entityType = "role"
schemaVersion = "role.v1"
slug = "role-29-2034-00"
socCode = "29-2034.00"
title = "Radiologic Technologists and Technicians"
summary = "Take x-rays and CAT scans or administer nonradioactive materials into patient's bloodstream for diagnostic or research purposes. Includes radiologic technologists and technicians who specialize in other scanning modalities."
aliases = ["Computed Tomography Technologist (CT Tech)", "Radiographer", "Radiologic Technologist (RT)", "X-Ray Technologist (X-Ray Tech)", "Diagnostic Radiologic Technologist (DRT)", "Imaging Technologist (Imaging Tech)", "Mammographer", "Radiology Technician (Radiology Tech)", "Registered Radiologic Technologist (RT (R))", "X-Ray Technician (X-Ray Tech)", "3D Technologist", "Angiogram Special Procedures Technologist"]
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 = 72.85

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 16.52

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 10.63

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

[market]
medianWage = 77660
meanWage = 79760
pct10Wage = 52360
pct25Wage = 62910
pct75Wage = 93610
pct90Wage = 106990
employment = 223460
areaTitle = "U.S."

[industries]
count = 11

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 205960
medianWage = 77310
lq = 6.15

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 7080
medianWage = 81380
lq = 0.54

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 5140
medianWage = 81950
lq = 1.34

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 1400
medianWage = 83980
lq = 0.07

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 860
medianWage = 73520
lq = 0.06

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 830
medianWage = 88790
lq = 0.2

[[industries.top]]
naics = "621340"
slug = "621340"
title = "Offices of Physical, Occupational and Speech Therapists, and Audiologists"
level = "National industry"
employment = 630
medianWage = 64450
lq = 0.91

[[industries.top]]
naics = "621310"
slug = "621310"
title = "Offices of Chiropractors"
level = "National industry"
employment = 300
medianWage = 47380
lq = 1.42

[[industries.top]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 270
medianWage = 76430
lq = 1.09

[[industries.top]]
naics = "621420"
slug = "621420"
title = "Outpatient Mental Health and Substance Abuse Centers"
level = "National industry"
employment = 80
medianWage = 66320

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
medianWage = 78960

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 205960
lq = 6.15

[[industries.concentrated]]
naics = "621310"
slug = "621310"
title = "Offices of Chiropractors"
level = "National industry"
employment = 300
lq = 1.42

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 5140
lq = 1.34

[[industries.concentrated]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 270
lq = 1.09

[[industries.concentrated]]
naics = "621340"
slug = "621340"
title = "Offices of Physical, Occupational and Speech Therapists, and Audiologists"
level = "National industry"
employment = 630
lq = 0.91

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 7080
lq = 0.54

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 830
lq = 0.2

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 1400
lq = 0.07

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

[aiOutlook.index]
value = 41
percentile = 39
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 33
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 60
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 31
source = "microsoft_working_with_ai"

[aiOutlook.eloundou]
alpha = 0
beta = 0.3771929824561403
gamma = 0.7543859649122806

[aiOutlook.bls]
growthPercent = 4.3
growthPercentile = 67
direction = "About average"
annualOpeningsThousands = 12.9
annualOpeningsPercentile = 68
employment2024Thousands = 228
employment2034Thousands = 237.8

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.5559037
percentile = 33
band = "Low"
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 = 0.7543859649122806
percentile = 60
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 = 0.10339647762088905
percentile = 31
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 = "Explain procedures and observe patients to ensure safety and comfort during scan."
usagePercent = 0.003286649220037057
importance = 4.91

[[aiOutlook.usageTasks]]
task = "Operate or oversee operation of radiologic or magnetic imaging equipment to produce images of the body for diagnostic purposes."
usagePercent = 0.0023622791269016347
importance = 4.73

[[aiOutlook.usageTasks]]
task = "Record, process, and maintain patient data or treatment records and prepare reports."
usagePercent = 0.0018487401862708444
importance = 4.58

[[aiOutlook.usageTasks]]
task = "Maintain a current file of examination protocols."
usagePercent = 0.0016433246100185286
importance = 4.24

[[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 = "microsoft_working_with_ai"
version = "working-with-ai"

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

[counts]
tasks = 30
skills = 37
capabilities = 120
tools = 23
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "36a94d386d42e935"

[[tasks]]
text = "Position imaging equipment and adjust controls to set exposure time and distance, according to specification of examination."
type = "Core"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Position patient on examining table and set up and adjust equipment to obtain optimum view of specific body area as requested by physician."
type = "Core"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Monitor patients' conditions and reactions, reporting abnormal signs to physician."
type = "Core"
iwa = "4.A.1.a.2.e"

[[tasks]]
text = "Explain procedures and observe patients to ensure safety and comfort during scan."
type = "Core"
iwa = "4.A.1.a.2.e"

[[tasks]]
text = "Review and evaluate developed x-rays, video tape, or computer-generated information to determine if images are satisfactory for diagnostic purposes."
type = "Core"
iwa = "4.A.2.a.2.a"

[[tasks]]
text = "Use radiation safety measures and protection devices to comply with government regulations and to ensure safety of patients and staff."
type = "Core"
iwa = "4.A.1.a.2.k"

[[tasks]]
text = "Determine patients' x-ray needs by reading requests or instructions from physicians."
type = "Core"
iwa = "4.A.2.a.4.f"

[[tasks]]
text = "Prepare contrast material, radiopharmaceuticals, or anesthetic or antispasmodic drugs under the direction of a radiologist."
type = "Core"
iwa = "4.A.3.a.1.a"

[[tasks]]
text = "Process exposed radiographs using film processors or computer generated methods."
type = "Core"
iwa = "4.A.3.a.3.d"

[[tasks]]
text = "Operate mobile x-ray equipment in operating room, emergency room, or at patient's bedside."
type = "Core"
iwa = "4.A.3.a.3.d"

[[tasks]]
text = "Operate or oversee operation of radiologic or magnetic imaging equipment to produce images of the body for diagnostic purposes."
type = "Core"
iwa = "4.A.3.a.3.d"

[[tasks]]
text = "Make exposures necessary for the requested procedures, rejecting and repeating work that does not meet established standards."
type = "Core"
iwa = "4.A.2.a.2.a"

[[activities]]
name = "Check quality of diagnostic images."
iwa = "4.A.2.a.2.a"

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

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

[[activities]]
name = "Prepare medical supplies or equipment for use."
iwa = "4.A.3.a.2.k"

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

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

[[activities]]
name = "Verify that medical activities or operations meet standards."
iwa = "4.A.1.a.2.k"

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

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

[[activities]]
name = "Analyze patient data to determine patient needs or treatment goals."
iwa = "4.A.2.a.4.f"

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

[[activities]]
name = "Collect medical information from patients, family members, or other medical professionals."
iwa = "4.A.1.a.1.l"

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

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

[[activities]]
name = "Move patients to or from treatment areas."
iwa = "4.A.3.a.1.m"

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

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

[[activities]]
name = "Prepare reports summarizing patient diagnostic or care activities."
iwa = "4.A.3.b.6.f"

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

[[activities]]
name = "Assist patients with hygiene or daily living activities."
iwa = "4.A.4.a.5.i"

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

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

[[activities]]
name = "Perform clerical work in medical settings."
iwa = "4.A.4.c.1.a"

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

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

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

[[activities]]
name = "Collaborate with healthcare professionals to plan or provide treatment."
iwa = "4.A.4.a.2.d"

[[activities]]
name = "Manage healthcare operations."
iwa = "4.A.4.b.4.j"

[[capabilities]]
name = "Medicine and Dentistry"
family = "knowledge"
value = 4.27

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.17

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.14

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 4

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 4

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.88

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

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

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.62

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

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.62

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

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

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

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.5

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

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

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

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.4

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.31

[[capabilities]]
name = "Psychology"
family = "knowledge"
value = 3.3

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.25

[[capabilities]]
name = "Operation and Control"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Physics"
family = "knowledge"
value = 3.18

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.12

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

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

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.12

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3.12

[[capabilities]]
name = "Visualization"
family = "ability"
value = 3.12

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

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.12

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

[[capabilities]]
name = "Biology"
family = "knowledge"
value = 3.1

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 3

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Equipment Maintenance"
type = "Specialized 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 = "R"
category = "Object or component oriented development software"
hot = true
inDemand = true

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

[[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 = "Diagnostic and procedural coding software"
category = "Categorization or classification software"
hot = false
inDemand = false

[[tools]]
example = "Diagnostic image review software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Digital Imaging Communications in Medicine DICOM software/modality management software"
category = "Medical software"
hot = false
inDemand = false

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

[[tools]]
example = "Film processor tracking and management software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "GE Healthcare Centricity EMR"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "GE Healthcare ViewPoint Solutions"
category = "Medical software"
hot = false
inDemand = false

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

[[tools]]
example = "Information systems integration software"
category = "Information retrieval or search software"
hot = false
inDemand = false

[[tools]]
example = "Internet or intranet image distribution software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Medical condition coding software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Medical procedure coding software"
category = "Medical software"
hot = false
inDemand = false

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

[[tools]]
example = "Structured data entry software"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Virtual reality computed tomography CT imaging software"
category = "Medical software"
hot = false
inDemand = false

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

[[workContext]]
name = "Exposed to Disease or Infections"
value = 4.88

[[workContext]]
name = "Telephone Conversations"
value = 4.83

[[workContext]]
name = "Frequency of Decision Making"
value = 4.78

[[workContext]]
name = "Physical Proximity"
value = 4.72

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.67

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.65

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.55

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.5

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.5

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.46

[[workContext]]
name = "E-Mail"
value = 4.42

[[workContext]]
name = "Exposed to Radiation"
value = 4.4

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.32

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 4.17

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.01

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.97

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.89

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.87

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 3.78

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.73

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.69

[[workContext]]
name = "Time Pressure"
value = 3.66

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.64

[[workContext]]
name = "Spend Time Standing"
value = 3.63

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.42

[[workContext]]
name = "Consequence of Error"
value = 3.4

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.3

[[workContext]]
name = "Level of Competition"
value = 3.22

[[workContext]]
name = "Conflict Situations"
value = 3.13

[[workContext]]
name = "Written Letters and Memos"
value = 3.08

[[workContext]]
name = "Exposed to Contaminants"
value = 2.97

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.96

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 2.66

[[workContext]]
name = "Spend Time Sitting"
value = 2.59

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.39

[[workContext]]
name = "Degree of Automation"
value = 2.39

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.37

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 2.13

[[personFit]]
name = "Health Care Service"
family = "specific_interest_area"
value = 6.01

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.9

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.08

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

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 4.88

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 4

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 3.83

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 3.41

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

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 2.97

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 2.85

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 2.57

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 2.3

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 2.3

[[personFit]]
name = "Cooperation"
family = "work_style"
value = 2.26

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 2.14

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

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

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

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

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

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

[[relatedRoles]]
socCode = "29-2099.05"
slug = "role-29-2099-05"
title = "Ophthalmic Medical Technologists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "31-9099.02"
slug = "role-31-9099-02"
title = "Endoscopy Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-2055.00"
slug = "role-29-2055-00"
title = "Surgical 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 = "29-1224.00"
slug = "role-29-1224-00"
title = "Radiologists"
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 = "felten_aioe"
label = "AI occupational exposure"
score = -0.5559037
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.7953007
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.4048342
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
