entityType = "role"
schemaVersion = "role.v1"
slug = "role-17-1022-00"
socCode = "17-1022.00"
title = "Surveyors"
summary = "Make exact measurements and determine property boundaries. Provide data relevant to the shape, contour, gravitation, location, elevation, or dimension of land or land features on or near the earth's surface for engineering, mapmaking, mining, land evaluation, construction, and other purposes."
aliases = ["County Surveyor", "Land Surveyor", "Licensed Land Surveyor", "Surveyor", "City Surveyor", "Mine Surveyor", "Professional Land Surveyor", "Registered Land Surveyor", "Staff Land Surveyor", "State Surveyor", "Construction Surveyor", "Field Inspector"]
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)"

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 47.37

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 21.05

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 15.79

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 10.53

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 5.26

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

[market]
medianWage = 72740
meanWage = 76730
pct10Wage = 43680
pct25Wage = 53590
pct75Wage = 94550
pct90Wage = 116330
employment = 53080
areaTitle = "U.S."

[industries]
count = 17

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 40270
medianWage = 67870
lq = 10.86

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 18560
medianWage = 75130
lq = 46.63

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 5050
medianWage = 72800
lq = 1.81

[[industries.top]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 1590
medianWage = 86050
lq = 8.05

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 690
medianWage = 75840
lq = 0.22

[[industries.top]]
naics = "238210"
slug = "238210"
title = "Electrical Contractors and Other Wiring Installation Contractors"
level = "National industry"
employment = 510
medianWage = 49090
lq = 1.38

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 500
medianWage = 91870
lq = 2.51

[[industries.top]]
naics = "237130"
slug = "237130"
title = "Power and Communication Line and Related Structures Construction"
level = "National industry"
employment = 350
medianWage = 54900
lq = 4.34

[[industries.top]]
naics = "238110"
slug = "238110"
title = "Poured Concrete Foundation and Structure Contractors"
level = "National industry"
employment = 290
medianWage = 61590
lq = 3.26

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 240
medianWage = 82820
lq = 0.25

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 210
medianWage = 76430
lq = 0.08

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 160
medianWage = 48530
lq = 0.18

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 18560
lq = 46.63

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 40270
lq = 10.86

[[industries.concentrated]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 1590
lq = 8.05

[[industries.concentrated]]
naics = "237130"
slug = "237130"
title = "Power and Communication Line and Related Structures Construction"
level = "National industry"
employment = 350
lq = 4.34

[[industries.concentrated]]
naics = "238110"
slug = "238110"
title = "Poured Concrete Foundation and Structure Contractors"
level = "National industry"
employment = 290
lq = 3.26

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 500
lq = 2.51

[[industries.concentrated]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 5050
lq = 1.81

[[industries.concentrated]]
naics = "238210"
slug = "238210"
title = "Electrical Contractors and Other Wiring Installation Contractors"
level = "National industry"
employment = 510
lq = 1.38

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

[aiOutlook.index]
value = 59
percentile = 58
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 52
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 73
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 = 0.38
percentile = 43
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 = 0.11111111111111112
beta = 0.48888888888888893
gamma = 0.8666666666666667

[aiOutlook.bls]
growthPercent = 4.4
growthPercentile = 69
direction = "About average"
annualOpeningsThousands = 3.9
annualOpeningsPercentile = 42
employment2024Thousands = 56.1
employment2034Thousands = 58.6

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.1460606
percentile = 52
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 = 0.8666666666666667
percentile = 73
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 = 0.14947640650634483
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 = "Develop criteria for the design and modification of survey instruments."
usagePercent = 0.015816999371428334
importance = 2.33

[[aiOutlook.usageTasks]]
task = "Analyze survey objectives and specifications to prepare survey proposals or to direct others in survey proposal preparation."
usagePercent = 0.013146596880148229
importance = 4

[[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 = 61
autonomyMedian = 4
dominantCollaboration = "task iteration"
automationShare = 34.78
augmentationShare = 52.17
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 52.17

[[aiPlaybook.collaboration]]
label = "directive"
percent = 34.78

[[aiPlaybook.useCase]]
label = "coursework"
percent = 54.35

[[aiPlaybook.delegatedTasks]]
task = "Develop criteria for the design and modification of survey instruments."
usagePercent = 0.004600575071883986
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 46

[[aiPlaybook.boundaryTasks]]
task = "Develop criteria for the design and modification of survey instruments."
humanNeededPercent = 89.13043478260869
sampleCount = 46

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: develop criteria for the design and modification of survey instruments. I'll give feedback as we go."
collaboration = "task iteration"

[counts]
tasks = 24
skills = 34
capabilities = 120
tools = 47
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "ff6a727397d3d888"

[[tasks]]
text = "Direct or conduct surveys to establish legal boundaries for properties, based on legal deeds and titles."
type = "Core"
iwa = "4.A.4.b.4.e"

[[tasks]]
text = "Prepare and maintain sketches, maps, reports, and legal descriptions of surveys to describe, certify, and assume liability for work performed."
type = "Core"
iwa = "4.A.2.b.2.o"

[[tasks]]
text = "Write descriptions of property boundary surveys for use in deeds, leases, or other legal documents."
type = "Core"
iwa = "4.A.3.b.6.i"

[[tasks]]
text = "Verify the accuracy of survey data, including measurements and calculations conducted at survey sites."
type = "Core"
iwa = "4.A.2.a.2.a"

[[tasks]]
text = "Search legal records, survey records, and land titles to obtain information about property boundaries in areas to be surveyed."
type = "Core"
iwa = "4.A.1.a.1.f"

[[tasks]]
text = "Record the results of surveys, including the shape, contour, location, elevation, and dimensions of land or land features."
type = "Core"
iwa = "4.A.1.b.3.d"

[[tasks]]
text = "Prepare, or supervise preparation of, all data, charts, plots, maps, records, and documents related to surveys."
type = "Core"
iwa = "4.A.3.b.6.i"

[[tasks]]
text = "Calculate heights, depths, relative positions, property lines, and other characteristics of terrain."
type = "Core"
iwa = "4.A.1.b.3.d"

[[tasks]]
text = "Compute geodetic measurements and interpret survey data to determine positions, shapes, and elevations of geomorphic and topographic features."
type = "Core"
iwa = "4.A.1.b.3.d"

[[tasks]]
text = "Plan and conduct ground surveys designed to establish baselines, elevations, and other geodetic measurements."
type = "Core"
iwa = "4.A.1.b.3.d"

[[tasks]]
text = "Establish fixed points for use in making maps, using geodetic and engineering instruments."
type = "Core"
iwa = "4.A.2.b.2.o"

[[tasks]]
text = "Determine longitudes and latitudes of important features and boundaries in survey areas, using theodolites, transits, levels, and satellite-based global positioning systems (GPS)."
type = "Core"
iwa = "4.A.1.b.3.d"

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

[[activities]]
name = "Create maps."
iwa = "4.A.2.b.2.o"

[[activities]]
name = "Verify mathematical calculations."
iwa = "4.A.2.a.2.a"

[[activities]]
name = "Direct surveying activities."
iwa = "4.A.4.b.4.e"

[[activities]]
name = "Survey land or bodies of water to measure or determine features."
iwa = "4.A.1.b.3.d"

[[activities]]
name = "Calculate geographic positions from survey data."
iwa = "4.A.1.b.3.d"

[[activities]]
name = "Document technical design details."
iwa = "4.A.3.b.6.i"

[[activities]]
name = "Gather physical survey data."
iwa = "4.A.1.a.1.f"

[[activities]]
name = "Coordinate activities with suppliers, contractors, clients, or other departments."
iwa = "4.A.4.b.1.c"

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

[[activities]]
name = "Train personnel on proper operational procedures."
iwa = "4.A.4.b.3.d"

[[activities]]
name = "Analyze physical, survey, or geographic data."
iwa = "4.A.2.a.4.a"

[[activities]]
name = "Determine operational criteria or specifications."
iwa = "4.A.3.b.2.a"

[[activities]]
name = "Conduct research to gain information about products or processes."
iwa = "4.A.1.a.1.t"

[[activities]]
name = "Research topics in area of expertise."
iwa = "4.A.2.b.3.a"

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 4.7

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 4.25

[[capabilities]]
name = "Geography"
family = "knowledge"
value = 4.05

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 4

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

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

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

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.95

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.88

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

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.88

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

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

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

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

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

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 3.75

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

[[capabilities]]
name = "Design"
family = "knowledge"
value = 3.7

[[capabilities]]
name = "Building and Construction"
family = "knowledge"
value = 3.68

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.65

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.62

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

[[capabilities]]
name = "Far Vision"
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 = "Active Listening"
family = "essential_skill"
value = 3.5

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.47

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 3.45

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.35

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.25

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Complex Problem Solving"
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 = "Instructing"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Project Management 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 = "Autodesk AutoCAD Civil 3D"
category = "Computer aided design CAD software"
hot = true
inDemand = true

[[tools]]
example = "Bentley MicroStation"
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 = "ESRI ArcGIS software"
category = "Geographic information system"
hot = true
inDemand = false

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

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

[[tools]]
example = "Bentley GeoPak Bridge"
category = "Graphics or photo imaging software"
hot = false
inDemand = false

[[tools]]
example = "Bentley Systems InRoads Suite"
category = "Map creation software"
hot = false
inDemand = false

[[tools]]
example = "Cadcorp desktop GIS"
category = "Geographic information system"
hot = false
inDemand = false

[[tools]]
example = "Carlson SurvCADD"
category = "Computer aided design CAD software"
hot = false
inDemand = false

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

[[tools]]
example = "Carlson Survey"
category = "Map creation software"
hot = false
inDemand = false

[[tools]]
example = "CE SURVEYOR III"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "CloudWorks"
category = "Application server software"
hot = false
inDemand = false

[[tools]]
example = "CMT Incorporated CogoCAD"
category = "Computer aided design CAD software"
hot = false
inDemand = false

[[tools]]
example = "Computer aided design and drafting software CADD"
category = "Computer aided design CAD software"
hot = false
inDemand = false

[[tools]]
example = "Crones & Associations Project Tracker Pro"
category = "Project management software"
hot = false
inDemand = false

[[tools]]
example = "Cyclone"
category = "Data conversion software"
hot = false
inDemand = false

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

[[tools]]
example = "Data transfer software"
category = "Document management software"
hot = false
inDemand = false

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

[[tools]]
example = "ESRI ArcView"
category = "Geographic information system"
hot = false
inDemand = false

[[tools]]
example = "Geocomp Systems GeoNav"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Geographic information system GIS software"
category = "Geographic information system"
hot = false
inDemand = false

[[tools]]
example = "Geographic information system GIS systems"
category = "Geographic information system"
hot = false
inDemand = false

[[tools]]
example = "Geomechanical design analysis GDA software"
category = "Map creation software"
hot = false
inDemand = false

[[tools]]
example = "Global positioning system GPS software"
category = "Mobile location based services software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Latitude software"
category = "Office suite software"
hot = false
inDemand = false

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

[[tools]]
example = "MicroSurveyCAD"
category = "Computer aided design CAD software"
hot = false
inDemand = false

[[tools]]
example = "NOAA Shoreline Data Explorer"
category = "Route navigation software"
hot = false
inDemand = false

[[tools]]
example = "PC-Mapper software"
category = "Map creation software"
hot = false
inDemand = false

[[tools]]
example = "Project analysis and costing software"
category = "Project management software"
hot = false
inDemand = false

[[tools]]
example = "Project data integration software"
category = "Project management software"
hot = false
inDemand = false

[[tools]]
example = "Sharetech Tabs Plus"
category = "Time accounting software"
hot = false
inDemand = false

[[workContext]]
name = "E-Mail"
value = 5

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.79

[[workContext]]
name = "Telephone Conversations"
value = 4.75

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.55

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 4.45

[[workContext]]
name = "Contact With Others"
value = 4.35

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.3

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

[[workContext]]
name = "Written Letters and Memos"
value = 4.2

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.1

[[workContext]]
name = "Freedom to Make Decisions"
value = 4

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.95

[[workContext]]
name = "Frequency of Decision Making"
value = 3.95

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.9

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.9

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.75

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.74

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.7

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.65

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.65

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.65

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 3.6

[[workContext]]
name = "Consequence of Error"
value = 3.5

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.45

[[workContext]]
name = "Physical Proximity"
value = 3.35

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 3.35

[[workContext]]
name = "Spend Time Standing"
value = 3.3

[[workContext]]
name = "Level of Competition"
value = 3.3

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.25

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.15

[[workContext]]
name = "Spend Time Sitting"
value = 3.1

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 3

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.95

[[workContext]]
name = "Conflict Situations"
value = 2.9

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

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.8

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.7

[[workContext]]
name = "Exposed to Contaminants"
value = 2.65

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.35

[[workContext]]
name = "Degree of Automation"
value = 2.35

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.29

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.25

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 4.73

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 4.02

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

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 3.86

[[personFit]]
name = "Nature/Outdoors"
family = "specific_interest_area"
value = 3.16

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 3

[[personFit]]
name = "Law"
family = "specific_interest_area"
value = 2.91

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 2.24

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 2.23

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 2.19

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 2.19

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 2.16

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 2.12

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 2.12

[[relatedRoles]]
socCode = "17-1022.01"
slug = "role-17-1022-01"
title = "Geodetic Surveyors"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "17-3031.00"
slug = "role-17-3031-00"
title = "Surveying and Mapping Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "17-2051.00"
slug = "role-17-2051-00"
title = "Civil Engineers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "17-1021.00"
slug = "role-17-1021-00"
title = "Cartographers and Photogrammetrists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "17-3022.00"
slug = "role-17-3022-00"
title = "Civil Engineering Technologists and Technicians"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "19-4043.00"
slug = "role-19-4043-00"
title = "Geological Technicians, Except Hydrologic Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-2151.00"
slug = "role-17-2151-00"
title = "Mining and Geological Engineers, Including Mining Safety Engineers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-3011.00"
slug = "role-17-3011-00"
title = "Architectural and Civil Drafters"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "13-2023.00"
slug = "role-13-2023-00"
title = "Appraisers and Assessors of Real Estate"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-2042.00"
slug = "role-19-2042-00"
title = "Geoscientists, Except Hydrologists and Geographers"
tier = "Supplemental"

[[relatedRoles]]
socCode = "13-1041.04"
slug = "role-13-1041-04"
title = "Government Property Inspectors and Investigators"
tier = "Supplemental"

[[careerClusters]]
cluster = "Construction"
slug = "construction"

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

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

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.38
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.1460606
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.7111955
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.121288
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
