree
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Communicate information immediately after interpreting+
Send a concise briefing to the project lead and the client liaison immediately after each interpreting session summarising decisions on ambiguous terms, cultural notes, and any follow-up needed for clarification.
escowiki2 agree
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Convert concepts, style, and tone in source language+
Recreate the speaker’s tone and register in the target language, annotate choices where literal sense was adjusted for style, and prepare two variant translations—formal and conversational—for reviewer selection.
escojd2 agree
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Identify and resolve conflicts related to the meanings of words, concepts, practices, or behaviors.+
Resolve conflicting senses in our terminology list for the data-privacy project: identify terms with diverging definitions between the legal team and engineering, propose reconciled definitions with usage examples, and mark ones needing stakeholder sign-off by Friday.
onet
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Adapt software and accompanying technical documents to another language and culture.+
Localise the interface strings, setup guide and error messages for the Brazil release by translating into Brazilian Portuguese, adapting cultural examples, and deliver a proofed resource folder with screenshots and an implementation checklist for engineering by next Wednesday.
onet
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed. Helpful?
Work with people1
Grow the practice1

What the work runs on

named inside the evidenced tasks
13 tasksMicrosoft Wordedits documents, inserts redaction notes, and records actions in a readable reportOpen its task library →
4 tasksAdapt Itdesigned for aligning source segments with translations and creating editable glosses for review
3 tasksMicrosoft Excelorganises term lists, frequencies, and exportable tables for distributionOpen its task library →
3 tasksMicrosoft Outlookcomposes and delivers time-sensitive summaries to project stakeholders
1 taskAceTools.biz Ace Translatorassists in producing alternate renderings and tracking variant translation options for review
1 taskMicrosoft PowerPointcreate the training slides and role-play prompts with timing notes
1 taskAmoK Translatorsupporting rapid draft conversions and managing live interpretation segments
Browse every evidenced software task →

The same task, four heights

this page is height one
ExecuteDo today's task, with fewer mistakesyou are here → ImproveMake it easy for the next person to acceptin the atlas → DecideWork out the right move when it is unclearin the atlas → BecomeLearn the pattern so it stops coming backin the atlas →

Can AI actually do this job?

the honest answer

It can

where it genuinely helps
  • Play the other person, over and over
  • Grade its own suggestion against your goal

It cannot

where it stops, completely
  • Live with the outcome the way a computational linguist has to
L · R7 of R7This job sits on conversing · translating — real theory, real diagnosis, but reality still holds the grading pen.

What the work pays

two countries, two different measures

United States

this exact occupation · BLS 2025
  • $60,170 a year — the middle: half earn more, half earn less
  • The lowest tenth earn near $37,070; the top tenth near $103,660
  • 52,060 people employed in this occupation

India

the occupation GROUP, not this job · PLFS via ILOSTAT 2025
  • ₹38,298 a month — the median for Professionals, the group this work sits in
  • India publishes pay by broad occupation group, so this covers many jobs besides this one. It is a shape, not a salary.
read this carefullyThese two numbers are not comparable and must not be converted into each other. One is a yearly figure for this job alone; the other is a monthly figure for a whole family of jobs. What travels between them is the pattern, not the amount: experience lifts pay almost everywhere.

Where the evidence lives

open any of it yourself
O*NETThe US Department of Labor's own record of this job8 of these tasks ESCOThe European skills and occupations register6 of these tasks Job descriptionsReal postings, in the wild9 of these tasks WikipediaHow the world describes this work4 of these tasks US Bureau of Labor StatisticsPay and employment, by occupation2025 figures UK NOS CFALANG4.6Understand complex spoken or signed language in a wide range of work snational standard UK NOS SFJAB3Facilitate communication using interpretersnational standard

Close to this work

12 nearby
Languages & LinguisticsVoice Talent Multilingual25 evidenced tasks Languages & LinguisticsTranslation Project Manager23 evidenced tasks Languages & LinguisticsLexicographer22 evidenced tasks Languages & LinguisticsEsl Teacher20 evidenced tasks Languages & LinguisticsInterpreter20 evidenced tasks Languages & LinguisticsLanguage Teacher20 evidenced tasks Languages & LinguisticsTerminologist20 evidenced tasks Languages & LinguisticsSubtitler20 evidenced tasks

Questions people actually ask

You might start by checking messages in Microsoft Outlook and reviewing project briefs in Microsoft Word or Excel. Morning tasks often include reading source materials (legal documents, scientific papers, news) and creating terminology lists in Word or Excel.

Afternoons go to translating or adapting software texts and help files using tools like Adapt It, AceTools.biz Ace Translator, or AmoK Translator. You’ll proofread, run checks, update glossaries, and communicate with clients or teammates about tone and cultural choices.

Expect mainstream office tools: Microsoft Word for drafts, Excel for glossaries and term databases, and Outlook for client communication. For translation aids, the job lists Adapt It, AceTools.biz Ace Translator, and AmoK Translator.

You may also use PowerPoint for presentations or training materials. Those tools help you adapt software strings, maintain terminology, and keep client-ready versions of translated text.

Use AI and machine translation (like Ace Translator or AmoK) as a first draft only. Always run human revision: proofread, edit, and rewrite to preserve meaning, tone, and cultural correctness.

Follow ethical codes protecting confidentiality: don’t upload private or legal data to public AI services. Keep local glossaries in Excel/Word and treat AI output as a suggestion you must verify before sending to clients.

According to the U.S. Bureau of Labor Statistics (BLS), about 52,060 people worked in this area in 2025. The median wage was $60,170 per year; the lowest tenth earned about $37,070, and the top tenth earned about $103,660.

Use those BLS numbers as a guide—your pay varies by employer, language pair, technical skill, and whether you freelance or work for a company.

You need fluency in at least two languages (speak, read, write). Study linguistics, translation studies, or computer-assisted translation tools. Practice on real texts: legal, scientific, and news articles; build bilingual glossaries in Excel.

Learn tools named above (Adapt It, AceTools.biz, AmoK Translator) and common office software (Word, Outlook, PowerPoint). Get experience taking notes, interpreting live speech, and preserving tone and meaning in translations.

They overlap but aren’t identical. Translators convert written text between languages and use tools like Adapt It or Ace Translator; interpreters convert spoken or sign language in real time and must preserve meaning immediately.

A computational linguist combines both skills with technical work: adapting software UI text, building glossaries, and using translation tools. You’ll also train others and handle technical formats that ordinary translators might not.

Retaining and applying consistent terminology across many documents is tough. You must compile terminology lists, maintain them in Excel or Word, and use those glossaries when translating or adapting software.

Newcomers also underestimate note-taking and short-term memory for live interpreting: taking useful notes fast and preserving meaning under time pressure are skills you build through practice and real assignments.

km/h RPM

How far can AI take you?

one question
Be honest — how far can a language model take you on conversing?
There is a real answer, and it is not the flattering one.