entityType = "role"
schemaVersion = "role.v1"
slug = "role-25-1043-00"
socCode = "25-1043.00"
title = "Forestry and Conservation Science Teachers, Postsecondary"
summary = "Teach courses in forestry and conservation science. Includes both teachers primarily engaged in teaching and those who do a combination of teaching and research."
aliases = ["Assistant Professor", "Associate Professor", "Forestry Professor", "Professor", "Conservation Biology Professor", "Extension Professor", "Forest Technology Professor", "Lecturer", "Natural Resources Professor", "Research Professor", "Assistant Teaching Professor", "Biometrics Instructor"]

[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 = "Post-Doctoral Training"
percentage = 22.15

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

[market]
medianWage = 100830
meanWage = 103780
pct10Wage = 58670
pct25Wage = 81380
pct75Wage = 125080
pct90Wage = 154630
employment = 1310
areaTitle = "U.S."

[industries]
count = 1

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 1310
medianWage = 100830
lq = 11.3

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 1310
lq = 11.3

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

[aiOutlook.index]
value = 79
percentile = 81
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 84
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 60
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 93
source = "microsoft_working_with_ai"

[aiOutlook.eloundou]
alpha = 0.19565217391304346
beta = 0.4782608695652174
gamma = 0.7608695652173912

[aiOutlook.bls]
growthPercent = 4
growthPercentile = 64
direction = "About average"
annualOpeningsThousands = 0.1
annualOpeningsPercentile = 1
employment2024Thousands = 1.6
employment2034Thousands = 1.7

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 1.260278
percentile = 84
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 = 0.7608695652173912
percentile = 60
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 = 0.3234309373558784
percentile = 93
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 = "Evaluate and grade students' class work, assignments, and papers."
usagePercent = 0.17532219433135174
importance = 4.41

[[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 = 4.31

[[aiOutlook.usageTasks]]
task = "Plan, evaluate, and revise curricula, course content, and course materials and methods of instruction."
usagePercent = 0.08473392520408037
importance = 4.14

[[aiOutlook.usageTasks]]
task = "Conduct research in a particular field of knowledge and publish findings in books, professional journals, or electronic media."
usagePercent = 0.08267976944155721
importance = 3.81

[[aiOutlook.usageTasks]]
task = "Compile, administer, and grade examinations, or assign this work to others."
usagePercent = 0.07035483486641825
importance = 4.22

[[aiOutlook.usageTasks]]
task = "Initiate, facilitate, and moderate classroom discussions."
usagePercent = 0.06645193891762424
importance = 4.21

[[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 = 21
taskCount = 22
totalSample = 9432
autonomyMedian = 4
dominantCollaboration = "task iteration"
automationShare = 31.09
augmentationShare = 65.26
workUsePercent = 32.79
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 35.44

[[aiPlaybook.collaboration]]
label = "directive"
percent = 29.93

[[aiPlaybook.collaboration]]
label = "validation"
percent = 16.75

[[aiPlaybook.collaboration]]
label = "learning"
percent = 13.07

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 1.16

[[aiPlaybook.collaboration]]
label = "none"
percent = 0.75

[[aiPlaybook.useCase]]
label = "coursework"
percent = 51.42

[[aiPlaybook.useCase]]
label = "work"
percent = 32.79

[[aiPlaybook.useCase]]
label = "personal"
percent = 14.63

[[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 = "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 = "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.delegatedTasks]]
task = "Initiate, facilitate, and moderate classroom discussions."
usagePercent = 0.0257032129016127
collaboration = "learning"
autonomyMedian = 3
sampleCount = 257

[[aiPlaybook.delegatedTasks]]
task = "Plan, evaluate, and revise curricula, course content, and course materials and methods of instruction."
usagePercent = 0.022202775346918367
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 222

[[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 = "Provide information to the public by leading workshops and training programs and by developing educational materials."
humanNeededPercent = 100
sampleCount = 67

[[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 = "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"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: prepare course materials such as syllabi, homework assignments, and handouts. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 25
skills = 43
capabilities = 120
tools = 35
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "5b570e52f37eeb9c"

[[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 forest resource policy, forest pathology, and mapping."
type = "Core"
iwa = "4.A.4.b.3.b"

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

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

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

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

[[tasks]]
text = "Collaborate with colleagues to address teaching and research issues."
type = "Core"
iwa = "4.A.2.b.3.a"

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

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

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

[[tasks]]
text = "Advise students on academic and vocational curricula and on career issues."
type = "Core"
iwa = "4.A.4.b.6.g"

[[emergingTasks]]
text = "Monitor research program budgets."

[[activities]]
name = "Evaluate scholarly materials."
iwa = "4.A.2.a.1.h"

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

[[activities]]
name = "Provide information to the general public."
iwa = "4.A.4.a.3.b"

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

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

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

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

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

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

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

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

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

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.8

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 4.76

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 4.75

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 4.26

[[capabilities]]
name = "Instructing"
family = "transferable_skill"
value = 4.25

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 4.25

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 4.12

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

[[capabilities]]
name = "Learning Strategies"
family = "essential_skill"
value = 4.12

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 4.12

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

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

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

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

[[capabilities]]
name = "Biology"
family = "knowledge"
value = 3.96

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.92

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

[[capabilities]]
name = "Monitoring"
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 = "Speech Recognition"
family = "ability"
value = 3.75

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

[[capabilities]]
name = "Geography"
family = "knowledge"
value = 3.51

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.5

[[capabilities]]
name = "Personnel and Human Resources"
family = "knowledge"
value = 3.4

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

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.25

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

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

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

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.14

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

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

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

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 3

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Oracle WebLogic Server"
type = "Specialized Skill"

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

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

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

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

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

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

[[skills]]
name = "Project Management Software"
type = "Specialized Skill"

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

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

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

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

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

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

[[tools]]
example = "JavaScript"
category = "Web platform development 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 Visio"
category = "Process mapping and design software"
hot = true
inDemand = false

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

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

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

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

[[tools]]
example = "Salesforce software"
category = "Customer relationship management CRM software"
hot = true
inDemand = false

[[tools]]
example = "SAP software"
category = "Enterprise resource planning ERP software"
hot = true
inDemand = false

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

[[tools]]
example = "Apache Struts"
category = "Web platform development software"
hot = false
inDemand = false

[[tools]]
example = "Blackboard Learn"
category = "Computer based training 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 = "Electronic data interchange EDI software"
category = "Enterprise application integration software"
hot = false
inDemand = false

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

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

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

[[tools]]
example = "iParadigms Turnitin"
category = "Information retrieval or search 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 = "Oracle WebLogic Server"
category = "Application server software"
hot = false
inDemand = false

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

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

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

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

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

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.77

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.6

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.57

[[workContext]]
name = "Contact With Others"
value = 4.49

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 4.34

[[workContext]]
name = "Public Speaking"
value = 4.29

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.24

[[workContext]]
name = "Telephone Conversations"
value = 4.04

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.02

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.89

[[workContext]]
name = "Written Letters and Memos"
value = 3.88

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

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.77

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.7

[[workContext]]
name = "Frequency of Decision Making"
value = 3.51

[[workContext]]
name = "Spend Time Sitting"
value = 3.48

[[workContext]]
name = "Physical Proximity"
value = 3.44

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.34

[[workContext]]
name = "Level of Competition"
value = 3.31

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 3.2

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.02

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 2.91

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.87

[[workContext]]
name = "Conflict Situations"
value = 2.82

[[workContext]]
name = "Spend Time Standing"
value = 2.79

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.78

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.6

[[workContext]]
name = "Consequence of Error"
value = 2.54

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.5

[[workContext]]
name = "Exposed to Contaminants"
value = 2.41

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.36

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.29

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.26

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.26

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.16

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.11

[[workContext]]
name = "Outdoors, Under Cover"
value = 2.01

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.01

[[personFit]]
name = "Teaching/Education"
family = "specific_interest_area"
value = 6.63

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 6.47

[[personFit]]
name = "Dependability"
family = "work_style"
value = 6

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 5.91

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

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

[[personFit]]
name = "Public Speaking"
family = "specific_interest_area"
value = 4.61

[[personFit]]
name = "Professional Advising"
family = "specific_interest_area"
value = 4.57

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 4

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 3.97

[[personFit]]
name = "Nature/Outdoors"
family = "specific_interest_area"
value = 3.72

[[personFit]]
name = "Social Science"
family = "specific_interest_area"
value = 3.67

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.34

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 3.15

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 3.09

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 3.04

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

[[relatedRoles]]
socCode = "25-1041.00"
slug = "role-25-1041-00"
title = "Agricultural Sciences Teachers, Postsecondary"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "25-1042.00"
slug = "role-25-1042-00"
title = "Biological Science Teachers, Postsecondary"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "25-1064.00"
slug = "role-25-1064-00"
title = "Geography Teachers, Postsecondary"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "25-1192.00"
slug = "role-25-1192-00"
title = "Family and Consumer Sciences Teachers, Postsecondary"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "25-1193.00"
slug = "role-25-1193-00"
title = "Recreation and Fitness Studies Teachers, Postsecondary"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "25-1063.00"
slug = "role-25-1063-00"
title = "Economics Teachers, Postsecondary"
tier = "Primary-Long"

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

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

[[relatedRoles]]
socCode = "19-1029.04"
slug = "role-19-1029-04"
title = "Biologists"
tier = "Supplemental"

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

[[studyPrograms]]
title = "Agriculture, Agriculture Operations, and Related Sciences"
slug = "agriculture-agriculture-operations-and-related-sciences"

[[studyPrograms]]
title = "Biological and Biomedical Sciences"
slug = "biological-and-biomedical-sciences"

[[studyPrograms]]
title = "Education"
slug = "education"

[[studyPrograms]]
title = "Natural Resources and Conservation"
slug = "natural-resources-and-conservation"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 1.260278
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.4352758
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 1.562946
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
