← Risk register SOC 29-1031 · reviewed 2026-08-11

Dietitians and Nutritionists

77,570 US workers · median $76,400/yr · Healthcare

EXPOSED

The paperwork core of this job — meal plan generation, calorie and macronutrient calculations, diet education handouts, food-log analysis, charting — is already handled competently by apps and LLMs, and consumers increasingly get 'good enough' nutrition guidance free. What holds is licensed medical nutrition therapy: bedside assessment of a malnourished or dysphagic patient, enteral/parenteral feeding orders, adjusting nutrition for renal failure or short-gut syndrome, and being the credentialed name in the chart. Modal worker here is a clinical or community RD, and the split is sharp — the wellness-coaching tier is far more exposed than the hospital tier.

10-year outlook: Hospital and specialty clinical dietitian roles hold steady on licensure and bedside judgment, while generic meal-planning and wellness-coaching work gets absorbed by free AI tools and app subscriptions.

Score — 65/100 resistance

Five dimensions, 0–20 each, summed. Higher means more protected. The arithmetic is shown so you can check it: 11 + 13 + 13 + 15 + 13 = 65.

Task resistance 11/20

Mixed — a routine tier and a judgment tier. An 11 reflects the actual split in a clinical RD's day: exchange-list meal plans, nutrient calculations, food-log review and patient handouts are already generated by software, while the parts that don't digitise — physically assessing muscle wasting and fat loss for ASPEN/AND malnutrition criteria, watching a stroke patient swallow, palpating edema before interpreting a weight, titrating TPN against daily labs — are genuine but constitute a minority of billable time for most postholders.

Embodiment 13/20

Hands-on in uncontrolled environments. 13 is set by the bedside portion: nutrition-focused physical exam means putting hands on temples, clavicles and calves, checking a PEG site, inspecting oral intake and tray returns, and doing it on inpatient units, in nursing homes, in WIC clinics and in school kitchens during HACCP checks — uncontrolled settings you cannot substitute with a video call, though you are not lifting patients or operating equipment.

Liability shield 13/20

Licensed human required and personally liable. 13 is right because the RDN credential plus state licensure in most states makes you the one who writes the nutrition diagnosis and, under CMS order-writing privileges granted by hospital protocol, signs enteral and parenteral orders in your own name — but a physician still countersigns in many facilities and the diet-order privilege is delegated rather than independent, which keeps this below the surgeon-or-pharmacist tier.

Trust premium 15/20

The human relationship is the product. 15 is earned because behaviour change is the deliverable: a patient with new type 2 diabetes, an eating disorder, or a 40-year food culture will not act on a printout, and the counselling relationship built over repeat visits — motivational interviewing, negotiating what the family will actually cook — is the mechanism of the outcome, not packaging around it.

Judgment & accountability 13/20

Meaningful discretion. 13 fits the calls you actually own: deciding whether a short-gut or refeeding-risk patient advances, how much protein a patient on CRRT gets, whether a dysphagic patient can take thin liquids, and when to recommend against a feeding tube — high-stakes and ambiguous, but bounded by ASPEN and KDOQI guidelines and made inside a team where the physician holds final authority.

Scored twice. An independent second run returned 60/100 — EXPOSED, agreeing with the verdict above.

This score sits on a verdict boundary. At 65/100 it is one point from SAFE. Re-scoring moves results by a point or two, so here the score is more informative than the label.

Confidence: medium · reviewed 2026-08-11 · how scoring works

Tasks already automatable

What survives

Active moats: licensure, trust, embodiment

How to future-proof this job

Escape hatches — adjacent fields with better verdicts

Computed from U.S. Dept. of Labor O*NET skill profiles: high overlap with what you already do, materially higher resistance score.

Nurse Practitioners SAFE · 80/100 · you already have ~88% of the skill profile

Skills to close: Operation and Control, Equipment Selection, Science, Troubleshooting

Neurologists SAFE · 80/100 · you already have ~88% of the skill profile

Skills to close: Science

Pediatricians, General SAFE · 85/100 · you already have ~87% of the skill profile

Skills to close: Science

Field report — do you do this job?

Has AI actually changed your work?

Self-reported and unverified — a sentiment signal, not a survey. One response per person per occupation; you can change your answer.

From people who do this job

Nobody has filed one yet. If you do this work, you know things the rubric can't see.

What has actually changed in your work?

Concrete beats general: a tool that arrived, a task that moved, a headcount decision you watched happen. Don't include anything that identifies you or your employer if that would put you at risk.