entityType = "role"
schemaVersion = "role.v1"
slug = "role-25-1064-00"
socCode = "25-1064.00"
title = "Geography Teachers, Postsecondary"
summary = "Teach courses in geography. Includes both teachers primarily engaged in teaching and those who do a combination of teaching and research."
aliases = ["Associate Professor", "Geography Instructor", "Geography Professor", "Professor", "Assistant Professor", "Human Geography Instructor", "Human Geography Professor", "Instructor", "Lecturer", "Physical Geography Professor", "Cartography Professor", "Cartography Teacher"]
emergingTasks = []

[preparation]
jobZone = "5"
jobZoneName = "Job Zone Five: Extensive Preparation Needed"
education = "Most of these occupations require graduate school. For example, they may require a master's degree, and some require a Ph.D., M.D., or J.D. (law degree)."
experience = "Extensive skill, knowledge, and experience are needed for these occupations. Many require more than five years of experience. For example, surgeons must complete four years of college and an additional five to seven years of specialized medical training to be able to do their job."
svpRange = "(8.0 and above)"

[[preparation.educationDistribution]]
label = "Doctoral Degree"
percentage = 80.29

[[preparation.educationDistribution]]
label = "Post-Master's Certificate"
percentage = 9.75

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 9.51

[[preparation.educationDistribution]]
label = "Post-Doctoral Training"
percentage = 0.45

[educationLevel]
category = "Doctoral or professional degree"
slug = "doctoral-or-professional-degree"

[market]
medianWage = 86730
meanWage = 99020
pct10Wage = 49990
pct25Wage = 66400
pct75Wage = 120220
pct90Wage = 164350
employment = 3290
areaTitle = "U.S."

[industries]
count = 1

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 3290
medianWage = 86730
lq = 11.3

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 3290
lq = 11.3

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

[aiOutlook.index]
value = 80
percentile = 83
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 88
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 61
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 92
source = "microsoft_working_with_ai"

[aiOutlook.eloundou]
alpha = 0.18181818181818182
beta = 0.4772727272727273
gamma = 0.7727272727272727

[aiOutlook.bls]
growthPercent = 3.3
growthPercentile = 55
direction = "About average"
annualOpeningsThousands = 0.3
annualOpeningsPercentile = 4
employment2024Thousands = 4
employment2034Thousands = 4.2

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 1.318899
percentile = 88
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 = 0.7727272727272727
percentile = 61
band = "Moderate"
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 = 0.32159288974833083
percentile = 92
band = "High"
note = "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."

[[aiOutlook.usageTasks]]
task = "Plan, evaluate, and revise curricula, course content, course materials, and methods of instruction."
usagePercent = 0.1776844734582534
importance = 3.99

[[aiOutlook.usageTasks]]
task = "Evaluate and grade students' class work, assignments, and papers."
usagePercent = 0.17532219433135174
importance = 4.34

[[aiOutlook.usageTasks]]
task = "Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences."
usagePercent = 0.1054808984055643
importance = 4.32

[[aiOutlook.usageTasks]]
task = "Conduct research in a particular field of knowledge and publish findings in professional journals, books, or electronic media."
usagePercent = 0.09551824295732697
importance = 4.35

[[aiOutlook.usageTasks]]
task = "Compile, administer, and grade examinations, or assign this work to others."
usagePercent = 0.07035483486641825
importance = 4.34

[[aiOutlook.usageTasks]]
task = "Initiate, facilitate, and moderate classroom discussions."
usagePercent = 0.06645193891762424
importance = 4.22

[[aiOutlook.sources]]
source = "bls_employment_projections"
version = "2024-2034"

[[aiOutlook.sources]]
source = "dingel_neiman"
version = "dingel-neiman-workathome"

[[aiOutlook.sources]]
source = "felten_aioe"
version = "felten-raj-seamans-aioe"

[[aiOutlook.sources]]
source = "microsoft_working_with_ai"
version = "working-with-ai"

[[aiOutlook.sources]]
source = "openai_gpts_are_gpts"
version = "gpts-are-gpts"

[aiPlaybook]
trustedTaskCount = 20
taskCount = 21
totalSample = 11055
autonomyMedian = 3.25
dominantCollaboration = "task iteration"
automationShare = 31.23
augmentationShare = 65.73
workUsePercent = 32.98
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 34.9

[[aiPlaybook.collaboration]]
label = "directive"
percent = 30.06

[[aiPlaybook.collaboration]]
label = "learning"
percent = 15.74

[[aiPlaybook.collaboration]]
label = "validation"
percent = 15.09

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 1.17

[[aiPlaybook.collaboration]]
label = "none"
percent = 0.83

[[aiPlaybook.useCase]]
label = "coursework"
percent = 48.4

[[aiPlaybook.useCase]]
label = "work"
percent = 32.98

[[aiPlaybook.useCase]]
label = "personal"
percent = 17.83

[[aiPlaybook.delegatedTasks]]
task = "Evaluate and grade students' class work, assignments, and papers."
usagePercent = 0.257032129016127
collaboration = "validation"
autonomyMedian = 3
sampleCount = 2570

[[aiPlaybook.delegatedTasks]]
task = "Advise students on academic and vocational curricula and on career issues."
usagePercent = 0.23662957869733714
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 2366

[[aiPlaybook.delegatedTasks]]
task = "Conduct research in a particular field of knowledge and publish findings in professional journals, books, or electronic media."
usagePercent = 0.13881735216902114
collaboration = "learning"
autonomyMedian = 4
sampleCount = 1388

[[aiPlaybook.delegatedTasks]]
task = "Provide professional consulting services to government or industry."
usagePercent = 0.12781597699712463
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 1278

[[aiPlaybook.delegatedTasks]]
task = "Compile, administer, and grade examinations, or assign this work to others."
usagePercent = 0.10571321415176896
collaboration = "directive"
autonomyMedian = 4
sampleCount = 1057

[[aiPlaybook.delegatedTasks]]
task = "Plan, evaluate, and revise curricula, course content, course materials, and methods of instruction."
usagePercent = 0.059007375921990256
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 590

[[aiPlaybook.delegatedTasks]]
task = "Prepare course materials such as syllabi, homework assignments, and handouts."
usagePercent = 0.03810476309538693
collaboration = "directive"
autonomyMedian = 4
sampleCount = 381

[[aiPlaybook.delegatedTasks]]
task = "Compile bibliographies of specialized materials for outside reading assignments."
usagePercent = 0.029103637954744344
collaboration = "directive"
autonomyMedian = 3
sampleCount = 291

[[aiPlaybook.boundaryTasks]]
task = "Select and obtain materials and supplies such as textbooks."
humanNeededPercent = 100
sampleCount = 115

[[aiPlaybook.boundaryTasks]]
task = "Maintain regularly scheduled office hours to advise and assist students."
humanNeededPercent = 100
sampleCount = 99

[[aiPlaybook.boundaryTasks]]
task = "Collaborate with colleagues to address teaching and research issues."
humanNeededPercent = 100
sampleCount = 80

[[aiPlaybook.boundaryTasks]]
task = "Participate in campus and community events."
humanNeededPercent = 100
sampleCount = 53

[[aiPlaybook.boundaryTasks]]
task = "Write grant proposals to procure external research funding."
humanNeededPercent = 100
sampleCount = 47

[[aiPlaybook.boundaryTasks]]
task = "Serve on academic or administrative committees that deal with institutional policies, departmental matters, and academic issues."
humanNeededPercent = 100
sampleCount = 35

[[aiPlaybook.seedPrompts]]
prompt = "I'm going to evaluate and grade students' class work, assignments, and papers. Review what I produce and flag anything wrong or missing."
collaboration = "validation"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: advise students on academic and vocational curricula and on career issues. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to conduct research in a particular field of knowledge and publish findings in professional journals, books, or electronic media, then check my work as I try it myself."
collaboration = "learning"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: provide professional consulting services to government or industry. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: compile, administer, and grade examinations, or assign this work to others. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 25
skills = 41
capabilities = 120
tools = 40
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "172ca4a20b2ea1e9"

[[tasks]]
text = "Prepare course materials, such as syllabi, homework assignments, and handouts."
type = "Core"
iwa = "4.A.3.b.6.l"

[[tasks]]
text = "Prepare and deliver lectures to undergraduate or graduate students on topics such as urbanization, environmental systems, and cultural geography."
type = "Core"
iwa = "4.A.4.b.3.b"

[[tasks]]
text = "Conduct research in a particular field of knowledge and publish findings in professional journals, books, or electronic media."
type = "Core"
iwa = "4.A.2.b.3.a"

[[tasks]]
text = "Evaluate and grade students' class work, assignments, and papers."
type = "Core"
iwa = "4.A.2.a.1.c"

[[tasks]]
text = "Compile, administer, and grade examinations, or assign this work to others."
type = "Core"
iwa = "4.A.2.a.1.c"

[[tasks]]
text = "Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences."
type = "Core"
iwa = "4.A.2.b.3.a"

[[tasks]]
text = "Initiate, facilitate, and moderate classroom discussions."
type = "Core"
iwa = "4.A.4.b.3.b"

[[tasks]]
text = "Maintain student attendance records, grades, and other required records."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Supervise undergraduate or graduate teaching, internship, and research work."
type = "Core"
iwa = "4.A.4.b.4.a"

[[tasks]]
text = "Plan, evaluate, and revise curricula, course content, course materials, and methods of instruction."
type = "Core"
iwa = "4.A.2.a.1.b"

[[tasks]]
text = "Maintain regularly scheduled office hours to advise and assist students."
type = "Core"
iwa = "4.A.4.b.6.g"

[[tasks]]
text = "Supervise students' laboratory and field work."
type = "Core"
iwa = "4.A.4.b.4.a"

[[activities]]
name = "Teach physical science or mathematics courses at the college level."
iwa = "4.A.4.b.3.b"

[[activities]]
name = "Evaluate student work."
iwa = "4.A.2.a.1.c"

[[activities]]
name = "Administer tests to assess educational needs or progress."
iwa = "4.A.2.a.1.c"

[[activities]]
name = "Prepare tests."
iwa = "4.A.2.a.1.c"

[[activities]]
name = "Guide class discussions."
iwa = "4.A.4.b.3.b"

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

[[activities]]
name = "Develop instructional materials."
iwa = "4.A.3.b.6.l"

[[activities]]
name = "Stay informed about current developments in field of specialization."
iwa = "4.A.2.b.3.a"

[[activities]]
name = "Attend training sessions or professional meetings to develop or maintain professional knowledge."
iwa = "4.A.2.b.3.a"

[[activities]]
name = "Supervise student research or internship work."
iwa = "4.A.4.b.4.a"

[[activities]]
name = "Evaluate effectiveness of educational programs."
iwa = "4.A.2.a.1.b"

[[activities]]
name = "Develop instructional objectives."
iwa = "4.A.2.b.2.l"

[[activities]]
name = "Advise students on academic or career matters."
iwa = "4.A.4.b.6.g"

[[activities]]
name = "Supervise laboratory work."
iwa = "4.A.4.b.4.a"

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

[[activities]]
name = "Write articles, books or other original materials in area of expertise."
iwa = "4.A.3.b.6.p"

[[activities]]
name = "Select educational materials or equipment."
iwa = "4.A.2.b.1.j"

[[activities]]
name = "Order instructional or library materials or equipment."
iwa = "4.A.4.c.3.e"

[[activities]]
name = "Serve on institutional or departmental committees."
iwa = "4.A.4.b.4.b"

[[activities]]
name = "Promote educational institutions or programs."
iwa = "4.A.4.a.6.c"

[[activities]]
name = "Perform student enrollment or registration activities."
iwa = "4.A.4.c.1.a"

[[activities]]
name = "Plan community programs or activities for the general public."
iwa = "4.A.2.b.6.a"

[[activities]]
name = "Compile specialized bibliographies or lists of materials."
iwa = "4.A.2.a.2.c"

[[activities]]
name = "Direct department activities."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Write grant proposals."
iwa = "4.A.3.b.6.g"

[[activities]]
name = "Maintain computer equipment or software."
iwa = "4.A.3.b.5.c"

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

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

[[activities]]
name = "Advise educators on curricula, instructional methods, or policies."
iwa = "4.A.4.b.6.g"

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.85

[[capabilities]]
name = "Geography"
family = "knowledge"
value = 4.76

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 4.27

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 4.25

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

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

[[capabilities]]
name = "Instructing"
family = "transferable_skill"
value = 4.12

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 4.12

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

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 4

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

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

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

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

[[capabilities]]
name = "Learning Strategies"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.88

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.88

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

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

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

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

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

[[capabilities]]
name = "History and Archeology"
family = "knowledge"
value = 3.35

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.29

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

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.25

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

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

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.12

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.12

[[capabilities]]
name = "Sociology and Anthropology"
family = "knowledge"
value = 3.04

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

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

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Originality"
family = "ability"
value = 3

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3

[[capabilities]]
name = "Negotiation"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 2.88

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Microsoft Internet Explorer"
type = "Common Skill"

[[skills]]
name = "HEC-RAS"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "IBM SPSS Statistics"
category = "Analytical or scientific 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 Word"
category = "Word processing software"
hot = true
inDemand = false

[[tools]]
example = "Mozilla Firefox"
category = "Internet browser software"
hot = true
inDemand = false

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

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

[[tools]]
example = "Adobe Acrobat Reader"
category = "Document management software"
hot = false
inDemand = false

[[tools]]
example = "Blackboard Learn"
category = "Computer based training software"
hot = false
inDemand = false

[[tools]]
example = "Caliper Maptitude"
category = "Geographic information system"
hot = false
inDemand = false

[[tools]]
example = "Clark Labs CartaLinx"
category = "Map creation software"
hot = false
inDemand = false

[[tools]]
example = "Clark Labs IDRISI"
category = "Map creation software"
hot = false
inDemand = false

[[tools]]
example = "Collaborative editing software"
category = "Word processing software"
hot = false
inDemand = false

[[tools]]
example = "Course management system software"
category = "Computer based training software"
hot = false
inDemand = false

[[tools]]
example = "Desire2Learn LMS software"
category = "Computer based training software"
hot = false
inDemand = false

[[tools]]
example = "DOC Cop"
category = "Information retrieval or search software"
hot = false
inDemand = false

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

[[tools]]
example = "ESRI ArcGIS Geostatistical Analyst"
category = "Geographic information system"
hot = false
inDemand = false

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

[[tools]]
example = "ESRI ArcView 3D Analyst"
category = "Geographic information system"
hot = false
inDemand = false

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

[[tools]]
example = "Geographic resources analysis support system GRASS"
category = "Map creation software"
hot = false
inDemand = false

[[tools]]
example = "HEC-RAS"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Image scanning software"
category = "Optical character reader OCR or scanning software"
hot = false
inDemand = false

[[tools]]
example = "Insightful S-PLUS"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Interface definition language IDL"
category = "Development environment software"
hot = false
inDemand = false

[[tools]]
example = "iParadigms Turnitin"
category = "Information retrieval or search software"
hot = false
inDemand = false

[[tools]]
example = "ITT Exelis Visual Information Solutions ENVI"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Learning management system LMS"
category = "Computer based training software"
hot = false
inDemand = false

[[tools]]
example = "Leica Geosystems ERDAS IMAGINE"
category = "Map creation software"
hot = false
inDemand = false

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

[[tools]]
example = "Microsoft Publisher"
category = "Desktop publishing software"
hot = false
inDemand = false

[[tools]]
example = "Sakai CLE"
category = "Computer based training software"
hot = false
inDemand = false

[[tools]]
example = "Tibco S-PLUS"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[workContext]]
name = "E-Mail"
value = 4.99

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.93

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.79

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.67

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.64

[[workContext]]
name = "Public Speaking"
value = 4.36

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

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.91

[[workContext]]
name = "Spend Time Sitting"
value = 3.91

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.85

[[workContext]]
name = "Level of Competition"
value = 3.85

[[workContext]]
name = "Time Pressure"
value = 3.76

[[workContext]]
name = "Telephone Conversations"
value = 3.48

[[workContext]]
name = "Written Letters and Memos"
value = 3.28

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 2.97

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.94

[[workContext]]
name = "Frequency of Decision Making"
value = 2.93

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.84

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

[[workContext]]
name = "Physical Proximity"
value = 2.71

[[workContext]]
name = "Conflict Situations"
value = 2.7

[[workContext]]
name = "Spend Time Standing"
value = 2.45

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.4

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.32

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.3

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.24

[[workContext]]
name = "Exposed to Contaminants"
value = 2.01

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.94

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.94

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.91

[[workContext]]
name = "Consequence of Error"
value = 1.91

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 1.86

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.84

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.6

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.56

[[workContext]]
name = "Degree of Automation"
value = 1.54

[[workContext]]
name = "Outdoors, Under Cover"
value = 1.47

[[workContext]]
name = "Exposed to Disease or Infections"
value = 1.43

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 1.41

[[personFit]]
name = "Teaching/Education"
family = "specific_interest_area"
value = 6.86

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 6.76

[[personFit]]
name = "Social Science"
family = "specific_interest_area"
value = 5.88

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 5.65

[[personFit]]
name = "Public Speaking"
family = "specific_interest_area"
value = 5.52

[[personFit]]
name = "Professional Advising"
family = "specific_interest_area"
value = 5

[[personFit]]
name = "Humanities"
family = "specific_interest_area"
value = 4.64

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

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 3.69

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.67

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 3.41

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 3.24

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 3.23

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

[[personFit]]
name = "Social Service"
family = "specific_interest_area"
value = 2.86

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 2.61

[[relatedRoles]]
socCode = "25-1051.00"
slug = "role-25-1051-00"
title = "Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "25-1061.00"
slug = "role-25-1061-00"
title = "Anthropology and Archeology Teachers, Postsecondary"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "25-1067.00"
slug = "role-25-1067-00"
title = "Sociology Teachers, Postsecondary"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "25-1125.00"
slug = "role-25-1125-00"
title = "History Teachers, Postsecondary"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "19-3092.00"
slug = "role-19-3092-00"
title = "Geographers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "25-1053.00"
slug = "role-25-1053-00"
title = "Environmental Science Teachers, Postsecondary"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "25-1062.00"
slug = "role-25-1062-00"
title = "Area, Ethnic, and Cultural Studies Teachers, Postsecondary"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "25-1043.00"
slug = "role-25-1043-00"
title = "Forestry and Conservation Science Teachers, Postsecondary"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "25-1065.00"
slug = "role-25-1065-00"
title = "Political Science Teachers, Postsecondary"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "25-1022.00"
slug = "role-25-1022-00"
title = "Mathematical Science Teachers, Postsecondary"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "25-9044.00"
slug = "role-25-9044-00"
title = "Teaching Assistants, Postsecondary"
tier = "Supplemental"

[[relatedRoles]]
socCode = "25-2022.00"
slug = "role-25-2022-00"
title = "Middle School Teachers, Except Special and Career/Technical Education"
tier = "Supplemental"

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

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

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

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 1.318899
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.5029951
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 1.628536
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
