entityType = "role"
schemaVersion = "role.v1"
slug = "role-17-2111-00"
socCode = "17-2111.00"
title = "Health and Safety Engineers, Except Mining Safety Engineers and Inspectors"
summary = "Promote worksite or product safety by applying knowledge of industrial processes, mechanics, chemistry, psychology, and industrial health and safety laws. Includes industrial product safety engineers."
aliases = ["Product Safety Engineer", "Safety Engineer", "Safety and Health Consultant", "System Safety Engineer", "Health and Safety Specialist", "Industrial Hygienist", "Industrial Safety Engineer", "Product Safety Consultant", "Product Safety and Standards Engineer", "Service Loss Control Consultant", "Chemical Detection Expert", "EHS Intern (Environmental Health and Safety Intern)"]
emergingTasks = []

[preparation]
jobZone = "4"
jobZoneName = "Job Zone Four: Considerable Preparation Needed"
education = "Most of these occupations require a four-year bachelor's degree, but some do not."
experience = "A considerable amount of work-related skill, knowledge, or experience is needed for these occupations. For example, an accountant must complete four years of college and work for several years in accounting to be considered qualified."
svpRange = "(7.0 to < 8.0)"
educationDistribution = []

[educationLevel]
category = "Bachelor's degree"
slug = "bachelor-s-degree"

[market]
medianWage = 109660
meanWage = 113770
pct10Wage = 62050
pct25Wage = 85400
pct75Wage = 136150
pct90Wage = 166670
employment = 23220
areaTitle = "U.S."

[industries]
count = 28

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 5630
medianWage = 109740
lq = 3.47

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 5470
medianWage = 109030
lq = 2.85

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 2220
medianWage = 99440
lq = 1.82

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 1760
medianWage = 108920
lq = 10.11

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 970
medianWage = 124970
lq = 1.03

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 900
medianWage = 109660
lq = 2.06

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 860
medianWage = 125780
lq = 2.03

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 580
medianWage = 107970
lq = 0.64

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 570
medianWage = 121940
lq = 6.53

[[industries.top]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 530
medianWage = 125260
lq = 6.14

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 520
medianWage = 103310
lq = 0.47

[[industries.top]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 310
medianWage = 107630
lq = 12.08

[[industries.concentrated]]
naics = "221113"
slug = "221113"
title = "Nuclear Electric Power Generation"
level = "National industry"
employment = 190
lq = 33.97

[[industries.concentrated]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 310
lq = 12.08

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 1760
lq = 10.11

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 570
lq = 6.53

[[industries.concentrated]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 530
lq = 6.14

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 5630
lq = 3.47

[[industries.concentrated]]
naics = "237130"
slug = "237130"
title = "Power and Communication Line and Related Structures Construction"
level = "National industry"
employment = 120
lq = 3.4

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 5470
lq = 2.85

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

[aiOutlook.index]
value = 73
percentile = 74
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 74
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 68
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 77
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.028
percentile = 17
band = "Low"
note = "A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking."

[aiOutlook.eloundou]
alpha = 0.12
beta = 0.47000000000000003
gamma = 0.8200000000000001

[aiOutlook.bls]
growthPercent = 4.4
growthPercentile = 69
direction = "About average"
annualOpeningsThousands = 1.5
annualOpeningsPercentile = 22
employment2024Thousands = 23.8
employment2034Thousands = 24.9

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.9948935
percentile = 74
band = "High"
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 = 0.8200000000000001
percentile = 68
band = "High"
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 = 0.23982327646444057
percentile = 77
band = "High"
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 = "Participate in preparation of product usage and precautionary label instructions."
usagePercent = 0.0019514479743970028
importance = 3.86

[[aiOutlook.usageTasks]]
task = "Evaluate potential health hazards or damage that could occur from product misuse."
usagePercent = 0.0015406168218923706
importance = 4.22

[[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 = 27
skills = 42
capabilities = 120
tools = 69
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "d796a180735ca947"

[[tasks]]
text = "Investigate industrial accidents, injuries, or occupational diseases to determine causes and preventive measures."
type = "Core"
iwa = "4.A.1.a.1.v"

[[tasks]]
text = "Conduct research to evaluate safety levels for products."
type = "Core"
iwa = "4.A.1.a.1.t"

[[tasks]]
text = "Evaluate product designs for safety."
type = "Core"
iwa = "4.A.1.a.1.t"

[[tasks]]
text = "Conduct or coordinate worker training in areas such as safety laws and regulations, hazardous condition monitoring, and use of safety equipment."
type = "Core"
iwa = "4.A.4.b.3.c"

[[tasks]]
text = "Maintain and apply knowledge of current policies, regulations, and industrial processes."
type = "Core"
iwa = "4.A.2.b.3.a"

[[tasks]]
text = "Recommend procedures for detection, prevention, and elimination of physical, chemical, or other product hazards."
type = "Core"
iwa = "4.A.4.b.6.i"

[[tasks]]
text = "Report or review findings from accident investigations, facilities inspections, or environmental testing."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Evaluate potential health hazards or damage that could occur from product misuse."
type = "Core"
iwa = "4.A.1.a.1.t"

[[tasks]]
text = "Evaluate adequacy of actions taken to correct health inspection violations."
type = "Core"
iwa = "4.A.1.a.1.v"

[[tasks]]
text = "Interpret safety regulations for others interested in industrial safety, such as safety engineers, labor representatives, and safety inspectors."
type = "Core"
iwa = "4.A.4.a.1.a"

[[tasks]]
text = "Review plans and specifications for construction of new machinery or equipment to determine whether all safety requirements have been met."
type = "Core"
iwa = "4.A.2.a.4.e"

[[tasks]]
text = "Participate in preparation of product usage and precautionary label instructions."
type = "Core"
iwa = "4.A.3.b.6.i"

[[activities]]
name = "Investigate safety of work environment."
iwa = "4.A.1.a.1.v"

[[activities]]
name = "Research product safety."
iwa = "4.A.1.a.1.t"

[[activities]]
name = "Teach safety standards or environmental compliance methods."
iwa = "4.A.4.b.3.c"

[[activities]]
name = "Update technical knowledge."
iwa = "4.A.2.b.3.a"

[[activities]]
name = "Advise others on health and safety issues."
iwa = "4.A.4.b.6.i"

[[activities]]
name = "Maintain operational records or records systems."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Document design or operational test results."
iwa = "4.A.3.b.6.i"

[[activities]]
name = "Explain engineering drawings, specifications, or other technical information."
iwa = "4.A.4.a.1.a"

[[activities]]
name = "Evaluate designs or specifications to ensure quality."
iwa = "4.A.2.a.4.e"

[[activities]]
name = "Prepare procedural documents."
iwa = "4.A.3.b.6.i"

[[activities]]
name = "Testify at legal or legislative proceedings."
iwa = "4.A.4.a.3.a"

[[activities]]
name = "Test facilities for environmental hazards."
iwa = "4.A.1.b.2.k"

[[activities]]
name = "Develop safety standards, policies, or procedures."
iwa = "4.A.2.b.2.e"

[[activities]]
name = "Confer with technical personnel to prepare designs or operational plans."
iwa = "4.A.4.a.2.h"

[[activities]]
name = "Research human performance or health factors related to engineering or design activities."
iwa = "4.A.1.a.1.t"

[[activities]]
name = "Investigate the environmental impact of projects."
iwa = "4.A.1.a.1.j"

[[activities]]
name = "Confer with other personnel to resolve design or operational problems."
iwa = "4.A.4.b.1.a"

[[activities]]
name = "Fabricate devices or components."
iwa = "4.A.3.a.2.aa"

[[activities]]
name = "Design industrial equipment."
iwa = "4.A.3.b.2.c"

[[activities]]
name = "Inspect facilities or sites to determine if they meet specifications or standards."
iwa = "4.A.1.b.2.e"

[[activities]]
name = "Monitor work environment to ensure safety or adherence to specifications."
iwa = "4.A.1.a.2.g"

[[activities]]
name = "Inspect safety equipment to ensure proper functioning."
iwa = "4.A.1.b.2.g"

[[activities]]
name = "Inspect equipment to ensure safety or proper functioning."
iwa = "4.A.1.b.2.g"

[[activities]]
name = "Install safety or support equipment."
iwa = "4.A.3.a.2.a"

[[activities]]
name = "Direct installation activities."
iwa = "4.A.4.b.4.i"

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 4.12

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 4

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

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.89

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

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

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

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.84

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

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

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

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.73

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.7

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.7

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 3.66

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.62

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3.62

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

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

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.56

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.54

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.5

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

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.5

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

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.46

[[capabilities]]
name = "Chemistry"
family = "knowledge"
value = 3.42

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

[[capabilities]]
name = "Instructing"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Design"
family = "knowledge"
value = 3.38

[[capabilities]]
name = "Originality"
family = "ability"
value = 3.38

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.38

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

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.38

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

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.34

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Microsoft Visio"
type = "Specialized Skill"

[[skills]]
name = "Microsoft Project"
type = "Specialized Skill"

[[skills]]
name = "Microsoft Access"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Autodesk AutoCAD"
category = "Computer aided design CAD software"
hot = true
inDemand = true

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

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

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

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

[[tools]]
example = "Microsoft SharePoint"
category = "Document management software"
hot = true
inDemand = true

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

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

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

[[tools]]
example = "Linux"
category = "Operating system software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Access"
category = "Data base user interface and query software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Active Server Pages ASP"
category = "Web platform development software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Project"
category = "Project management software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Visio"
category = "Graphics or photo imaging software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Visual Basic"
category = "Development environment software"
hot = true
inDemand = false

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

[[tools]]
example = "SAP software"
category = "Enterprise resource planning ERP software"
hot = true
inDemand = false

[[tools]]
example = "The MathWorks MATLAB"
category = "Analytical or scientific software"
hot = true
inDemand = false

[[tools]]
example = "Anthropometric databases"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Availability prediction modeling software"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Biomechanical injury risk analysis software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Computational fluid dynamics CFD software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Design Safety Engineering Designsafe"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Electronic design automation EDA software"
category = "Computer aided design CAD software"
hot = false
inDemand = false

[[tools]]
example = "Energy expenditure prediction EEP software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Failure mode and effects analysis FMEA software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Failure mode effects and criticality analysis FMECA software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Failure modes analysis software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Failure reporting analysis and corrective action FRACAS software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Fault tree analysis FTA software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Fire safety inspection and testing software"
category = "Compliance software"
hot = false
inDemand = false

[[tools]]
example = "Functional hazard analysis software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Geological mapping software"
category = "Map creation software"
hot = false
inDemand = false

[[tools]]
example = "Geomechanical stress analysis software"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Hazard communication software"
category = "Compliance software"
hot = false
inDemand = false

[[tools]]
example = "Hazardous waste operations and emergency response standard HAZWOPER training software"
category = "Computer based training software"
hot = false
inDemand = false

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

[[tools]]
example = "Incident tracking software"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[workContext]]
name = "E-Mail"
value = 4.89

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.71

[[workContext]]
name = "Telephone Conversations"
value = 4.69

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.27

[[workContext]]
name = "Contact With Others"
value = 4.26

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.25

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.24

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

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.08

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.05

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.04

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.01

[[workContext]]
name = "Frequency of Decision Making"
value = 3.93

[[workContext]]
name = "Time Pressure"
value = 3.91

[[workContext]]
name = "Written Letters and Memos"
value = 3.77

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.69

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.46

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.45

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.42

[[workContext]]
name = "Spend Time Sitting"
value = 3.34

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.31

[[workContext]]
name = "Consequence of Error"
value = 3.28

[[workContext]]
name = "Level of Competition"
value = 3.25

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.24

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 3.22

[[workContext]]
name = "Public Speaking"
value = 3.08

[[workContext]]
name = "Physical Proximity"
value = 2.98

[[workContext]]
name = "Conflict Situations"
value = 2.96

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 2.87

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.85

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.84

[[workContext]]
name = "Exposed to Contaminants"
value = 2.83

[[workContext]]
name = "Spend Time Standing"
value = 2.79

[[workContext]]
name = "Outdoors, Under Cover"
value = 2.78

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.72

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.67

[[workContext]]
name = "Exposed to High Places"
value = 2.6

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.51

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.4

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.4

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

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 5.63

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.36

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 5.11

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

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.68

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

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 3.77

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 3.58

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 3.27

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

[[personFit]]
name = "Law"
family = "specific_interest_area"
value = 2.94

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 2.89

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 2.73

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 2.7

[[personFit]]
name = "Public Speaking"
family = "specific_interest_area"
value = 2.68

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

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

[[relatedRoles]]
socCode = "13-1041.01"
slug = "role-13-1041-01"
title = "Environmental Compliance Inspectors"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "19-2041.00"
slug = "role-19-2041-00"
title = "Environmental Scientists and Specialists, Including Health"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "17-2081.00"
slug = "role-17-2081-00"
title = "Environmental Engineers"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "17-2111.02"
slug = "role-17-2111-02"
title = "Fire-Prevention and Protection Engineers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-2112.00"
slug = "role-17-2112-00"
title = "Industrial Engineers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "13-1199.07"
slug = "role-13-1199-07"
title = "Security Management Specialists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "47-4011.00"
slug = "role-47-4011-00"
title = "Construction and Building Inspectors"
tier = "Supplemental"

[[relatedRoles]]
socCode = "45-2011.00"
slug = "role-45-2011-00"
title = "Agricultural Inspectors"
tier = "Supplemental"

[[careerClusters]]
cluster = "Management & Entrepreneurship"
slug = "management-entrepreneurship"

[[studyPrograms]]
title = "Engineering"
slug = "engineering"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.028
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.9948935
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 1.574516
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.7644105
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
