entityType = "role"
schemaVersion = "role.v1"
slug = "role-19-2099-01"
socCode = "19-2099.01"
title = "Remote Sensing Scientists and Technologists"
summary = "Apply remote sensing principles and methods to analyze data and solve problems in areas such as natural resource management, urban planning, or homeland security. May develop new sensor systems, analytical techniques, or new applications for existing systems."
aliases = ["Geospatial Intelligence Analyst", "Image Scientist", "Remote Sensing Analyst", "Remote Sensing Scientist", "Research Scientist", "Scientist", "Sensor Specialist", "All Source Intelligence Analyst", "Commercial Drone Operator", "Commercial Drone Pilot", "Drone Operator", "Drone Pilot"]

[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 = 60

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 20

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 16

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 4

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

[market]
medianWage = 117960
meanWage = 123070
pct10Wage = 61990
pct25Wage = 82450
pct75Wage = 154900
pct90Wage = 191880
employment = 22580
areaTitle = "U.S."

[industries]
count = 14

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 4280
medianWage = 121490
lq = 2.71

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 3700
medianWage = 80130
lq = 1.85

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 1300
medianWage = 145640
lq = 0.7

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 530
medianWage = 79160
lq = 3.13

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 490
medianWage = 168290
lq = 1.19

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 220
medianWage = 122660
lq = 0.17

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 120
medianWage = 101560
lq = 1.41

[[industries.top]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 100
medianWage = 83200
lq = 4.01

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 70
medianWage = 100540

[[industries.top]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 50
medianWage = 114750

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 40
medianWage = 90920

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 40
medianWage = 114790

[[industries.concentrated]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 100
lq = 4.01

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 530
lq = 3.13

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 4280
lq = 2.71

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 3700
lq = 1.85

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 120
lq = 1.41

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 490
lq = 1.19

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 1300
lq = 0.7

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 220
lq = 0.17

[aiOutlook]
teleworkable = true
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 = 80
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 80
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 59
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.43
percentile = 45
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
beta = 0.45652173913043476
gamma = 0.9130434782608695

[aiOutlook.bls]
growthPercent = 0.6
growthPercentile = 29
direction = "About average"
annualOpeningsThousands = 2
annualOpeningsPercentile = 27
employment2024Thousands = 31.9
employment2034Thousands = 32.1

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 1.140157
percentile = 80
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 = 0.9130434782608695
percentile = 80
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 = 0.16995252347154827
percentile = 59
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 = "Compile and format image data to increase its usefulness."
usagePercent = 0.01622783052393297
importance = 4.33

[[aiOutlook.usageTasks]]
task = "Prepare or deliver reports or presentations of geospatial project information."
usagePercent = 0.0017460323981446867
importance = 4.18

[[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 = 168
autonomyMedian = 3
dominantCollaboration = "directive"
automationShare = 63.51
augmentationShare = 27.7
workUsePercent = 52.7
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 63.51

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 27.7

[[aiPlaybook.useCase]]
label = "work"
percent = 52.7

[[aiPlaybook.useCase]]
label = "personal"
percent = 35.81

[[aiPlaybook.useCase]]
label = "coursework"
percent = 11.49

[[aiPlaybook.delegatedTasks]]
task = "Compile and format image data to increase its usefulness."
usagePercent = 0.014801850231278911
collaboration = "directive"
autonomyMedian = 3
sampleCount = 148

[[aiPlaybook.boundaryTasks]]
task = "Compile and format image data to increase its usefulness."
humanNeededPercent = 94.5945945945946
sampleCount = 148

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: compile and format image data to increase its usefulness. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 24
skills = 57
capabilities = 120
tools = 89
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "5dcadd2f176ba4e8"

[[tasks]]
text = "Manage or analyze data obtained from remote sensing systems to obtain meaningful results."
type = "Core"
iwa = "4.A.2.a.4.a"

[[tasks]]
text = "Analyze data acquired from aircraft, satellites, or ground-based platforms, using statistical analysis software, image analysis software, or Geographic Information Systems (GIS)."
type = "Core"
iwa = "4.A.2.a.4.a"

[[tasks]]
text = "Integrate other geospatial data sources into projects."
type = "Core"
iwa = "4.A.2.a.4.a"

[[tasks]]
text = "Organize and maintain geospatial data and associated documentation."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Compile and format image data to increase its usefulness."
type = "Core"
iwa = "4.A.2.b.2.o"

[[tasks]]
text = "Prepare or deliver reports or presentations of geospatial project information."
type = "Core"
iwa = "4.A.3.b.6.c"

[[tasks]]
text = "Discuss project goals, equipment requirements, or methodologies with colleagues or team members."
type = "Core"
iwa = "4.A.4.a.2.h"

[[tasks]]
text = "Process aerial or satellite imagery to create products such as land cover maps."
type = "Core"
iwa = "4.A.2.a.2.c"

[[tasks]]
text = "Design or implement strategies for collection, analysis, or display of geographic data."
type = "Core"
iwa = "4.A.2.b.2.s"

[[tasks]]
text = "Develop or build databases for remote sensing or related geospatial project information."
type = "Core"
iwa = "4.A.2.b.2.f"

[[tasks]]
text = "Collect supporting data, such as climatic or field survey data, to corroborate remote sensing data analyses."
type = "Core"
iwa = "4.A.3.a.2.al"

[[tasks]]
text = "Monitor quality of remote sensing data collection operations to determine if procedural or equipment changes are necessary."
type = "Core"
iwa = "4.A.1.a.2.a"

[[emergingTasks]]
text = "Develop protocols and procedures for planning and executing drone-based remote sensing missions to ensure they comply with standards and requirements."

[[activities]]
name = "Analyze geological or geographical data."
iwa = "4.A.2.a.4.a"

[[activities]]
name = "Develop technical or scientific databases."
iwa = "4.A.2.b.2.f"

[[activities]]
name = "Prepare scientific or technical reports or presentations."
iwa = "4.A.3.b.6.c"

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

[[activities]]
name = "Compile geographic or related data."
iwa = "4.A.2.a.2.c"

[[activities]]
name = "Develop environmental research methods."
iwa = "4.A.2.b.2.s"

[[activities]]
name = "Direct technical activities or operations."
iwa = "4.A.4.b.4.e"

[[activities]]
name = "Collect geographical or geological field data."
iwa = "4.A.3.a.2.al"

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

[[activities]]
name = "Create images or other visual displays."
iwa = "4.A.2.b.2.o"

[[activities]]
name = "Evaluate new technologies or methods."
iwa = "4.A.2.a.1.g"

[[activities]]
name = "Collaborate with others to develop or refine designs."
iwa = "4.A.4.a.2.h"

[[activities]]
name = "Discuss design or technical features of products or services with technical personnel."
iwa = "4.A.4.a.2.h"

[[activities]]
name = "Develop software or applications for scientific or technical use."
iwa = "4.A.2.b.2.b"

[[activities]]
name = "Develop specifications for new products or processes."
iwa = "4.A.3.b.2.a"

[[activities]]
name = "Develop technical specifications for systems or equipment."
iwa = "4.A.3.b.2.a"

[[activities]]
name = "Assess equipment functioning."
iwa = "4.A.1.a.2.a"

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

[[activities]]
name = "Review professional literature to maintain professional knowledge."
iwa = "4.A.2.b.3.a"

[[activities]]
name = "Attend conferences or workshops to maintain professional knowledge."
iwa = "4.A.2.b.3.a"

[[activities]]
name = "Advise others on the development or use of new technologies."
iwa = "4.A.4.b.6.d"

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

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

[[activities]]
name = "Apply knowledge or research findings to address environmental problems."
iwa = "4.A.2.b.2.m"

[[capabilities]]
name = "Geography"
family = "knowledge"
value = 4.84

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 4.25

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 4.25

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 4.2

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 4.2

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

[[capabilities]]
name = "Critical Thinking"
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 = "Problem Sensitivity"
family = "ability"
value = 4

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

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

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

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

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

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.88

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.88

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

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

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.75

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.68

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

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

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.62

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 3.62

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

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.5

[[capabilities]]
name = "Physics"
family = "knowledge"
value = 3.48

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

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

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

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.38

[[capabilities]]
name = "Operations Analysis"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Design"
family = "knowledge"
value = 3.24

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

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.12

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Node.js"
type = "Specialized Skill"

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

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

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

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

[[skills]]
name = "Microsoft Visual Studio"
type = "Specialized Skill"

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

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

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

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

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

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

[[skills]]
name = "Apache Kafka"
type = "Specialized Skill"

[[skills]]
name = "Apache Hive"
type = "Specialized Skill"

[[skills]]
name = "Apache Hadoop"
type = "Specialized Skill"

[[skills]]
name = "Amazon Redshift"
type = "Specialized Skill"

[[skills]]
name = "Amazon DynamoDB"
type = "Specialized Skill"

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

[[tools]]
example = "Adobe Creative Cloud software"
category = "Graphics or photo imaging software"
hot = true
inDemand = false

[[tools]]
example = "Amazon DynamoDB"
category = "Data base management system software"
hot = true
inDemand = false

[[tools]]
example = "Amazon Elastic Compute Cloud EC2"
category = "Data base user interface and query software"
hot = true
inDemand = false

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

[[tools]]
example = "Amazon Web Services AWS CloudFormation"
category = "Cloud-based management software"
hot = true
inDemand = false

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

[[tools]]
example = "Ansible software"
category = "Expert system software"
hot = true
inDemand = false

[[tools]]
example = "Apache Hadoop"
category = "Data base management system software"
hot = true
inDemand = false

[[tools]]
example = "Apache Hive"
category = "Data base management system software"
hot = true
inDemand = false

[[tools]]
example = "Apache Kafka"
category = "Development environment software"
hot = true
inDemand = false

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

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

[[tools]]
example = "C"
category = "Development environment 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 = "Docker"
category = "Application server software"
hot = true
inDemand = false

[[tools]]
example = "Elasticsearch"
category = "Data base management system software"
hot = true
inDemand = false

[[tools]]
example = "Epic Systems"
category = "Medical software"
hot = true
inDemand = false

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

[[tools]]
example = "Extensible markup language XML"
category = "Enterprise application integration software"
hot = true
inDemand = false

[[tools]]
example = "Git"
category = "File versioning software"
hot = true
inDemand = false

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

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

[[tools]]
example = "JavaScript"
category = "Web platform development software"
hot = true
inDemand = false

[[tools]]
example = "JavaScript Object Notation JSON"
category = "Web platform development software"
hot = true
inDemand = false

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

[[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 Project"
category = "Project management software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft SQL Server"
category = "Data base management system software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Visio"
category = "Process mapping and design software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Visual Studio"
category = "Development environment 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 = "MySQL"
category = "Data base management system software"
hot = true
inDemand = false

[[tools]]
example = "Node.js"
category = "Web platform development software"
hot = true
inDemand = false

[[workContext]]
name = "E-Mail"
value = 4.96

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.76

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

[[workContext]]
name = "Spend Time Sitting"
value = 4.48

[[workContext]]
name = "Telephone Conversations"
value = 4.38

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.25

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.21

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

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.08

[[workContext]]
name = "Contact With Others"
value = 3.64

[[workContext]]
name = "Time Pressure"
value = 3.44

[[workContext]]
name = "Written Letters and Memos"
value = 3.38

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.28

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.28

[[workContext]]
name = "Level of Competition"
value = 3.24

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.21

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.09

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.09

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.84

[[workContext]]
name = "Frequency of Decision Making"
value = 2.84

[[workContext]]
name = "Physical Proximity"
value = 2.79

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.72

[[workContext]]
name = "Degree of Automation"
value = 2.64

[[workContext]]
name = "Public Speaking"
value = 2.56

[[workContext]]
name = "Consequence of Error"
value = 2.52

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.36

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 2.28

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.26

[[workContext]]
name = "Conflict Situations"
value = 2.04

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 1.92

[[workContext]]
name = "Spend Time Standing"
value = 1.92

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 1.8

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.75

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.72

[[workContext]]
name = "Outdoors, Under Cover"
value = 1.68

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 1.64

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.56

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 1.54

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.4

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.4

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 6.09

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 5.38

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 5.26

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 5.08

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

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 4.86

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 4.83

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.81

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 4

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 3.18

[[personFit]]
name = "Nature/Outdoors"
family = "specific_interest_area"
value = 3.12

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 3

[[personFit]]
name = "Innovation"
family = "work_style"
value = 2.51

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 2.29

[[personFit]]
name = "Agriculture"
family = "specific_interest_area"
value = 2.21

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 2.2

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

[[relatedRoles]]
socCode = "17-3024.00"
slug = "role-17-3024-00"
title = "Electro-Mechanical and Mechatronics Technologists and 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 = "19-4043.00"
slug = "role-19-4043-00"
title = "Geological Technicians, Except Hydrologic Technicians"
tier = "Primary-Short"

[[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-Long"

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

[[relatedRoles]]
socCode = "17-2011.00"
slug = "role-17-2011-00"
title = "Aerospace Engineers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "19-2021.00"
slug = "role-19-2021-00"
title = "Atmospheric and Space Scientists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "27-4031.00"
slug = "role-27-4031-00"
title = "Camera Operators, Television, Video, and Film"
tier = "Supplemental"

[[relatedRoles]]
socCode = "17-3021.00"
slug = "role-17-3021-00"
title = "Aerospace Engineering and Operations Technologists and Technicians"
tier = "Supplemental"

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

[[studyPrograms]]
title = "Multi/Interdisciplinary Studies"
slug = "multi-interdisciplinary-studies"

[[studyPrograms]]
title = "Physical Sciences"
slug = "physical-sciences"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.43
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 1.140157
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 1.583537
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.9125224
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
