entityType = "role"
schemaVersion = "role.v1"
slug = "role-29-1124-00"
socCode = "29-1124.00"
title = "Radiation Therapists"
summary = "Provide radiation therapy to patients as prescribed by a radiation oncologist according to established practices and standards. Duties may include reviewing prescription and diagnosis; acting as liaison with physician and supportive care personnel; preparing equipment, such as immobilization, treatment, and protection devices; and maintaining records, reports, and files. May assist in dosimetry procedures and tumor localization."
aliases = ["Dosimetrist", "Radiation Therapist (RT)", "Registered Radiation Therapist", "Staff Radiation Therapist", "Computed Tomography Simulation Therapist (CT Simulation Therapist)", "Radiation Therapy Technologist (RTT)", "Radiation Oncology Registered Nurse (Radiation Oncology RN)", "Radiation Therapy Technician", "Radiologic Therapist", "Radiology Therapist"]
emergingTasks = []

[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 = 50.14

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 37.54

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 8.87

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 3.45

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

[market]
medianWage = 101990
meanWage = 110820
pct10Wage = 77860
pct25Wage = 86520
pct75Wage = 120360
pct90Wage = 141550
employment = 18700
areaTitle = "U.S."

[industries]
count = 6

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 17930
medianWage = 101940
lq = 6.4

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 380
medianWage = 104880
lq = 0.35

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 150
medianWage = 83530
lq = 0.47

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
medianWage = 126980

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
medianWage = 81480

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
medianWage = 105610

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 17930
lq = 6.4

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 150
lq = 0.47

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 380
lq = 0.35

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

[aiOutlook.index]
value = 37
percentile = 35
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 42
source = "felten_aioe"

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

[[aiOutlook.index.components]]
percentile = 26
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.34
percentile = 40
band = "Moderate"
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 = 0.04878048780487805
beta = 0.2804878048780488
gamma = 0.5121951219512195

[aiOutlook.bls]
growthPercent = 1.9
growthPercentile = 39
direction = "About average"
annualOpeningsThousands = 0.9
annualOpeningsPercentile = 14
employment2024Thousands = 19.2
employment2034Thousands = 19.6

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.2189393
percentile = 42
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 = 0.5121951219512195
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 = 0.08796634150324097
percentile = 26
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 = "Help physicians, radiation oncologists, or clinical physicists to prepare physical or technical aspects of radiation treatment plans, using information about patient condition and anatomy."
usagePercent = 0.0026704024912801087
importance = 4.48

[[aiOutlook.usageTasks]]
task = "Review prescription, diagnosis, patient chart, and identification."
usagePercent = 0.0015406168218923706
importance = 4.82

[[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"

[counts]
tasks = 22
skills = 35
capabilities = 120
tools = 20
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "75928025970768b9"

[[tasks]]
text = "Administer prescribed doses of radiation to specific body parts, using radiation therapy equipment according to established practices and standards."
type = "Core"
iwa = "4.A.3.a.3.d"

[[tasks]]
text = "Position patients for treatment with accuracy, according to prescription."
type = "Core"
iwa = "4.A.4.a.5.k"

[[tasks]]
text = "Follow principles of radiation protection for patient, self, and others."
type = "Core"
iwa = "4.A.2.a.3.d"

[[tasks]]
text = "Review prescription, diagnosis, patient chart, and identification."
type = "Core"
iwa = "4.A.2.a.2.e"

[[tasks]]
text = "Conduct most treatment sessions independently, in accordance with the long-term treatment plan and under the general direction of the patient's physician."
type = "Core"
iwa = "4.A.4.a.5.c"

[[tasks]]
text = "Enter data into computer and set controls to operate or adjust equipment or regulate dosage."
type = "Core"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Check radiation therapy equipment to ensure proper operation."
type = "Core"
iwa = "4.A.1.b.2.g"

[[tasks]]
text = "Observe and reassure patients during treatment and report unusual reactions to physician or turn equipment off if unexpected adverse reactions occur."
type = "Core"
iwa = "4.A.1.a.2.e"

[[tasks]]
text = "Educate, prepare, and reassure patients and their families by answering questions, providing physical assistance, and reinforcing physicians' advice regarding treatment reactions or post-treatment care."
type = "Core"
iwa = "4.A.4.a.1.e"

[[tasks]]
text = "Maintain records, reports, or files as required, including such information as radiation dosages, equipment settings, or patients' reactions."
type = "Core"
iwa = "4.A.3.b.6.k"

[[tasks]]
text = "Check for side effects, such as skin irritation, nausea, or hair loss to assess patients' reaction to treatment."
type = "Core"
iwa = "4.A.1.b.2.i"

[[tasks]]
text = "Prepare or construct equipment, such as immobilization, treatment, or protection devices."
type = "Core"
iwa = "4.A.3.a.2.q"

[[activities]]
name = "Schedule patient procedures or appointments."
iwa = "4.A.2.b.5.c"

[[activities]]
name = "Operate diagnostic or therapeutic medical instruments or equipment."
iwa = "4.A.3.a.3.d"

[[activities]]
name = "Administer cancer treatments."
iwa = "4.A.4.a.5.l"

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

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

[[activities]]
name = "Enter patient or treatment data into computers."
iwa = "4.A.3.b.1.f"

[[activities]]
name = "Protect patients or staff members using safety equipment."
iwa = "4.A.2.a.3.d"

[[activities]]
name = "Maintain medical facility records."
iwa = "4.A.3.b.6.k"

[[activities]]
name = "Verify accuracy of patient information."
iwa = "4.A.2.a.2.e"

[[activities]]
name = "Administer basic health care or medical treatments."
iwa = "4.A.4.a.5.c"

[[activities]]
name = "Provide basic health care services."
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 = "Monitor patient conditions during treatments, procedures, or activities."
iwa = "4.A.1.a.2.e"

[[activities]]
name = "Inform medical professionals regarding patient conditions and care."
iwa = "4.A.4.a.2.d"

[[activities]]
name = "Examine patients to assess general physical condition."
iwa = "4.A.1.b.2.i"

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

[[activities]]
name = "Interact with patients to build rapport or provide emotional support."
iwa = "4.A.4.b.2.a"

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

[[activities]]
name = "Fabricate medical devices."
iwa = "4.A.3.a.2.q"

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

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

[[activities]]
name = "Develop medical treatment plans."
iwa = "4.A.2.b.2.a"

[[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 = "Assist healthcare practitioners during examinations or treatments."
iwa = "4.A.4.a.5.k"

[[activities]]
name = "Implement therapeutic programs to improve patient functioning."
iwa = "4.A.4.a.5.b"

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

[[activities]]
name = "Sterilize medical equipment or instruments."
iwa = "4.A.3.a.1.i"

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.56

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.04

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

[[capabilities]]
name = "Medicine and Dentistry"
family = "knowledge"
value = 3.95

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 3.88

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

[[capabilities]]
name = "Physics"
family = "knowledge"
value = 3.77

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.75

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

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

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.62

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.62

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.62

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.52

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.51

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.5

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

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

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.38

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.38

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.38

[[capabilities]]
name = "Therapy and Counseling"
family = "knowledge"
value = 3.36

[[capabilities]]
name = "Psychology"
family = "knowledge"
value = 3.35

[[capabilities]]
name = "Biology"
family = "knowledge"
value = 3.34

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

[[capabilities]]
name = "Monitoring"
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 = "Inductive Reasoning"
family = "ability"
value = 3.25

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.25

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

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

[[capabilities]]
name = "Operation and Control"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.12

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.12

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

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 3.12

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.08

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Patient Management Software"
type = "Specialized Skill"

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

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

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

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

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

[[tools]]
example = "Eclipse IDE"
category = "Development environment software"
hot = true
inDemand = false

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

[[tools]]
example = "Beam analysis software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Dose unit calculation software"
category = "Medical software"
hot = false
inDemand = false

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

[[tools]]
example = "Image processing software"
category = "Graphics or photo imaging software"
hot = false
inDemand = false

[[tools]]
example = "Lifeline Software RadCalc"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Nucletron planning systems"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Patient management software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Procedure scheduling software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Radiation dose calculation software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Radiation therapy equipment software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Sun Nuclear MapCHECK"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Treatment planning software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Virtual simulation software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Web browser software"
category = "Internet browser software"
hot = false
inDemand = false

[[workContext]]
name = "Contact With Others"
value = 4.97

[[workContext]]
name = "Physical Proximity"
value = 4.92

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.86

[[workContext]]
name = "Exposed to Disease or Infections"
value = 4.78

[[workContext]]
name = "E-Mail"
value = 4.72

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.72

[[workContext]]
name = "Telephone Conversations"
value = 4.71

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 4.68

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.57

[[workContext]]
name = "Consequence of Error"
value = 4.53

[[workContext]]
name = "Time Pressure"
value = 4.46

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.42

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.39

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.3

[[workContext]]
name = "Frequency of Decision Making"
value = 4.17

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.14

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 4.01

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.97

[[workContext]]
name = "Level of Competition"
value = 3.92

[[workContext]]
name = "Spend Time Standing"
value = 3.89

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.85

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.83

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 3.8

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.73

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.72

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.71

[[workContext]]
name = "Conflict Situations"
value = 3.43

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.38

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.38

[[workContext]]
name = "Written Letters and Memos"
value = 3.34

[[workContext]]
name = "Exposed to Radiation"
value = 3.25

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 3.21

[[workContext]]
name = "Degree of Automation"
value = 2.92

[[workContext]]
name = "Exposed to Contaminants"
value = 2.81

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.72

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 2.7

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 2.69

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.54

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.48

[[workContext]]
name = "Spend Time Sitting"
value = 2.27

[[personFit]]
name = "Dependability"
family = "work_style"
value = 9

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 8

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

[[personFit]]
name = "Health Care Service"
family = "specific_interest_area"
value = 6.42

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 6

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

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 4.96

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 4.77

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 4.64

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.48

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 4.45

[[personFit]]
name = "Self-Control"
family = "work_style"
value = 4

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 3.47

[[personFit]]
name = "Social Service"
family = "specific_interest_area"
value = 3.44

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 3.38

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 3.16

[[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 = "29-1126.00"
slug = "role-29-1126-00"
title = "Respiratory Therapists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-2033.00"
slug = "role-29-2033-00"
title = "Nuclear Medicine Technologists"
tier = "Primary-Short"

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

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

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

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

[[relatedRoles]]
socCode = "29-9093.00"
slug = "role-29-9093-00"
title = "Surgical Assistants"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "29-1243.00"
slug = "role-29-1243-00"
title = "Pediatric Surgeons"
tier = "Supplemental"

[[relatedRoles]]
socCode = "29-1212.00"
slug = "role-29-1212-00"
title = "Cardiologists"
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 = 0.34
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.2189393
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.1146553
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.3161771
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
