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BA in Bengali

verdict slip · printed 1 Aug 2026 · sources on every line
how to read this slip
stays humanthe evidence says this stays human led
with AIdone faster with AI in the loop: still needs you
shiftingthe evidence says AI already reaches this one
no data yetno source covers it yet, so we don't guess
STAYS HUMAN2
with AI7
shifting4
no data yet (no source, no guess)2
tasks charted · feeds 2 jobs13
of 13 charted tasks: 2 stay human · 7 run with AI in the loop · 4 are shifting. 2 more are no data yet: no source, no guess. counts only: we don't do scores.
Translator / localization specialist[feeds: source]
Follow ethical codes that protect the confidentiality of informationno data yet

AEI report: Cadences (2026-06) · dated 2026-06.

open source ↗
Translate messages simultaneously or consecutively into specified languages, orally or by using hand signs, maintaining message content, context, and stylewith AI

AEI report: Cadences (2026-06) · dated 2026-06.

open source ↗

sources disagree here: Sources disagree on this task's classification: AEI report: Cadences (2026-06) rates it "augmented"; "Working with AI: Measuring the Occupational Implications of Generative AI" (2025-12) rates it "exposed". The more conservative classification is kept as primary.

"Working with AI: Measuring the Occupational Implications of Generative AI" (2025-12) ↗
Listen to speakers' statements to determine meanings and to prepare translations, using electronic listening systems as necessarywith AI

AEI report: Cadences (2026-06) · dated 2026-06.

open source ↗

sources disagree here: Sources disagree on this task's classification: AEI report: Cadences (2026-06) rates it "augmented"; "Working with AI: Measuring the Occupational Implications of Generative AI" (2025-12) rates it "exposed". The more conservative classification is kept as primary.

"Working with AI: Measuring the Occupational Implications of Generative AI" (2025-12) ↗
Compile terminology and information to be used in translations, including technical terms such as those for legal or medical materialwith AI

"Working with AI: Measuring the Occupational Implications of Generative AI" (2025-12) · dated 2025-12.

open source ↗
Refer to reference materials, such as dictionaries, lexicons, encyclopedias, and computerized terminology banks, as needed to ensure translation accuracywith AI

"Working with AI: Measuring the Occupational Implications of Generative AI" (2025-12) · dated 2025-12.

open source ↗
Check translations of technical terms and terminology to ensure that they are accurate and remain consistent throughout translation revisionsno data yet

AEI report: Cadences (2026-06) · dated 2026-06.

open source ↗
Identify and resolve conflicts related to the meanings of words, concepts, practices, or behaviorsstays human

AEI report: Cadences (2026-06) · dated 2026-06.

open source ↗
Foreign Language and Literature Teachers, Postsecondary[feeds: source]
usually via further study
Prepare course materials, such as syllabi, homework assignments, and handouts.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Maintain student attendance records, grades, and other required records.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Evaluate and grade students' class work, assignments, and papers.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Initiate, facilitate, and moderate classroom discussions.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare and deliver lectures to undergraduate or graduate students on topics such as how to speak and write a foreign language and the cultural aspects of areas where a particular language is used.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Conduct research in a particular field of knowledge and publish findings in scholarly journals, books, or electronic media.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Keep abreast of developments in their field by reading current literature, talking with colleagues, and participating in professional organizations and activities.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Compile, administer, and grade examinations, or assign this work to others.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
the delta: what moves your picture
#1 Using AI to build a first-pass terminology glossary fast, then checking each term against an authoritative reference before it's locked for a project
In BA in Bengali's own task ledger, Translator / localization specialist's "Compile terminology and information to be used in translations, including…" rates augmented; all 2 matched rows here rate augmented. Checking each glossary entry against an authoritative reference is what keeps a project's terminology reliable. first step: IATE: EU's interinstitutional terminology database · free · ~15 min
#2 Using AI/machine translation for a first pass, then checking meaning, tone, and terminology against the source before it's delivered
Among BA in Bengali's matched ledger rows, Translator / localization specialist's "Translate messages simultaneously or consecutively into specified languages,…" rates augmented; the one matched row here rates augmented. Checking a machine translation against the source sentence by sentence is what keeps meaning intact. first step: European Commission Knowledge Centre on Translation and Interpretation: Revision and Post-Editing · free · ~10 min
#3 Using AI live-captioning or interpretation aids as a backup, while personally verifying meaning before relaying a statement
Looking at the roles BA in Bengali feeds into, Translator / localization specialist's "Listen to speakers' statements to determine meanings and to prepare…" rates augmented; the one matched row here rates augmented. Trusting your own understanding of the speaker's meaning is what keeps a live interpretation accurate. first step: U.S. Courts: Federal Court Interpreter Orientation Manual, Chapter 3 (Overview of Court Interpreting) · free · ~20 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 7 of your 13 charted tasks already run with AI in the loop, and 2 tasks have no source at all: marked unlisted, not estimated. this slip shows only what we could source; where studies disagree, we print both. nobody can promise outcomes; anyone who does is selling something.

Task-level AI evidence on this page is largely US-scoped research; local pay and market context differ.
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