entityType = "role"
schemaVersion = "role.v1"
slug = "role-19-4051-02"
socCode = "19-4051.02"
title = "Nuclear Monitoring Technicians"
summary = "Collect and test samples to monitor results of nuclear experiments and contamination of humans, facilities, and environment."
aliases = ["Health Physics Technician (HP Tech)", "Radiation Protection Specialist (RP Specialist)", "Radiation Protection Technician (RPT)", "Radiochemical Technician", "Nuclear Chemistry Technician", "Radiation Control Technician (Radcon Technician)", "Radiation Technician", "Cathodic Protection Technician", "Chemical Radiation Technician", "Decontaminator", "Instrumentation Control Specialist", "Laboratory Control Specialist"]

[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 = 29.35

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 27.15

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 16.59

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 15.86

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 11.06

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

[market]
medianWage = 104240
meanWage = 100730
pct10Wage = 64370
pct25Wage = 83330
pct75Wage = 113710
pct90Wage = 126890
employment = 5990
areaTitle = "U.S."

[industries]
count = 10

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 3740
medianWage = 105300
lq = 166.14

[[industries.top]]
naics = "221113"
slug = "221113"
title = "Nuclear Electric Power Generation"
level = "National industry"
employment = 3460
medianWage = 105300
lq = 2398.02

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 1010
medianWage = 83330
lq = 2.41

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 520
medianWage = 92120
lq = 1.48

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 330
medianWage = 86800
lq = 0.67

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 160
medianWage = 80270
lq = 3.56

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 130
medianWage = 83190
lq = 0.14

[[industries.top]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 80
medianWage = 117710

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 50
medianWage = 108740

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 40
medianWage = 62980

[[industries.concentrated]]
naics = "221113"
slug = "221113"
title = "Nuclear Electric Power Generation"
level = "National industry"
employment = 3460
lq = 2398.02

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 3740
lq = 166.14

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 160
lq = 3.56

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 1010
lq = 2.41

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 520
lq = 1.48

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 330
lq = 0.67

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 130
lq = 0.14

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

[aiOutlook.index]
value = 45
percentile = 44
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 53
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 32
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 51
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.85
percentile = 71
band = "High"
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 = 0.15151515151515152
beta = 0.2272727272727273
gamma = 0.30303030303030304

[aiOutlook.bls]
growthPercent = -7.7
growthPercentile = 8
direction = "Declining"
annualOpeningsThousands = 0.7
annualOpeningsPercentile = 11
employment2024Thousands = 6
employment2034Thousands = 5.5

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.1696743
percentile = 53
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 = 0.30303030303030304
percentile = 32
band = "Low"
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 = 0.15082471054252614
percentile = 51
band = "Moderate"
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 = "Enter data into computers to record characteristics of nuclear events or to locate coordinates of particles."
usagePercent = 0.006367882863821797
importance = 4.13

[[aiOutlook.usageTasks]]
task = "Analyze samples, such as air or water samples, for contaminants or other elements."
usagePercent = 0.0018487401862708444
importance = 4.31

[[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 = 16
skills = 39
capabilities = 120
tools = 17
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "22f52beed31165da"

[[tasks]]
text = "Brief workers on radiation levels in work areas."
type = "Core"
iwa = "4.A.4.a.2.c"

[[tasks]]
text = "Calculate safe radiation exposure times for personnel using plant contamination readings and prescribed safe levels of radiation."
type = "Core"
iwa = "4.A.1.b.3.a"

[[tasks]]
text = "Monitor personnel to determine the amounts and intensities of radiation exposure."
type = "Core"
iwa = "4.A.1.b.3.a"

[[tasks]]
text = "Provide initial response to abnormal events or to alarms from radiation monitoring equipment."
type = "Core"
iwa = "4.A.1.a.2.g"

[[tasks]]
text = "Inform supervisors when individual exposures or area radiation levels approach maximum permissible limits."
type = "Core"
iwa = "4.A.4.a.2.c"

[[tasks]]
text = "Determine intensities and types of radiation in work areas, equipment, or materials, using radiation detectors or other instruments."
type = "Core"
iwa = "4.A.1.b.3.a"

[[tasks]]
text = "Instruct personnel in radiation safety procedures and demonstrate use of protective clothing and equipment."
type = "Core"
iwa = "4.A.4.b.3.d"

[[tasks]]
text = "Collect samples of air, water, gases, or solids to determine radioactivity levels of contamination."
type = "Core"
iwa = "4.A.3.a.2.al"

[[tasks]]
text = "Analyze samples, such as air or water samples, for contaminants or other elements."
type = "Core"
iwa = "4.A.2.a.4.a"

[[tasks]]
text = "Enter data into computers to record characteristics of nuclear events or to locate coordinates of particles."
type = "Supplemental"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Determine or recommend radioactive decontamination procedures, according to the size and nature of equipment and the degree of contamination."
type = "Core"
iwa = "4.A.4.b.6.i"

[[tasks]]
text = "Set up equipment that automatically detects area radiation deviations and test detection equipment to ensure its accuracy."
type = "Core"
iwa = "4.A.3.a.2.at"

[[emergingTasks]]
text = "Calibrate, maintain, and repair chemical instrumentation sensing elements and sampling system equipment, using calibration instruments and hand tools."

[[emergingTasks]]
text = "Document results from radiation and contamination surveys."

[[emergingTasks]]
text = "Inspect, test, and maintain respiratory protection equipment."

[[emergingTasks]]
text = "Write radiological work permits."

[[activities]]
name = "Communicate safety or hazard information to others."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Analyze environmental data."
iwa = "4.A.2.a.4.a"

[[activities]]
name = "Dispose of hazardous materials."
iwa = "4.A.3.a.1.e"

[[activities]]
name = "Dispose of trash or waste materials."
iwa = "4.A.3.a.1.e"

[[activities]]
name = "Measure radiation levels."
iwa = "4.A.1.b.3.a"

[[activities]]
name = "Monitor alarm systems."
iwa = "4.A.1.a.2.g"

[[activities]]
name = "Respond to emergencies to provide assistance."
iwa = "4.A.4.a.5.e"

[[activities]]
name = "Train personnel in technical or scientific procedures."
iwa = "4.A.4.b.3.d"

[[activities]]
name = "Collect environmental data or samples."
iwa = "4.A.3.a.2.al"

[[activities]]
name = "Set up laboratory or field equipment."
iwa = "4.A.3.a.2.at"

[[activities]]
name = "Advise others on management of emergencies or hazardous situations or materials."
iwa = "4.A.4.b.6.i"

[[activities]]
name = "Clean objects."
iwa = "4.A.3.a.1.h"

[[activities]]
name = "Calibrate scientific or technical equipment."
iwa = "4.A.3.a.2.i"

[[activities]]
name = "Maintain laboratory or technical equipment."
iwa = "4.A.3.b.5.c"

[[activities]]
name = "Record research or operational data."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Prepare operational reports."
iwa = "4.A.3.b.6.o"

[[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 = "Deductive Reasoning"
family = "ability"
value = 4

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 4

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

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

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 3.88

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

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

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

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

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

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.75

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3.62

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

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.5

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.38

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.28

[[capabilities]]
name = "Physics"
family = "knowledge"
value = 3.28

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

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.14

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

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

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

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

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

[[capabilities]]
name = "Quality Control Analysis"
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 = "Speech Recognition"
family = "ability"
value = 3.12

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.03

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3

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

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Google Compute Engine (GCE)"
type = "Specialized Skill"

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

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

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

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

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

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

[[skills]]
name = "Industrial Control Software"
type = "Specialized Skill"

[[tools]]
example = "Microsoft Azure software"
category = "Development environment 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 Windows"
category = "Operating system software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Windows Server"
category = "Operating system software"
hot = true
inDemand = false

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

[[tools]]
example = "Oracle Java"
category = "Object or component oriented development software"
hot = true
inDemand = false

[[tools]]
example = "Structured query language SQL"
category = "Data base user interface and query software"
hot = true
inDemand = false

[[tools]]
example = "AVEVA InTouch HMI"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Connectivity software"
category = "Platform interconnectivity software"
hot = false
inDemand = false

[[tools]]
example = "Gamma waste assay system GWAS"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Google Compute Engine (GCE)"
category = "Application server software"
hot = false
inDemand = false

[[tools]]
example = "Radiological assessment display and control system RADACS"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "RESRAD"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Supervisory control and data acquisition SCADA software"
category = "Industrial control software"
hot = false
inDemand = false

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.98

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.91

[[workContext]]
name = "Telephone Conversations"
value = 4.84

[[workContext]]
name = "Exposed to Radiation"
value = 4.79

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

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.61

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.59

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.54

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.53

[[workContext]]
name = "Contact With Others"
value = 4.4

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 4.14

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.94

[[workContext]]
name = "Frequency of Decision Making"
value = 3.9

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 3.88

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.82

[[workContext]]
name = "Physical Proximity"
value = 3.8

[[workContext]]
name = "Consequence of Error"
value = 3.72

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.7

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.68

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.67

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.64

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.54

[[workContext]]
name = "Time Pressure"
value = 3.52

[[workContext]]
name = "Exposed to Contaminants"
value = 3.33

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 3.31

[[workContext]]
name = "Written Letters and Memos"
value = 3.3

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.21

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 3.13

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.12

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 3.1

[[workContext]]
name = "Exposed to High Places"
value = 3.06

[[workContext]]
name = "Conflict Situations"
value = 3.05

[[workContext]]
name = "Spend Time Standing"
value = 3

[[workContext]]
name = "Spend Time Sitting"
value = 2.94

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 2.89

[[workContext]]
name = "Public Speaking"
value = 2.87

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.8

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.76

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.74

[[workContext]]
name = "Level of Competition"
value = 2.61

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 6.1

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

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.51

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 5.03

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 5

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 4.43

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 4.35

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

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 3.52

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 3.22

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

[[personFit]]
name = "Stress Tolerance"
family = "work_style"
value = 2.6

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 2.51

[[personFit]]
name = "Self-Control"
family = "work_style"
value = 2.42

[[personFit]]
name = "Protective Service"
family = "specific_interest_area"
value = 2.37

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 2.25

[[relatedRoles]]
socCode = "19-4051.00"
slug = "role-19-4051-00"
title = "Nuclear Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "17-2161.00"
slug = "role-17-2161-00"
title = "Nuclear Engineers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "19-4042.00"
slug = "role-19-4042-00"
title = "Environmental Science and Protection Technicians, Including Health"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "51-8011.00"
slug = "role-51-8011-00"
title = "Nuclear Power Reactor Operators"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "17-3028.00"
slug = "role-17-3028-00"
title = "Calibration Technologists and Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-3025.00"
slug = "role-17-3025-00"
title = "Environmental Engineering Technologists and Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-4031.00"
slug = "role-19-4031-00"
title = "Chemical Technicians"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "19-5012.00"
slug = "role-19-5012-00"
title = "Occupational Health and Safety Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-5011.00"
slug = "role-19-5011-00"
title = "Occupational Health and Safety Specialists"
tier = "Supplemental"

[[relatedRoles]]
socCode = "17-3029.01"
slug = "role-17-3029-01"
title = "Non-Destructive Testing Specialists"
tier = "Supplemental"

[[careerClusters]]
cluster = "Advanced Manufacturing"
slug = "advanced-manufacturing"

[[careerClusters]]
cluster = "Energy & Natural Resources"
slug = "energy-natural-resources"

[[careerClusters]]
cluster = "Public Service & Safety"
slug = "public-service-safety"

[[studyPrograms]]
title = "Engineering/Engineering-Related Technologies/Technicians"
slug = "engineering-engineering-related-technologies-technicians"

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

[[studyPrograms]]
title = "Science Technologies/Technicians"
slug = "science-technologies-technicians"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.85
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.1696743
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.5136482
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.0905259
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
