entityType = "role"
schemaVersion = "role.v1"
slug = "role-29-2033-00"
socCode = "29-2033.00"
title = "Nuclear Medicine Technologists"
summary = "Prepare, administer, and measure radioactive isotopes in therapeutic, diagnostic, and tracer studies using a variety of radioisotope equipment. Prepare stock solutions of radioactive materials and calculate doses to be administered by radiologists. Subject patients to radiation. Execute blood volume, red cell survival, and fat absorption studies following standard laboratory techniques."
aliases = ["Certified Nuclear Medicine Technologist (CNMT)", "Nuclear Cardiology Technologist", "Nuclear Medicine Technologist (NMT)", "Staff Nuclear Medicine Technologist", "Nuclear Medicine PET-CT Technologist (Nuclear Medicine Positron Emission Tomography - Computed Tomography Technologist)", "Radiation Safety Officer", "Registered Nuclear Medicine Technologist", "Isotope Technician", "Isotope Technologist", "Medical Radiation Dosimetrist", "Nuclear Medical Technologist", "Nuclear Medicine Technician"]

[preparation]
jobZone = "3"
jobZoneName = "Job Zone Three: Medium Preparation Needed"
education = "Most occupations in this zone require training in vocational schools, related on-the-job experience, or an associate's degree."
experience = "Previous work-related skill, knowledge, or experience is required for these occupations. For example, an electrician must have completed three or four years of apprenticeship or several years of vocational training, and often must have passed a licensing exam, in order to perform the job."
svpRange = "(6.0 to < 7.0)"

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 62.63

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 21.5

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 5.76

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 4.24

[[preparation.educationDistribution]]
label = "First Professional Degree"
percentage = 4.07

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 1.81

[educationLevel]
category = "Associate's degree"
slug = "associate-s-degree"

[market]
medianWage = 97020
meanWage = 99690
pct10Wage = 75570
pct25Wage = 83020
pct75Wage = 108190
pct90Wage = 128090
employment = 16960
areaTitle = "U.S."

[industries]
count = 5

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 16250
medianWage = 97290
lq = 6.39

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 100
medianWage = 103160
lq = 0.08

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 100
medianWage = 106870
lq = 0.07

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 60
medianWage = 99840

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 60
medianWage = 99840

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 16250
lq = 6.39

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 100
lq = 0.08

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 100
lq = 0.07

[aiOutlook]
teleworkable = false
usageRelease = "2026-01-15-v4-plus-2025-03-27-v2"

[aiOutlook.index]
value = 40
percentile = 38
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 50
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 44
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 25
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.13
percentile = 30
band = "Low"
note = "A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking."

[aiOutlook.eloundou]
alpha = 0.06451612903225806
beta = 0.29032258064516125
gamma = 0.5161290322580645

[aiOutlook.bls]
growthPercent = 3
growthPercentile = 51
direction = "About average"
annualOpeningsThousands = 0.9
annualOpeningsPercentile = 14
employment2024Thousands = 20
employment2034Thousands = 20.6

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.0855276
percentile = 50
band = "Moderate"
note = "How much this job's abilities overlap with what AI systems can do, across many AI capabilities. A relative research score, not a forecast of job loss."

[[aiOutlook.exposure]]
source = "eloundou_gamma"
label = "LLM task exposure, γ (OpenAI / Eloundou)"
value = 0.5161290322580645
percentile = 44
band = "Moderate"
note = "Share of this job's tasks where a large language model plus simple tools could cut the time to do them by at least half. γ is capped at 1.0 and many jobs reach that ceiling, so treat a top score as 'in the top group', not a precise rank."

[[aiOutlook.exposure]]
source = "microsoft_applicability"
label = "AI assistant applicability (Microsoft)"
value = 0.08713347500805108
percentile = 25
band = "Low"
note = "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."

[[aiOutlook.usageTasks]]
task = "Record and process results of procedures."
usagePercent = 0.03605043363228147
importance = 4.76

[[aiOutlook.usageTasks]]
task = "Explain test procedures and safety precautions to patients and provide them with assistance during test procedures."
usagePercent = 0.007394960745083378
importance = 4.74

[[aiOutlook.usageTasks]]
task = "Produce a computer-generated or film image for interpretation by a physician."
usagePercent = 0.0015406168218923706
importance = 4.76

[[aiOutlook.sources]]
source = "bls_employment_projections"
version = "2024-2034"

[[aiOutlook.sources]]
source = "dingel_neiman"
version = "dingel-neiman-workathome"

[[aiOutlook.sources]]
source = "felten_aioe"
version = "felten-raj-seamans-aioe"

[[aiOutlook.sources]]
source = "frey_osborne"
version = "frey-osborne-automation"

[[aiOutlook.sources]]
source = "microsoft_working_with_ai"
version = "working-with-ai"

[[aiOutlook.sources]]
source = "openai_gpts_are_gpts"
version = "gpts-are-gpts"

[aiPlaybook]
trustedTaskCount = 1
taskCount = 2
totalSample = 78
autonomyMedian = 3.5
dominantCollaboration = "learning"
augmentationShare = 70
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "learning"
percent = 70

[[aiPlaybook.useCase]]
label = "personal"
percent = 66.67

[[aiPlaybook.useCase]]
label = "coursework"
percent = 30

[[aiPlaybook.delegatedTasks]]
task = "Explain test procedures and safety precautions to patients and provide them with assistance during test procedures."
usagePercent = 0.006000750093761721
collaboration = "learning"
autonomyMedian = 3.5
sampleCount = 60

[[aiPlaybook.boundaryTasks]]
task = "Explain test procedures and safety precautions to patients and provide them with assistance during test procedures."
humanNeededPercent = 93.33333333333333
sampleCount = 60

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to explain test procedures and safety precautions to patients and provide them with assistance during test procedures, then check my work as I try it myself."
collaboration = "learning"

[counts]
tasks = 17
skills = 37
capabilities = 120
tools = 10
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "941cc9afe85d7857"

[[tasks]]
text = "Administer radiopharmaceuticals or radiation intravenously to detect or treat diseases, using radioisotope equipment, under direction of a physician."
type = "Core"
iwa = "4.A.4.a.5.c"

[[tasks]]
text = "Detect and map radiopharmaceuticals in patients' bodies, using a camera to produce photographic or computer images."
type = "Core"
iwa = "4.A.3.a.3.d"

[[tasks]]
text = "Process cardiac function studies, using computer."
type = "Core"
iwa = "4.A.3.a.3.d"

[[tasks]]
text = "Calculate, measure, and record radiation dosage or radiopharmaceuticals received, used, and disposed, using computer and following physician's prescription."
type = "Core"
iwa = "4.A.2.a.4.f"

[[tasks]]
text = "Produce a computer-generated or film image for interpretation by a physician."
type = "Core"
iwa = "4.A.3.a.3.d"

[[tasks]]
text = "Record and process results of procedures."
type = "Core"
iwa = "4.A.3.b.6.k"

[[tasks]]
text = "Explain test procedures and safety precautions to patients and provide them with assistance during test procedures."
type = "Core"
iwa = "4.A.4.a.1.e"

[[tasks]]
text = "Prepare stock radiopharmaceuticals, adhering to safety standards that minimize radiation exposure to workers and patients."
type = "Core"
iwa = "4.A.2.a.3.d"

[[tasks]]
text = "Perform quality control checks on laboratory equipment or cameras."
type = "Core"
iwa = "4.A.1.b.2.g"

[[tasks]]
text = "Dispose of radioactive materials and store radiopharmaceuticals, following radiation safety procedures."
type = "Core"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Gather information on patients' illnesses and medical history to guide the choice of diagnostic procedures for therapy."
type = "Core"
iwa = "4.A.1.a.1.l"

[[tasks]]
text = "Maintain and calibrate radioisotope and laboratory equipment."
type = "Core"
iwa = "4.A.3.b.4.f"

[[emergingTasks]]
text = "Schedule patients for nuclear medicine exams and procedures."

[[activities]]
name = "Administer medical substances for imaging or other procedures."
iwa = "4.A.4.a.5.c"

[[activities]]
name = "Examine medical instruments or equipment to ensure proper operation."
iwa = "4.A.1.b.2.g"

[[activities]]
name = "Calculate numerical data for medical activities."
iwa = "4.A.2.a.4.f"

[[activities]]
name = "Record patient medical histories."
iwa = "4.A.3.b.6.k"

[[activities]]
name = "Create advanced digital images of patients using computer imaging systems."
iwa = "4.A.3.a.3.d"

[[activities]]
name = "Operate diagnostic imaging equipment."
iwa = "4.A.3.a.3.d"

[[activities]]
name = "Explain medical procedures or test results to patients or family members."
iwa = "4.A.4.a.1.e"

[[activities]]
name = "Process x-rays or other medical images."
iwa = "4.A.3.a.3.d"

[[activities]]
name = "Monitor the handling of hazardous materials or medical wastes."
iwa = "4.A.1.a.2.b"

[[activities]]
name = "Follow protocols or regulations for healthcare activities."
iwa = "4.A.2.a.3.d"

[[activities]]
name = "Process healthcare paperwork."
iwa = "4.A.4.c.1.a"

[[activities]]
name = "Prepare medications or medical solutions."
iwa = "4.A.3.a.1.a"

[[activities]]
name = "Maintain medical laboratory equipment."
iwa = "4.A.3.b.4.f"

[[activities]]
name = "Gather medical information from patient histories."
iwa = "4.A.1.a.1.l"

[[activities]]
name = "Operate laboratory equipment to analyze medical samples."
iwa = "4.A.3.a.3.i"

[[activities]]
name = "Train medical providers."
iwa = "4.A.4.b.3.f"

[[activities]]
name = "Supervise patient care personnel."
iwa = "4.A.4.b.4.a"

[[activities]]
name = "Adjust settings or positions of medical equipment."
iwa = "4.A.3.a.2.i"

[[activities]]
name = "Position patients for treatment or examination."
iwa = "4.A.4.a.5.k"

[[activities]]
name = "Prepare biological specimens for laboratory analysis."
iwa = "4.A.3.a.2.au"

[[activities]]
name = "Determine protocols for medical procedures."
iwa = "4.A.2.b.1.d"

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.66

[[capabilities]]
name = "Biology"
family = "knowledge"
value = 4

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 4

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 4

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.93

[[capabilities]]
name = "Physics"
family = "knowledge"
value = 3.92

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.88

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.88

[[capabilities]]
name = "Medicine and Dentistry"
family = "knowledge"
value = 3.82

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.75

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.75

[[capabilities]]
name = "Chemistry"
family = "knowledge"
value = 3.75

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 3.75

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.75

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.74

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.67

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.62

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.5

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 3.5

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.5

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.5

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.5

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.5

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.5

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.37

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.29

[[capabilities]]
name = "Science"
family = "essential_skill"
value = 3.25

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.25

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Mathematical Reasoning"
family = "ability"
value = 3.12

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 3.12

[[capabilities]]
name = "Control Precision"
family = "ability"
value = 3.12

[[skills]]
name = "Biology"
type = "Specialized Skill"

[[skills]]
name = "English Language"
type = "Common Skill"

[[skills]]
name = "Physics"
type = "Specialized Skill"

[[skills]]
name = "Critical Thinking"
type = "Common Skill"

[[skills]]
name = "Information Ordering"
type = "Specialized Skill"

[[skills]]
name = "Chemistry"
type = "Specialized Skill"

[[skills]]
name = "Active Listening"
type = "Common Skill"

[[skills]]
name = "Mathematics"
type = "Common Skill"

[[skills]]
name = "Speech Recognition"
type = "Specialized Skill"

[[skills]]
name = "Writing"
type = "Common Skill"

[[skills]]
name = "Reading Comprehension"
type = "Common Skill"

[[skills]]
name = "Inductive Reasoning"
type = "Common Skill"

[[skills]]
name = "Deductive Reasoning"
type = "Common Skill"

[[skills]]
name = "Social Perceptiveness"
type = "Common Skill"

[[skills]]
name = "Complex Problem Solving"
type = "Common Skill"

[[skills]]
name = "Active Learning"
type = "Common Skill"

[[skills]]
name = "Psychology"
type = "Specialized Skill"

[[skills]]
name = "Time Management"
type = "Common Skill"

[[skills]]
name = "Microsoft Word"
type = "Common Skill"

[[skills]]
name = "Microsoft PowerPoint"
type = "Common Skill"

[[skills]]
name = "Microsoft Outlook"
type = "Common Skill"

[[skills]]
name = "Microsoft Excel"
type = "Common Skill"

[[skills]]
name = "Visualization"
type = "Specialized Skill"

[[skills]]
name = "Instructing"
type = "Specialized Skill"

[[skills]]
name = "Finger Dexterity"
type = "Common Skill"

[[skills]]
name = "Learning Strategies"
type = "Specialized Skill"

[[skills]]
name = "Systems Analysis"
type = "Specialized Skill"

[[skills]]
name = "Negotiation"
type = "Common Skill"

[[skills]]
name = "Equipment Maintenance"
type = "Specialized Skill"

[[skills]]
name = "Equipment Selection"
type = "Specialized Skill"

[[skills]]
name = "Telecommunications"
type = "Specialized Skill"

[[skills]]
name = "Depth Perception"
type = "Common Skill"

[[skills]]
name = "Foreign Language"
type = "Common Skill"

[[skills]]
name = "Geography"
type = "Specialized Skill"

[[skills]]
name = "Presentation Software"
type = "Specialized Skill"

[[skills]]
name = "Medical Software"
type = "Specialized Skill"

[[skills]]
name = "Installation"
type = "Specialized Skill"

[[tools]]
example = "MEDITECH software"
category = "Medical software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Excel"
category = "Spreadsheet software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Office software"
category = "Office suite software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Outlook"
category = "Electronic mail software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft PowerPoint"
category = "Presentation software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Word"
category = "Word processing software"
hot = true
inDemand = false

[[tools]]
example = "Electronic medical record EMR software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Gamma camera software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Medovation RadRunner"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Radiopharmacy inventory databases"
category = "Medical software"
hot = false
inDemand = false

[[workContext]]
name = "Exposed to Radiation"
value = 5

[[workContext]]
name = "Contact With Others"
value = 4.83

[[workContext]]
name = "Telephone Conversations"
value = 4.8

[[workContext]]
name = "Exposed to Disease or Infections"
value = 4.7

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.66

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.65

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.65

[[workContext]]
name = "Frequency of Decision Making"
value = 4.47

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.45

[[workContext]]
name = "Physical Proximity"
value = 4.42

[[workContext]]
name = "Consequence of Error"
value = 4.41

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.37

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.36

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.3

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.24

[[workContext]]
name = "Time Pressure"
value = 4.1

[[workContext]]
name = "E-Mail"
value = 4.07

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.94

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.9

[[workContext]]
name = "Level of Competition"
value = 3.83

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 3.75

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.68

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 3.65

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.56

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.48

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.29

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 3.23

[[workContext]]
name = "Conflict Situations"
value = 3.22

[[workContext]]
name = "Written Letters and Memos"
value = 3.16

[[workContext]]
name = "Spend Time Standing"
value = 3.16

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.9

[[workContext]]
name = "Exposed to Contaminants"
value = 2.74

[[workContext]]
name = "Spend Time Sitting"
value = 2.69

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.53

[[workContext]]
name = "Degree of Automation"
value = 2.49

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.41

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.24

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 2.17

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.16

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.12

[[personFit]]
name = "Dependability"
family = "work_style"
value = 7

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 6

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.99

[[personFit]]
name = "Health Care Service"
family = "specific_interest_area"
value = 5.97

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 5.57

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.2

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 5.07

[[personFit]]
name = "Integrity"
family = "work_style"
value = 5

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 4.77

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 4

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 3.71

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 3.65

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 3.08

[[personFit]]
name = "Cooperation"
family = "work_style"
value = 3

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 2.92

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 2.8

[[relatedRoles]]
socCode = "29-2031.00"
slug = "role-29-2031-00"
title = "Cardiovascular Technologists and Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-2034.00"
slug = "role-29-2034-00"
title = "Radiologic Technologists and Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-1124.00"
slug = "role-29-1124-00"
title = "Radiation Therapists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-2011.00"
slug = "role-29-2011-00"
title = "Medical and Clinical Laboratory Technologists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-1224.00"
slug = "role-29-1224-00"
title = "Radiologists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-2035.00"
slug = "role-29-2035-00"
title = "Magnetic Resonance Imaging Technologists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-2012.00"
slug = "role-29-2012-00"
title = "Medical and Clinical Laboratory Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-2099.01"
slug = "role-29-2099-01"
title = "Neurodiagnostic Technologists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-2032.00"
slug = "role-29-2032-00"
title = "Diagnostic Medical Sonographers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-2036.00"
slug = "role-29-2036-00"
title = "Medical Dosimetrists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-1212.00"
slug = "role-29-1212-00"
title = "Cardiologists"
tier = "Supplemental"

[[relatedRoles]]
socCode = "29-2011.01"
slug = "role-29-2011-01"
title = "Cytogenetic Technologists"
tier = "Supplemental"

[[careerClusters]]
cluster = "Healthcare & Human Services"
slug = "healthcare-human-services"

[[studyPrograms]]
title = "Health Professions and Related Programs"
slug = "health-professions-and-related-programs"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.13
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.0855276
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.2562446
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.0226015
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
