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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 77 comes from.

Three components - Automation Resistance, Structural Moat, and Demand - add up to 77.

FJP Durability Score
77/100
Automation Resistance
35/40

Replacement pressure is low because the technologist acquires the study from a real patient. AI mostly reaches image triage, protocol support, dose checks, quality control, and radiologist workflow rather than replacing positioning and safety work.

Sub-components
Substitution Resistance
29/30

observed AI exposure of 0.0 and modeled median job-loss risk of 0%. Image acquisition is hands-on work: the technologist positions patients, sets technique, handles safety, and solves acquisition problems in the room.

Sources feeding this sub-component
Anthropic labor-market impacts → Radiologic technologists show 0% observed AI exposure.
Tufts American AI Jobs Risk Index → Radiologic Technologists show 0% job loss in the median and fast scenarios.
Augmentation Leverage
6/10

useful imaging support with limited personal upside. AI can help with protocoling, triage, quality checks, dose tracking, scheduling, and documentation, but most technologists are salaried staff in hospitals or imaging centers.

Sources feeding this sub-component
FDA AI/ML-enabled medical devices list → Shows medical imaging AI as a live tool category.
Structural Moat
27/35

The protection comes from accredited education, ARRT certification, state rules in many places, employer credential requirements, and radiation-safety accountability. The moat is meaningful but less uniform than fully state-licensed therapy or nursing roles. Practical hiring still runs through registry credentials and radiation-safety responsibility.

Sub-components
Physical & Environmental
8/10

a clinical-setting estimate because detailed physical fields were mostly unavailable. Patient positioning, transfers, equipment movement, infection control, contrast workflows, and radiation-safety practices make the job meaningfully physical and safety-sensitive.

Sources feeding this sub-component
BLS Occupational Requirements Survey data → Most exact federal physical-task fields were unavailable for radiologic technologists.
Regulatory Moat
10/12

an associate-degree and exam-linked credential path with substantial state regulation. State rules vary by modality, and not every jurisdiction uses the same license structure, so the regulatory barrier is real but uneven.

Sources feeding this sub-component
ARRT → Provides the national registry credential route used by many employers and state systems.
ASRT licensure resources → Shows state-practice and licensure information for radiologic technologists.
Robotics Resistance
6/8

semi-structured imaging rooms. Patient positioning and safety still require a person, but the room, equipment, protocol, and image-quality workflow are more repeatable than highly variable bedside or field care.

Credential Depth
3/5

the associate-degree radiography route plus the American Registry of Radiologic Technologists (ARRT) credential, with additional modality credentials available after entry.

Sources feeding this sub-component
O*NET Online - Radiologic Technologists and Technicians → Lists Radiologic Technologists and Technicians as Job Zone 3.
BLS Occupational Outlook Handbook - Radiologic and MRI Technologists → Lists associate degree as the typical entry route.
Demand
15/25

Demand is steady because imaging remains central to healthcare, but routine radiography grows more slowly than many clinical roles. Credential stacking into CT, MRI, mammography, interventional work, and hospital shift coverage improves the local opportunity.

Sub-components
Volume
4/10

Federal projections show 228.0K radiologic-technologist jobs in 2024, 4.3% growth, and 12.9K annual openings. Annual openings are about 5.7% of the 2024 workforce.

Sources feeding this sub-component
Bureau of Labor Statistics Employment Projections → 228.0K jobs in 2024, 237.8K in 2034, 4.3% growth, and 12.9K annual openings.
Source Quality
6/8

The demand source is imaging demand is steady and credentialed, but routine x-ray work grows more slowly than many healthcare roles.

Sources feeding this sub-component
Resilience
5/7

Demand stays resilient because patient positioning, radiation safety, and modality credentials matter, while automation is stronger around image reading and workflow than acquisition.

Sources feeding this sub-component
What would move the score
Scenario 1
Routine acquisition becomes more automated.

The threshold is routine acquisition automation that safely positions patients, selects protocols, checks quality, and handles common complications across normal imaging rooms. Triage software, dose suggestions, or quality prompts would not be enough without replacing room work. Painful positioning, implants, anxious patients, and protocol exceptions would be the practical test.

Direction
Down, modest
Components affected
Automation Resistance, Robotics Resistance
Scenario 2
Advanced modality shortages deepen.

A clear shortage in advanced modalities would improve demand for technologists who add CT, MRI, mammography, or interventional credentials. Look for modality job offers, wage premiums, and employer-funded training across multiple systems, not just job ads. Wage premiums and funded CT, MRI, mammography, or interventional training would be the evidence.

Direction
Up, modest
Components affected
Demand, Credential Depth
Scenario 3
State rules become more uniform.

More uniform state rules or employer credential requirements would strengthen the moat if they made radiography and advanced modalities less casual across large markets. A single state update would not be enough; the change would need national hiring relevance. Registry and state-rule adoption would need to change normal hiring, not only paperwork.

Direction
Either way
Components affected
Regulatory Moat
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Last reviewed June 2026 · Next September 2026