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This page explains how the Durability Score is built — the components, the evidence behind each one, and the named sources. For who this work fits and what a career path through it looks like, see the Deep Read. For your personalized match, take the free quiz.
Where the 64 comes from.

Three components - Automation Resistance, Structural Moat, and Demand - add up to the 64.

FJP Durability Score
64/100
Automation Resistance
23/40

Automation pressure is moderate because AI reaches wellness advice and meal planning, while clinical medical nutrition therapy, patient records, care teams, and reimbursed accountability remain harder to replace. The exposed edge is advice that does not require a patient record or clinical responsibility.

Sub-components
Substitution Resistance
18/30

Observed AI exposure is 13.28%, and modeled median job-loss risk is 10.36%. That pressure fits the wellness edge: meal plans, calorie estimates, grocery lists, generic weight-loss advice, and coaching prompts are easy to generate. Clinical nutrition care remains more protected because it ties to diagnoses, labs, records, reimbursement, and care-team accountability.

Sources feeding this sub-component
Anthropic labor-market impacts report and data → Shows 13.28% observed AI exposure for this occupation.
Tufts Digital Planet AI Jobs workbook → Shows 10.36% modeled job-loss risk in the median scenario.
Augmentation Leverage
5/10

AI can help with meal-plan drafts, patient education, monitoring, documentation, population-health lists, and follow-up reminders. Credentialed clinicians capture some value, but employers, health systems, and consumer-app platforms also capture much of the scale.

Sources feeding this sub-component
Anthropic Economic Index primitives → This source gives task-level AI examples, not a job-specific AI score for this occupation.
Structural Moat
25/35

The structural protection comes from dietetics education, supervised practice, exams, credentialing, and state rules, but title and practice protection vary enough to keep the moat below stronger clinical licenses. Clinical settings value the credential more than consumer wellness markets do.

Sub-components
Physical & Environmental
2/10

The work is mostly counseling, care-team coordination, hospital or clinic visits, and food-service systems. It has some patient and healthcare setting exposure, but not the physical intensity of bedside or procedural care.

Sources feeding this sub-component
BLS Occupational Requirements Survey data → Exact federal physical-task data was not available, so this card relies on duties and settings.
Regulatory Moat
10/12

The Registered Dietitian Nutritionist pathway includes accredited education, supervised practice, an exam, and state licensure or certification rules in many places. The protection is strong in clinical settings but uneven because state rules and nutritionist title use vary.

Robotics Resistance
8/8

Physical robotics is not the relevant replacement path. Nutrition assessment and counseling are cognitive and interpersonal; app and software substitution is counted in Automation Resistance.

Sources feeding this sub-component
Credential Depth
5/5

The occupation maps to a deep preparation pathway, including accredited dietetics education, supervised practice, an exam, and clinical credentialing. That supports maximum credential depth even when some public tables describe a bachelor's entry point.

Demand
16/25

Demand is supported by chronic disease, aging, hospitals, long-term care, and food systems, while reimbursement limits and consumer AI keep the growth story moderate. The score depends on demand becoming reimbursed clinical work rather than general interest in nutrition.

Sub-components
Volume
6/10

Federal projections show 90,900 jobs, 5.5% growth, and 6,200 annual openings. The occupation has a moderate workforce and moderate openings signal.

Sources feeding this sub-component
BLS Employment Projections → Shows 90,900 jobs, 5.5% growth, and 6,200 annual openings.
Source Quality
5/8

Demand comes from aging, diabetes, kidney and cardiac disease, long-term care, hospitals, outpatient nutrition, and food-service systems. The signal is held down by reimbursement limits and the fact that some nutrition demand is wellness coaching rather than reimbursed clinical care.

Resilience
5/7

Clinical care-team demand persists, but consumer AI, wellness apps, employer wellness budgets, and reimbursement constraints create active shocks. Dietitians tied to medical nutrition therapy and specialty care are more resilient than generic advice providers.

Sources feeding this sub-component
BLS OEWS May 2025 wage tables → Shows May 2025 wage distribution: median $76,400, with the 10th to 90th percentile from $49,090 to $103,720.
What would move the score
Scenario 1
Consumer nutrition AI absorbs more wellness demand.

The case weakens if employers, consumers, or insurers treat app-generated meal plans, coaching, and follow-up as good enough for low-risk cases. The trigger is fewer paid roles for generic wellness advice, not better tools inside clinical care. Employer wellness budgets would show the shift first.

Direction
Down, meaningful
Components affected
Substitution Resistance, Demand
Scenario 2
Medical nutrition therapy reimbursement expands.

The case strengthens if diabetes, kidney, cardiac, obesity, oncology, and long-term-care nutrition services gain broader reimbursement and care-team integration. The signal would be more paid clinical dietitian seats tied to records and treatment plans. Chronic-care hiring and referral patterns would be the proof.

Direction
Up, modest
Components affected
Demand, Structural Moat
Scenario 3
Credential protection weakens in practice.

The case weakens if state rules, employer hiring, or payer behavior blur clinical dietitians with lower-credential wellness coaching. The threshold is less credential value in real job postings and reimbursement, not just confusing public language around nutritionist titles. Watch job postings and payer credential requirements.

Direction
Down, modest
Components affected
Structural Moat, Demand
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Last reviewed June 2026 · Next September 2026