{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/interpreters-and-translators/", "methodology": "https://cookedindex.com/methodology", "notice": "Verdicts are re-examined as evidence accumulates. Re-fetch before relying on this; the page above always carries the current score.", "scored_at": "2026-08-11", "model": "claude-opus-5", "occupation": { "title": "Interpreters and Translators", "soc_code": "27-3091", "category": "Media", "us_employment": 52060, "median_annual_wage": 60170 }, "verdict": "EXPOSED", "risk_resistance": 34, "contested": false, "near_boundary": true, "dimensions": { "task_resistance": 5, "embodiment": 7, "liability_shield": 6, "trust_premium": 9, "judgment_accountability": 7 }, "reasoning": { "task_resistance": "A 5 reflects that the bulk of billable volume in this SOC — contract translation, subtitle files, software strings, birth certificates, patent abstracts — now arrives as an MT draft to be post-edited, and even simultaneous interpreting has working speech-to-speech pipelines in conference and telehealth queues; the score is not 2 only because whispered courtroom simultaneous, ASL, and low-resource language pairs still require a live human ear.", "embodiment": "A 7 covers the interpreter who drives to the deposition, stands next to the patient during a pelvic exam, sits in the booth with a headset, or does relay work over VRI carts — real presence and travel, but nothing manipulated with the hands and no uncontrolled site conditions beyond a noisy courtroom or an ambulance bay, which is why it sits below the 13 line.", "liability_shield": "Court certification (state or Administrative Office of the Courts) and CCHI/NBCMI medical credentials are gatekeepers for the good assignments and you swear an oath on the record, but no statute reserves the act of translating to a licensed person — an unsertified bilingual can and does take the work, and ATA certification is a marketing asset rather than a legal monopoly, which puts this at 6 rather than 12.", "trust_premium": "Court and hospital interpreters are booked through agency schedulers and language-access vendors who fill by availability and language pair, not by name, so the 9 credits the repeat-client relationships that literary translators, conference regulars, and long-term legal teams genuinely build — but most assignments end when the encounter does.", "judgment_accountability": "A 7 reflects real calls made in the moment — flagging a register mismatch, deciding whether an idiom or a hedged consent phrase carries over, interrupting to request clarification on the record — bounded by canons of ethics that mandate completeness and prohibit editorializing, so you own accuracy but not the underlying decision, unlike the physician or judge in the room." }, "rationale": "Written translation — documents, subtitles, localization strings, marketing copy — is the single most thoroughly automated language task there is, and the market has already repriced it toward machine-translation post-editing at lower rates per word. Live interpreting holds up better: courtroom and hospital work demands physical or on-call presence, sworn accuracy, cultural mediation, and a certified human whose name goes on the record. The modal worker in this SOC straddles both, which is why the score lands on the COOKED/EXPOSED line rather than clearly above it.", "outlook": "Written translation employment keeps contracting toward a smaller post-editing and certified-attestation tier, while court, medical, and sign language interpreting stay staffed by humans through the decade.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "Federal or state court rules explicitly barring machine translation for record proceedings and requiring a credentialed interpreter's oath — e.g. state judiciary language-access plans (California, New Jersey, Washington) codifying that only a court-certified interpreter may render testimony, plus USCIS/asylum and Title VI hospital rules requiring a qualified human interpreter's attestation rather than an AI relay. Similar for sworn/certified translations for immigration, adoption, and patent filings where a translator's signed certificate of accuracy carries perjury exposure.", "plausibility": "already happening", "would_add": 5 }, { "dimension": "liability_shield", "change": "Malpractice insurers and hospital accreditation bodies (Joint Commission language-access standards) requiring documented human interpreter involvement for consent, discharge, and psychiatric encounters after an adverse-event case traced to machine translation.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "task_resistance", "change": "Task-mix shift as raw-draft translation disappears entirely: what remains is legally-consequential certified translation, simultaneous conference and court interpreting under time pressure, ASL and low-resource-language work with thin training data, and transcreation where the deliverable is a judgment call about register and cultural risk rather than a rendering. This is a genuine two-tier occupation and the bottom tier is already largely gone.", "plausibility": "already happening", "would_add": 4 }, { "dimension": "judgment_accountability", "change": "Formalization of the interpreter's affirmative duty to intervene — codes of ethics (NCIHC, RID, court interpreter codes) already require flagging miscommunication, cultural framing, and interpreter conflict; if court rules or hospital policy make the interpreter the named party responsible for halting a proceeding or encounter when comprehension fails, the role owns a consequential call.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "trust_premium", "change": "Buyer-side backlash in specific niches: literary publishers and author contracts prohibiting MT (Authors Guild model clauses, translator credit-on-cover campaigns), and audiovisual union agreements on subtitle quality after high-profile bad-subtitle incidents on streaming platforms. Narrow, prestige-segment only — it does not reach the commercial document market.", "plausibility": "plausible", "would_add": 2 }, { "dimension": "embodiment", "change": "On-site presence requirements for court, deposition, medical, and conference work if remote-interpreting platform standards tighten (some judiciaries restrict video remote interpreting for jury trials). Marginal — the trend runs the other way toward remote.", "plausibility": "unlikely", "would_add": 1 } ], "ceiling_note": "The ceiling is structural: the certified-interpreter tier that carries the liability and judgment is a minority of this SOC's headcount, and gains there do not lift the written-translation majority. Realistic top is mid-50s for the courtroom/medical interpreter, while document translators stay near the current score regardless of what happens to interpreting rules." }, "adjudication": { "method": "two independent runs agreed on the verdict", "outcome": "corroborated", "run_totals": [ 34, 38 ], "run_verdicts": [ "EXPOSED", "EXPOSED" ] }, "employment_history": { "points": [ { "y": 2017, "emp": 53150, "wage": 47190 }, { "y": 2018, "emp": 57140, "wage": 49930 }, { "y": 2019, "emp": 58870, "wage": 51830 }, { "y": 2020, "emp": 56920, "wage": 52330 }, { "y": 2021, "emp": 52170, "wage": 49110 }, { "y": 2022, "emp": 52160, "wage": 53640 }, { "y": 2023, "emp": 51560, "wage": 57090 }, { "y": 2024, "emp": 53360, "wage": 59440 }, { "y": 2025, "emp": 52060, "wage": 60170 } ], "from": 2017, "to": 2025, "change_pct": -2.1, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "special-education-teachers-preschool", "title": "Special Education Teachers, Preschool", "verdict": "SAFE", "risk_resistance": 82, "median_wage": 64830, "overlap": 68, "skills_to_close": [ "Systems Analysis", "Systems Evaluation", "Science", "Social Perceptiveness" ] }, { "slug": "secondary-school-teachers-except-special-and-career-technical-education", "title": "Secondary School Teachers, Except Special and Career/Technical Education", "verdict": "SAFE", "risk_resistance": 69, "median_wage": 72040, "overlap": 58, "skills_to_close": [ "Instructing", "Learning Strategies", "Science", "Systems Analysis" ] }, { "slug": "anthropologists-and-archeologists", "title": "Anthropologists and Archeologists", "verdict": "EXPOSED", "risk_resistance": 51, "median_wage": 70770, "overlap": 56, "skills_to_close": [ "Science", "Systems Analysis", "Active Learning", "Systems Evaluation" ] } ], "license": "https://cookedindex.com/terms" }