entityType = "role"
schemaVersion = "role.v1"
slug = "role-17-1022-01"
socCode = "17-1022.01"
title = "Geodetic Surveyors"
summary = "Measure large areas of the Earth's surface using satellite observations, global navigation satellite systems (GNSS), light detection and ranging (LIDAR), or related sources."
aliases = ["Geodesist", "Geodetic Advisor", "Geodetic Surveyor", "Land Surveyor", "Geodetic Engineer", "Geodetic Survey Director", "Licensed Land Surveyor", "Aerial Photograph Interpreter", "Aerotriangulation Specialist", "Field Surveyor", "Geodetic Computator", "Geodetic Coordinator"]

[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 = 81.48

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 3.7

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 3.7

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 3.7

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 3.7

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 3.7

[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 = true
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 = 75
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 = 0.1875
beta = 0.53125
gamma = 0.875

[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 = 0.875
percentile = 75
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 = "Distribute compiled geodetic data to government agencies or the general public."
usagePercent = 0.0020541557625231607
importance = 4.04

[[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 = 38
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "2929c23055810569"

[[tasks]]
text = "Analyze control or survey data to ensure adherence to project specifications or land survey standards."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Calculate the exact horizontal and vertical position of points on the Earth's surface."
type = "Core"
iwa = "4.A.1.b.3.d"

[[tasks]]
text = "Conduct surveys to determine exact positions, measurement of points, elevations, lines, areas, volumes, contours, or other features of land surfaces."
type = "Core"
iwa = "4.A.1.b.3.d"

[[tasks]]
text = "Maintain databases of geodetic and related information, including coordinate, descriptive, or quality assurance data."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Verify the mathematical correctness of newly collected survey data."
type = "Core"
iwa = "4.A.2.a.2.a"

[[tasks]]
text = "Compute horizontal and vertical coordinates of control networks, using direct leveling or other geodetic survey techniques, such as triangulation, trilateration, and traversing, to establish features of the Earth's surface."
type = "Core"
iwa = "4.A.1.b.3.d"

[[tasks]]
text = "Plan or direct the work of geodetic surveying staff, providing technical consultation as needed."
type = "Core"
iwa = "4.A.4.b.4.e"

[[tasks]]
text = "Assess the quality of control data to determine the need for additional survey data for engineering, construction, or other projects."
type = "Core"
iwa = "4.A.2.a.4.a"

[[tasks]]
text = "Distribute compiled geodetic data to government agencies or the general public."
type = "Core"
iwa = "4.A.4.a.3.b"

[[tasks]]
text = "Request additional survey data when field collection errors occur or engineering surveying specifications are not maintained."
type = "Core"
iwa = "4.A.1.a.1.f"

[[tasks]]
text = "Read current literature, talk with colleagues, continue education, or participate in professional organizations or conferences to keep abreast of developments in technology, equipment, or systems."
type = "Core"
iwa = "4.A.2.b.3.a"

[[tasks]]
text = "Provide training and interpretation in the use of methods or procedures for observing and checking controls for geodetic and plane coordinates."
type = "Core"
iwa = "4.A.4.b.3.d"

[[emergingTasks]]
text = "Determine orientation of tracts of land, including position, boundaries, size, and shape, using theodolites, electronic distance-measuring equipment, satellite-based positioning equipment, drones, land information systems, or other geodetic survey equipment."

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

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

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

[[activities]]
name = "Explain project details to the general public."
iwa = "4.A.4.a.3.b"

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

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

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

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

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

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

[[activities]]
name = "Analyze operational data to evaluate operations, processes or products."
iwa = "4.A.2.a.4.g"

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

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

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 4.78

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 4.12

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

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

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

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

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

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 4

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

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 4

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.96

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

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

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

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 3.88

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

[[capabilities]]
name = "Geography"
family = "knowledge"
value = 3.84

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.77

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.75

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.7

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

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

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.5

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

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.38

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

[[capabilities]]
name = "Visualization"
family = "ability"
value = 3.25

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.19

[[capabilities]]
name = "Design"
family = "knowledge"
value = 3.15

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

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.12

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.12

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.08

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

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

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

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

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

[[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 = "Geography"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Amazon Web Services AWS software"
category = "Data base user interface and query software"
hot = true
inDemand = false

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

[[tools]]
example = "Bentley MicroStation"
category = "Computer aided design CAD software"
hot = true
inDemand = false

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

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

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

[[tools]]
example = "Hypertext markup language HTML"
category = "Web platform development 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 Excel"
category = "Spreadsheet software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Office software"
category = "Office suite 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 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 = "SAP software"
category = "Enterprise resource planning ERP 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 = "Advanced Graphics Technology ProCogo"
category = "Map creation software"
hot = false
inDemand = false

[[tools]]
example = "Autodesk CAiCE Visual Transportation"
category = "Computer aided design CAD software"
hot = false
inDemand = false

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

[[tools]]
example = "Carlson Simplicity Sight Survey"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Email software"
category = "Electronic mail software"
hot = false
inDemand = false

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

[[tools]]
example = "Geo-Plus"
category = "Map creation software"
hot = false
inDemand = false

[[tools]]
example = "Geocomp Systems GeoCalc"
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 = "MicroSurvey Software MicroSurvey CAD"
category = "Computer aided design CAD software"
hot = false
inDemand = false

[[tools]]
example = "National Geodetic Survey NGS Geodetic Toolkit"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "National Geodetic Survey NGS VERTCON"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Object oriented programming software"
category = "Object oriented data base management software"
hot = false
inDemand = false

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

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

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

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

[[tools]]
example = "Underhill Geomatics Copan"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Virtual reality modeling language VRML software"
category = "Computer aided design CAD software"
hot = false
inDemand = false

[[tools]]
example = "Web browser software"
category = "Internet browser software"
hot = false
inDemand = false

[[workContext]]
name = "E-Mail"
value = 4.93

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.85

[[workContext]]
name = "Telephone Conversations"
value = 4.46

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.33

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.12

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.96

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.85

[[workContext]]
name = "Contact With Others"
value = 3.81

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 3.76

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.56

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.37

[[workContext]]
name = "Written Letters and Memos"
value = 3.33

[[workContext]]
name = "Frequency of Decision Making"
value = 3.33

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.32

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 3.3

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.27

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.27

[[workContext]]
name = "Time Pressure"
value = 3.23

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.2

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 3.12

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.07

[[workContext]]
name = "Spend Time Sitting"
value = 3.04

[[workContext]]
name = "Physical Proximity"
value = 2.96

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.92

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.88

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.81

[[workContext]]
name = "Degree of Automation"
value = 2.8

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 2.73

[[workContext]]
name = "Spend Time Standing"
value = 2.72

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.69

[[workContext]]
name = "Public Speaking"
value = 2.52

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.44

[[workContext]]
name = "Level of Competition"
value = 2.44

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

[[workContext]]
name = "Outdoors, Under Cover"
value = 2.31

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.31

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.28

[[workContext]]
name = "Consequence of Error"
value = 2.25

[[workContext]]
name = "Conflict Situations"
value = 2.19

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 5.55

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.5

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 5.4

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

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 4.67

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 3.69

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 3.11

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

[[personFit]]
name = "Nature/Outdoors"
family = "specific_interest_area"
value = 2.71

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 2.66

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.65

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

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 1.98

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 1.96

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 1.93

[[personFit]]
name = "Integrity"
family = "work_style"
value = 1.79

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

[[relatedRoles]]
socCode = "17-1022.00"
slug = "role-17-1022-00"
title = "Surveyors"
tier = "Primary-Short"

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

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

[[relatedRoles]]
socCode = "15-1299.02"
slug = "role-15-1299-02"
title = "Geographic Information Systems Technologists and Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "19-2099.01"
slug = "role-19-2099-01"
title = "Remote Sensing Scientists and Technologists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-4099.03"
slug = "role-19-4099-03"
title = "Remote Sensing Technicians"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "19-2043.00"
slug = "role-19-2043-00"
title = "Hydrologists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "15-2051.00"
slug = "role-15-2051-00"
title = "Data Scientists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-4044.00"
slug = "role-19-4044-00"
title = "Hydrologic Technicians"
tier = "Supplemental"

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