entityType = "role"
schemaVersion = "role.v1"
slug = "role-19-4099-03"
socCode = "19-4099.03"
title = "Remote Sensing Technicians"
summary = "Apply remote sensing technologies to assist scientists in areas such as natural resources, urban planning, or homeland security. May prepare flight plans or sensor configurations for flight trips."
aliases = ["Digital Cartographic Technician", "Geospatial Extractor", "Meteorologist Liaison", "Research Associate", "Commercial Drone Operator", "Commercial Drone Pilot", "Commercial Drone Technician", "Document Image Technician", "Drone Operator", "Drone Pilot", "Drone Technician", "Geospatial Technician (Geospatial Tech)"]

[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 = 62.04

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 9.49

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 9.2

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 8.41

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 6.04

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 4.5

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 0.32

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

[market]
medianWage = 60130
meanWage = 64640
pct10Wage = 37310
pct25Wage = 46270
pct75Wage = 77990
pct90Wage = 101870
employment = 71400
areaTitle = "U.S."

[industries]
count = 24

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 21830
medianWage = 60130
lq = 3.46

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 16840
medianWage = 62460
lq = 3.38

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 8800
medianWage = 62990
lq = 1.49

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 5980
medianWage = 46750
lq = 1.43

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 5050
medianWage = 46270
lq = 4.11

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 4050
medianWage = 59370
lq = 0.38

[[industries.top]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 2040
medianWage = 48470
lq = 25.85

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 1210
medianWage = 60980
lq = 0.43

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 1180
medianWage = 72900
lq = 2.2

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 730
medianWage = 64720
lq = 0.56

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 670
medianWage = 61600
lq = 0.23

[[industries.top]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 570
medianWage = 51010
lq = 20.25

[[industries.concentrated]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 2040
lq = 25.85

[[industries.concentrated]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 570
lq = 20.25

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 5050
lq = 4.11

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 21830
lq = 3.46

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 16840
lq = 3.38

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 1180
lq = 2.2

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 8800
lq = 1.49

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 5980
lq = 1.43

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

[aiOutlook.index]
value = 70
percentile = 70
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

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

[[aiOutlook.index.components]]
percentile = 95
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 56
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.61
percentile = 52
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 = 0.0967741935483871
beta = 0.5483870967741935
gamma = 1

[aiOutlook.bls]
growthPercent = 3.5
growthPercentile = 58
direction = "About average"
annualOpeningsThousands = 10.6
annualOpeningsPercentile = 65
employment2024Thousands = 83.2
employment2034Thousands = 86.2

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.4501044
percentile = 59
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 = 1
percentile = 95
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 = 0.16353393404198527
percentile = 56
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 = "Prepare documentation or presentations, including charts, photos, or graphs."
usagePercent = 0.03533147911539836
importance = 3.08

[[aiOutlook.usageTasks]]
task = "Document methods used and write technical reports containing information collected."
usagePercent = 0.024341745785899455
importance = 3.13

[[aiOutlook.usageTasks]]
task = "Develop specialized computer software routines to customize and integrate image analysis."
usagePercent = 0.0134547202445267
importance = 3.13

[[aiOutlook.usageTasks]]
task = "Calibrate data collection equipment."
usagePercent = 0.008730161990723432
importance = 3.86

[[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 = 4
taskCount = 4
totalSample = 602
autonomyMedian = 3.5
dominantCollaboration = "task iteration"
automationShare = 41.86
augmentationShare = 41.36
workUsePercent = 73.09
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 38.7

[[aiPlaybook.collaboration]]
label = "directive"
percent = 37.71

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 4.15

[[aiPlaybook.collaboration]]
label = "learning"
percent = 2.66

[[aiPlaybook.useCase]]
label = "work"
percent = 73.09

[[aiPlaybook.useCase]]
label = "personal"
percent = 16.28

[[aiPlaybook.useCase]]
label = "coursework"
percent = 4.32

[[aiPlaybook.delegatedTasks]]
task = "Prepare documentation or presentations, including charts, photos, or graphs."
usagePercent = 0.03810476309538693
collaboration = "task iteration"
autonomyMedian = 3
sampleCount = 381

[[aiPlaybook.delegatedTasks]]
task = "Develop specialized computer software routines to customize and integrate image analysis."
usagePercent = 0.011501437679709963
collaboration = "directive"
autonomyMedian = 4
sampleCount = 115

[[aiPlaybook.delegatedTasks]]
task = "Document methods used and write technical reports containing information collected."
usagePercent = 0.006700837604700588
collaboration = "directive"
autonomyMedian = 4
sampleCount = 67

[[aiPlaybook.delegatedTasks]]
task = "Calibrate data collection equipment."
usagePercent = 0.0039004875609451183
autonomyMedian = 3
sampleCount = 39

[[aiPlaybook.boundaryTasks]]
task = "Prepare documentation or presentations, including charts, photos, or graphs."
humanNeededPercent = 96.06299212598425
sampleCount = 381

[[aiPlaybook.boundaryTasks]]
task = "Document methods used and write technical reports containing information collected."
humanNeededPercent = 92.53731343283582
sampleCount = 67

[[aiPlaybook.boundaryTasks]]
task = "Calibrate data collection equipment."
humanNeededPercent = 82.05128205128204
sampleCount = 39

[[aiPlaybook.boundaryTasks]]
task = "Develop specialized computer software routines to customize and integrate image analysis."
humanNeededPercent = 68.69565217391305
sampleCount = 115

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: prepare documentation or presentations, including charts, photos, or graphs. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: develop specialized computer software routines to customize and integrate image analysis. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: document methods used and write technical reports containing information collected. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Help me with this part of my job: calibrate data collection equipment"

[counts]
tasks = 21
skills = 53
capabilities = 120
tools = 95
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "cf838d284fbe3b0c"

[[tasks]]
text = "Collect geospatial data, using technologies such as aerial photography, light and radio wave detection systems, digital satellites, or thermal energy systems."
type = "Core"
iwa = "4.A.3.a.2.al"

[[tasks]]
text = "Verify integrity and accuracy of data contained in remote sensing image analysis systems."
type = "Core"
iwa = "4.A.2.a.2.a"

[[tasks]]
text = "Correct raw data for errors due to factors such as skew or atmospheric variation."
type = "Supplemental"
iwa = "4.A.2.a.4.a"

[[tasks]]
text = "Integrate remotely sensed data with other geospatial data."
type = "Core"
iwa = "4.A.2.a.4.a"

[[tasks]]
text = "Consult with remote sensing scientists, surveyors, cartographers, or engineers to determine project needs."
type = "Core"
iwa = "4.A.2.b.2.b"

[[tasks]]
text = "Adjust remotely sensed images for optimum presentation by using software to select image displays, define image set categories, or choose processing routines."
type = "Core"
iwa = "4.A.2.b.2.o"

[[tasks]]
text = "Manipulate raw data to enhance interpretation, either on the ground or during remote sensing flights."
type = "Core"
iwa = "4.A.2.a.4.a"

[[tasks]]
text = "Merge scanned images or build photo mosaics of large areas, using image processing software."
type = "Core"
iwa = "4.A.2.b.2.o"

[[tasks]]
text = "Calibrate data collection equipment."
type = "Supplemental"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Develop or maintain geospatial information databases."
type = "Supplemental"
iwa = "4.A.2.b.2.f"

[[tasks]]
text = "Monitor raw data quality during collection, and make equipment corrections as necessary."
type = "Supplemental"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Participate in the planning or development of mapping projects."
type = "Core"
iwa = "4.A.2.b.2.o"

[[emergingTasks]]
text = "Operate remote sensing equipment on drones to collect data in areas that are difficult to access or require high-resolution imagery."

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

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

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

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

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

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

[[activities]]
name = "Evaluate data quality."
iwa = "4.A.2.a.2.a"

[[activities]]
name = "Verify accuracy of data."
iwa = "4.A.2.a.2.a"

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

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

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

[[activities]]
name = "Evaluate characteristics of equipment or systems."
iwa = "4.A.2.a.1.g"

[[activities]]
name = "Determine types of equipment, tools, or materials needed for jobs."
iwa = "4.A.2.b.1.h"

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

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

[[activities]]
name = "Collaborate with technical specialists to resolve design or development problems."
iwa = "4.A.4.b.1.a"

[[activities]]
name = "Communicate project information to others."
iwa = "4.A.4.a.2.h"

[[activities]]
name = "Collaborate with outside groups to develop programs or projects."
iwa = "4.A.4.b.1.c"

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

[[activities]]
name = "Communicate results of environmental research."
iwa = "4.A.4.a.2.a"

[[capabilities]]
name = "Geography"
family = "knowledge"
value = 4.28

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 4.24

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.75

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.75

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

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.62

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

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.62

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.62

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.55

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.51

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.5

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

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

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 3.5

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.5

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

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.49

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

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

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

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.38

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

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

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 3.25

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.25

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

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.25

[[capabilities]]
name = "Mathematical Reasoning"
family = "ability"
value = 3.25

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

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.25

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.13

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 3.12

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

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

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 2.88

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Shell Script"
type = "Specialized Skill"

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

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

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

[[skills]]
name = "Google Analytics"
type = "Specialized Skill"

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

[[skills]]
name = "Atlassian Confluence"
type = "Specialized Skill"

[[skills]]
name = "Adobe Photoshop"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "AJAX"
category = "Web platform development 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 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 = "Atlassian Confluence"
category = "Project management software"
hot = true
inDemand = false

[[tools]]
example = "Atlassian JIRA"
category = "Project management 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 = "Cascading style sheets CSS"
category = "Web platform development 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 = "Google Analytics"
category = "Data mining software"
hot = true
inDemand = false

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

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

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

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

[[tools]]
example = "Microsoft .NET Framework"
category = "Development environment software"
hot = true
inDemand = false

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

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

[[tools]]
example = "Microsoft PowerShell"
category = "Development environment 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 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 Windows Server"
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

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.84

[[workContext]]
name = "E-Mail"
value = 4.71

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.63

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.51

[[workContext]]
name = "Spend Time Sitting"
value = 4.43

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.14

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.07

[[workContext]]
name = "Contact With Others"
value = 4.04

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.97

[[workContext]]
name = "Time Pressure"
value = 3.85

[[workContext]]
name = "Telephone Conversations"
value = 3.8

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.51

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.49

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.45

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.34

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.3

[[workContext]]
name = "Written Letters and Memos"
value = 3.18

[[workContext]]
name = "Level of Competition"
value = 3.12

[[workContext]]
name = "Frequency of Decision Making"
value = 3.01

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.95

[[workContext]]
name = "Physical Proximity"
value = 2.92

[[workContext]]
name = "Conflict Situations"
value = 2.8

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.75

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.56

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.22

[[workContext]]
name = "Consequence of Error"
value = 2.22

[[workContext]]
name = "Degree of Automation"
value = 2.19

[[workContext]]
name = "Health and Safety of Other Workers"
value = 1.83

[[workContext]]
name = "Spend Time Standing"
value = 1.81

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.77

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.7

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.69

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.66

[[workContext]]
name = "Exposed to Contaminants"
value = 1.5

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.46

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 1.34

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.32

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 1.32

[[workContext]]
name = "Outdoors, Under Cover"
value = 1.31

[[workContext]]
name = "Exposed to High Places"
value = 1.3

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.24

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.1

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 4.75

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 4.6

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 4.51

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

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 3.65

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

[[personFit]]
name = "Nature/Outdoors"
family = "specific_interest_area"
value = 3.13

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.67

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.25

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 2.14

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 2.09

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 2.04

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

[[personFit]]
name = "Agriculture"
family = "specific_interest_area"
value = 1.89

[[relatedRoles]]
socCode = "19-2099.01"
slug = "role-19-2099-01"
title = "Remote Sensing Scientists and Technologists"
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 = "27-4031.00"
slug = "role-27-4031-00"
title = "Camera Operators, Television, Video, and Film"
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 = "17-1021.00"
slug = "role-17-1021-00"
title = "Cartographers and Photogrammetrists"
tier = "Primary-Long"

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

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

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

[[relatedRoles]]
socCode = "49-2091.00"
slug = "role-49-2091-00"
title = "Avionics Technicians"
tier = "Supplemental"

[[relatedRoles]]
socCode = "17-2072.01"
slug = "role-17-2072-01"
title = "Radio Frequency Identification Device Specialists"
tier = "Supplemental"

[[careerClusters]]
cluster = "Education"
slug = "education"

[[studyPrograms]]
title = "Homeland Security, Law Enforcement, Firefighting and Related Protective Services"
slug = "homeland-security-law-enforcement-firefighting-and-related-protective-services"

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

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

[[studyPrograms]]
title = "Social Sciences"
slug = "social-sciences"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.61
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.4501044
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 1.0026
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.176155
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
