entityType = "role"
schemaVersion = "role.v1"
slug = "role-29-2031-00"
socCode = "29-2031.00"
title = "Cardiovascular Technologists and Technicians"
summary = "Conduct tests on pulmonary or cardiovascular systems of patients for diagnostic, therapeutic, or research purposes. May conduct or assist in electrocardiograms, cardiac catheterizations, pulmonary functions, lung capacity, and similar tests."
aliases = ["Cardio Tech (Cardiovascular Technician)", "Cardiology Technician", "Cardiovascular Technologist (CVT)", "Registered Cardiovascular Invasive Specialist (RCIS)", "Cardiac Cath Lab Technologist (Cardiac Catheterization Laboratory Technologist)", "Cardiac Catheterization Technician", "Cardiac Technician", "Cardiopulmonary Technician", "Electrocardiogram Technician (EKG Tech)", "ARRT Technologist (American Registry of Radiologic Technologists Technologist)", "Cardiac Cath Lab Tech (Cardiac Catheterization Laboratory Technician)", "Cardiac Catheterization Special Procedures Technologist"]

[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 = 62.9

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 12.85

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 9.85

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 7.82

[[preparation.educationDistribution]]
label = "First Professional Degree"
percentage = 3.81

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 2.77

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

[market]
medianWage = 67260
meanWage = 72890
pct10Wage = 37890
pct25Wage = 46470
pct75Wage = 91430
pct90Wage = 108900
employment = 61180
areaTitle = "U.S."

[industries]
count = 7

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 59530
medianWage = 67260
lq = 6.49

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 660
medianWage = 86560
lq = 0.18

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 530
medianWage = 86790
lq = 0.5

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 360
medianWage = 84950
lq = 0.07

[[industries.top]]
naics = "621340"
slug = "621340"
title = "Offices of Physical, Occupational and Speech Therapists, and Audiologists"
level = "National industry"
employment = 60
medianWage = 43320

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
medianWage = 56790

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
medianWage = 84690

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 59530
lq = 6.49

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 530
lq = 0.5

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 660
lq = 0.18

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 360
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 = 46
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 52
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 = 0.23
percentile = 35
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 = 0.08571428571428572
beta = 0.35714285714285715
gamma = 0.6285714285714286

[aiOutlook.bls]
growthPercent = 3
growthPercentile = 51
direction = "About average"
annualOpeningsThousands = 3.8
annualOpeningsPercentile = 41
employment2024Thousands = 64.7
employment2034Thousands = 66.6

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.0909526
percentile = 46
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 = 0.6285714285714286
percentile = 52
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 = 0.08901673403903307
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 = "Transcribe, type, and distribute reports of diagnostic procedures for interpretation by physician."
usagePercent = 0.020028018684600815
importance = 4.55

[[aiOutlook.usageTasks]]
task = "Explain testing procedures to patients to obtain cooperation and reduce anxiety."
usagePercent = 0.007497668533209536
importance = 4.71

[[aiOutlook.usageTasks]]
task = "Assess cardiac physiology and calculate valve areas from blood flow velocity measurements."
usagePercent = 0.0022595713387754766
importance = 4.62

[[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 = 102
autonomyMedian = 3
dominantCollaboration = "learning"
augmentationShare = 76.25
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "learning"
percent = 76.25

[[aiPlaybook.useCase]]
label = "personal"
percent = 62.5

[[aiPlaybook.useCase]]
label = "coursework"
percent = 27.5

[[aiPlaybook.delegatedTasks]]
task = "Explain testing procedures to patients to obtain cooperation and reduce anxiety."
usagePercent = 0.008001000125015627
collaboration = "learning"
autonomyMedian = 3
sampleCount = 80

[[aiPlaybook.boundaryTasks]]
task = "Explain testing procedures to patients to obtain cooperation and reduce anxiety."
humanNeededPercent = 96.25
sampleCount = 80

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to explain testing procedures to patients to obtain cooperation and reduce anxiety, then check my work as I try it myself."
collaboration = "learning"

[counts]
tasks = 21
skills = 36
capabilities = 120
tools = 18
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "8ff6739abaeed3c2"

[[tasks]]
text = "Conduct electrocardiogram (EKG), phonocardiogram, echocardiogram, stress testing, or other cardiovascular tests to record patients' cardiac activity, using specialized electronic test equipment, recording devices, or laboratory instruments."
type = "Core"
iwa = "4.A.1.b.2.a"

[[tasks]]
text = "Compare measurements of heart wall thickness and chamber sizes to standard norms to identify abnormalities."
type = "Supplemental"
iwa = "4.A.2.a.4.f"

[[tasks]]
text = "Maintain a proper sterile field during surgical procedures."
type = "Supplemental"
iwa = "4.A.4.a.5.k"

[[tasks]]
text = "Explain testing procedures to patients to obtain cooperation and reduce anxiety."
type = "Core"
iwa = "4.A.4.a.1.e"

[[tasks]]
text = "Observe ultrasound display screen and listen to signals to record vascular information, such as blood pressure, limb volume changes, oxygen saturation, or cerebral circulation."
type = "Supplemental"
iwa = "4.A.1.a.2.a"

[[tasks]]
text = "Monitor patients' blood pressure and heart rate using electrocardiogram (EKG) equipment during diagnostic or therapeutic procedures to notify the physician if something appears wrong."
type = "Core"
iwa = "4.A.1.a.2.e"

[[tasks]]
text = "Assist physicians in the diagnosis and treatment of cardiac or peripheral vascular treatments, such as implanting pacemakers or assisting with balloon angioplasties to treat blood vessel blockages."
type = "Supplemental"
iwa = "4.A.4.a.5.k"

[[tasks]]
text = "Obtain and record patient identification, medical history, or test results."
type = "Core"
iwa = "4.A.1.a.1.l"

[[tasks]]
text = "Operate diagnostic imaging equipment to produce contrast enhanced radiographs of heart and cardiovascular system."
type = "Supplemental"
iwa = "4.A.3.a.3.d"

[[tasks]]
text = "Assess cardiac physiology and calculate valve areas from blood flow velocity measurements."
type = "Supplemental"
iwa = "4.A.2.a.4.f"

[[tasks]]
text = "Monitor patients' comfort and safety during tests, alerting physicians to abnormalities or changes in patient responses."
type = "Core"
iwa = "4.A.1.a.2.e"

[[tasks]]
text = "Observe gauges, recorder, and video screens of data analysis system during imaging of cardiovascular system."
type = "Supplemental"
iwa = "4.A.1.a.2.a"

[[emergingTasks]]
text = "Perform general administrative tasks, such as answering telephones, scheduling appointments, or ordering supplies or equipment."

[[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 = "Order medical supplies or equipment."
iwa = "4.A.4.c.3.e"

[[activities]]
name = "Maintain sterile operative fields."
iwa = "4.A.4.a.5.k"

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

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

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

[[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 = "Monitor video displays of medical equipment to ensure proper functioning."
iwa = "4.A.1.a.2.a"

[[activities]]
name = "Test patient heart or lung functioning."
iwa = "4.A.1.b.2.a"

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

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

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

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

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

[[activities]]
name = "Repair medical facility equipment."
iwa = "4.A.3.b.4.f"

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

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

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

[[activities]]
name = "Analyze test data or images to inform diagnosis or treatment."
iwa = "4.A.2.a.4.f"

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.29

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 4.12

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

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

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

[[capabilities]]
name = "Medicine and Dentistry"
family = "knowledge"
value = 3.89

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.87

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

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.75

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

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.62

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

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

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

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

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

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

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.5

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3.38

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.31

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.27

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

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

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.25

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.25

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

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

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3.12

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 3.12

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

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

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Instructing"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Database 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 = "JavaScript"
category = "Web platform development 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 Word"
category = "Word processing software"
hot = true
inDemand = false

[[tools]]
example = "Database software"
category = "Data base user interface and query 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-compatible image acquisition and integration software products"
category = "Medical software"
hot = false
inDemand = false

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

[[tools]]
example = "Hypertext preprocessor PHP"
category = "Web platform development 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 = "Practice management software PMS"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Pyxis MedStation software"
category = "Inventory management software"
hot = false
inDemand = false

[[tools]]
example = "Smart Digital Holter Monitor"
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 = "Web browser software"
category = "Internet browser software"
hot = false
inDemand = false

[[workContext]]
name = "Contact With Others"
value = 4.94

[[workContext]]
name = "Physical Proximity"
value = 4.88

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.74

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.68

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.64

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.58

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.4

[[workContext]]
name = "Telephone Conversations"
value = 4.37

[[workContext]]
name = "Frequency of Decision Making"
value = 4.32

[[workContext]]
name = "Time Pressure"
value = 4.3

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.28

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.23

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.2

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 4.11

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.07

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 4.03

[[workContext]]
name = "E-Mail"
value = 3.98

[[workContext]]
name = "Exposed to Disease or Infections"
value = 3.95

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.9

[[workContext]]
name = "Consequence of Error"
value = 3.77

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.73

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.62

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.58

[[workContext]]
name = "Exposed to Radiation"
value = 3.57

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.53

[[workContext]]
name = "Conflict Situations"
value = 3.38

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

[[workContext]]
name = "Spend Time Sitting"
value = 3.24

[[workContext]]
name = "Spend Time Standing"
value = 3.08

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.95

[[workContext]]
name = "Written Letters and Memos"
value = 2.93

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 2.78

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.73

[[workContext]]
name = "Level of Competition"
value = 2.72

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 2.68

[[workContext]]
name = "Exposed to Contaminants"
value = 2.5

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.26

[[workContext]]
name = "Degree of Automation"
value = 2.07

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.92

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.86

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

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

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

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.61

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 5.31

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

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.7

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

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 4.25

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

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 3.61

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 3.36

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

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 2.81

[[personFit]]
name = "Teaching/Education"
family = "specific_interest_area"
value = 2.68

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 2.27

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

[[relatedRoles]]
socCode = "29-2099.01"
slug = "role-29-2099-01"
title = "Neurodiagnostic Technologists"
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 = "29-1126.00"
slug = "role-29-1126-00"
title = "Respiratory Therapists"
tier = "Primary-Short"

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

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

[[relatedRoles]]
socCode = "29-2035.00"
slug = "role-29-2035-00"
title = "Magnetic Resonance Imaging Technologists"
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 = "29-1212.00"
slug = "role-29-1212-00"
title = "Cardiologists"
tier = "Supplemental"

[[relatedRoles]]
socCode = "29-1243.00"
slug = "role-29-1243-00"
title = "Pediatric Surgeons"
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 = 0.23
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.0909526
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.2056899
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.131293
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
