{ "source": "Cooked Index — occupational AI risk register", "page": "https://cookedindex.com/jobs/dietetic-technicians/", "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": "Dietetic Technicians", "soc_code": "29-2051", "category": "Healthcare", "us_employment": 31560, "median_annual_wage": 37640 }, "verdict": "EXPOSED", "risk_resistance": 47, "contested": false, "near_boundary": false, "dimensions": { "task_resistance": 10, "embodiment": 13, "liability_shield": 6, "trust_premium": 11, "judgment_accountability": 7 }, "reasoning": { "task_resistance": "Nutrient calculations, menu costing, diet-order transcription and MST screening scores are already automated in Computrition/CBORD and the EHR, but the half of the shift spent walking units to ask a patient what they actually ate at home, weighing a resident, and watching a tray line for wrong-texture plates has no software substitute — that split puts it at 10 rather than in the resistant band.", "embodiment": "The job happens at bedsides, in walk-in coolers taking food temperatures, on the tray line checking allergen and thickened-liquid trays, and in resident dining rooms observing swallowing and intake — uncontrolled hospital and long-term-care settings rather than an office, which earns 13; it stays below the high teens because there is no lifting-and-driving field component and much charting is done seated at a terminal.", "liability_shield": "The DTR/NDTR credential comes from CDR and is required by many employers and by CMS survey expectations for dietary staffing, but only a handful of states license nutrition practice at the technician level and the RD countersigns the nutrition care plan, so the exposure that would protect the role sits with the dietitian — 6 reflects certification-preferred, not licensed-and-liable.", "trust_premium": "In long-term care and dialysis the same technician sees the same residents daily and gets honest answers about what food they will actually swallow — that rapport is real leverage at 11 — but the patient's allegiance is to the RD and the physician, the assignment rotates with units, and hospital stays are short, so the relationship is not the deliverable.", "judgment_accountability": "Discretion is real but bounded: the technician decides when an intake decline or a 5% weight loss warrants escalating to the RD, adjusts a tray within an existing diet order, and flags sanitation violations, while the diet prescription, tube-feeding rate and enteral formula change are the dietitian's call — that escalate-don't-decide pattern is a 7, not a 12." }, "rationale": "Dietetic technicians spend much of the day on tasks software already does well — nutrient analysis, menu calculation, diet-order verification, nutrition-screening forms, and charting intake — while the RD above them owns the clinical judgment and the signature. What holds is the bedside and tray-line half of the job: sitting with a patient to take a diet history, watching what an elderly resident actually eats, adjusting a modified-texture tray, and running kitchen sanitation and staff checks in real facilities. The DTR credential is a hiring preference rather than a legal gate, so it offers little liability protection.", "outlook": "Expect the charting-and-calculation half of the role to thin out under EHR automation, with employment concentrating in long-term care and food-service supervision where physical presence is mandatory.", "what_would_raise_it": { "levers": [ { "dimension": "liability_shield", "change": "State licensure/certification statutes for nutrition and dietetics practice (currently ~46 states, mostly RD-only) explicitly naming NDTR as a protected, scope-defined credential — e.g. a state board rule that nutrition screening, diet-order verification per approved protocol, and modified-texture tray verification in licensed facilities must be performed or countersigned by a credentialed NDTR. CMS long-term-care rules already allow states to let facilities delegate diet-order writing to 'qualified dietitians or clinically qualified nutrition professionals'; extending that named delegation to NDTRs is the concrete watchpoint.", "plausibility": "plausible", "would_add": 5 }, { "dimension": "liability_shield", "change": "A surveyor-enforced requirement that dysphagia/IDDSI texture verification and food-safety HACCP logs in CMS-certified kitchens carry a named credentialed signature, rather than 'designated staff' — after an aspiration or foodborne-outbreak enforcement action makes AI-generated logs insufficient evidence.", "plausibility": "plausible", "would_add": 3 }, { "dimension": "task_resistance", "change": "Task-mix shift: the occupation genuinely has two tiers. If nutrient analysis, menu costing, screening-form triage and intake charting are fully absorbed by EHR-integrated tools (Epic nutrition modules, Computrition), the residual job is diet-history interview with confused or non-English-speaking patients, observed-intake assessment, and tray-line intervention — work that resists remote automation. Recognisable when job postings drop 'nutrient analysis software proficiency' and foreground 'patient interview' and 'foodservice supervision'.", "plausibility": "already happening", "would_add": 3 }, { "dimension": "embodiment", "change": "Growth of the role's weight in long-term care and rehab settings — mealtime assistance monitoring, texture-modified tray audits, feeding-difficulty observation — driven by CMS staffing/quality mandates on unintended weight loss. Raises the share of the day spent physically at bedside and on tray lines.", "plausibility": "plausible", "would_add": 2 }, { "dimension": "judgment_accountability", "change": "Facility protocols that assign the NDTR first-line authority to escalate or hold a diet order when observed intake or swallowing contradicts the charted order, with the escalation documented under their name rather than referred silently to the RD.", "plausibility": "plausible", "would_add": 3 } ], "ceiling_note": "Trust premium has no realistic route: patients do not select, pay for, or know their dietetic technician, and the RD retains the visible clinical relationship. Ceiling is also capped by the credential's origin — the Commission on Dietetic Registration has been consolidating authority around the RD, and the registered-dietitian pathway's 2024 graduate-degree requirement pushes recognition upward, not toward the technician tier." }, "adjudication": null, "employment_history": { "points": [ { "y": 2017, "emp": 33370, "wage": 26500 }, { "y": 2018, "emp": 33540, "wage": 27140 }, { "y": 2019, "emp": 29230, "wage": 28400 }, { "y": 2020, "emp": 26430, "wage": 30110 }, { "y": 2021, "emp": 21610, "wage": 29520 }, { "y": 2022, "emp": 19690, "wage": 33960 }, { "y": 2023, "emp": 24240, "wage": 36520 }, { "y": 2024, "emp": 29950, "wage": 37040 }, { "y": 2025, "emp": 31560, "wage": 37640 } ], "from": 2017, "to": 2025, "change_pct": -5.4, "comparable_from": 2019, "spans_soc_revision": true }, "pivots": [ { "slug": "education-and-childcare-administrators-preschool-and-daycare", "title": "Education and Childcare Administrators, Preschool and Daycare", "verdict": "SAFE", "risk_resistance": 69, "median_wage": 59300, "overlap": 57, "skills_to_close": [ "Coordination", "Management of Financial Resources", "Management of Material Resources", "Management of Personnel Resources" ] }, { "slug": "first-line-supervisors-of-food-preparation-and-serving-workers", "title": "First-Line Supervisors of Food Preparation and Serving Workers", "verdict": "EXPOSED", "risk_resistance": 62, "median_wage": 44080, "overlap": 56, "skills_to_close": [ "Management of Personnel Resources", "Coordination", "Management of Material Resources", "Management of Financial Resources" ] } ], "license": "https://cookedindex.com/terms" }