entityType = "role"
schemaVersion = "role.v1"
slug = "role-25-1194-00"
socCode = "25-1194.00"
title = "Career/Technical Education Teachers, Postsecondary"
summary = "Teach vocational courses intended to provide occupational training below the baccalaureate level in subjects such as construction, mechanics/repair, manufacturing, transportation, or cosmetology, primarily to students who have graduated from or left high school. Teaching takes place in public or private schools whose primary business is academic or vocational education."
aliases = ["Cosmetology Instructor", "HVAC-R Instructor (Heating, Ventilation, Air Conditioning, And Refrigeration Instructor)", "Instructor", "Professor", "Automotive Instructor", "Automotive Technology Instructor", "Flight Instructor", "Teacher", "Welding Instructor", "Accounting Teacher", "Adjunct Instructor", "Adult Education Instructor"]
emergingTasks = []

[preparation]
jobZone = "3"
jobZoneName = "Job Zone Three: Medium Preparation Needed"
education = "Most occupations in this zone require training in vocational schools, related on-the-job experience, or an associate's degree."
experience = "Previous work-related skill, knowledge, or experience is required for these occupations. For example, an electrician must have completed three or four years of apprenticeship or several years of vocational training, and often must have passed a licensing exam, in order to perform the job."
svpRange = "(6.0 to < 7.0)"

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 42.29

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 20.21

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 16.22

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 7.58

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 6.87

[[preparation.educationDistribution]]
label = "Doctoral Degree"
percentage = 4.67

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 2.17

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

[market]
medianWage = 61490
meanWage = 68710
pct10Wage = 38680
pct25Wage = 48030
pct75Wage = 80070
pct90Wage = 106580
employment = 111150
areaTitle = "U.S."

[industries]
count = 8

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 103420
medianWage = 61540
lq = 10.52

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 1590
medianWage = 56300
lq = 0.1

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 430
medianWage = 96860
lq = 0.13

[[industries.top]]
naics = "813930"
slug = "813930"
title = "Labor Unions and Similar Labor Organizations"
level = "National industry"
employment = 200
medianWage = 101190
lq = 2.62

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 80
medianWage = 121910

[[industries.top]]
naics = "621910"
slug = "621910"
title = "Ambulance Services"
level = "National industry"
employment = 80
medianWage = 56170

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
medianWage = 55710

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
medianWage = 54140

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 103420
lq = 10.52

[[industries.concentrated]]
naics = "813930"
slug = "813930"
title = "Labor Unions and Similar Labor Organizations"
level = "National industry"
employment = 200
lq = 2.62

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 430
lq = 0.13

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 1590
lq = 0.1

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

[aiOutlook.index]
value = 62
percentile = 61
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 52
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 71
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 64
source = "microsoft_working_with_ai"

[aiOutlook.eloundou]
alpha = 0.1282051282051282
beta = 0.48717948717948717
gamma = 0.8461538461538461

[aiOutlook.bls]
growthPercent = 0.7
growthPercentile = 30
direction = "About average"
annualOpeningsThousands = 8.8
annualOpeningsPercentile = 60
employment2024Thousands = 122.2
employment2034Thousands = 123

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.1622185
percentile = 52
band = "Moderate"
note = "How much this job's abilities overlap with what AI systems can do, across many AI capabilities. A relative research score, not a forecast of job loss."

[[aiOutlook.exposure]]
source = "eloundou_gamma"
label = "LLM task exposure, γ (OpenAI / Eloundou)"
value = 0.8461538461538461
percentile = 71
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 = 0.18633156061525064
percentile = 64
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 = "Observe and evaluate students' work to determine progress, provide feedback, and make suggestions for improvement."
usagePercent = 0.27782456688125745
importance = 4.52

[[aiOutlook.usageTasks]]
task = "Develop curricula and plan course content and methods of instruction."
usagePercent = 0.04015874515732779
importance = 4.26

[[aiOutlook.usageTasks]]
task = "Present lectures and conduct discussions to increase students' knowledge and competence using visual aids, such as graphs, charts, videotapes, and slides."
usagePercent = 0.007394960745083378
importance = 4.48

[[aiOutlook.usageTasks]]
task = "Select and assemble books, materials, supplies, and equipment for training, courses, or projects."
usagePercent = 0.006881421804452588
importance = 4.13

[[aiOutlook.usageTasks]]
task = "Prepare outlines of instructional programs and training schedules and establish course goals."
usagePercent = 0.0016433246100185286
importance = 3.97

[[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 = 8
taskCount = 8
totalSample = 5007
autonomyMedian = 4
dominantCollaboration = "task iteration"
automationShare = 33.06
augmentationShare = 64.41
workUsePercent = 30.36
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 33.93

[[aiPlaybook.collaboration]]
label = "directive"
percent = 31.62

[[aiPlaybook.collaboration]]
label = "validation"
percent = 17.76

[[aiPlaybook.collaboration]]
label = "learning"
percent = 12.72

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 1.44

[[aiPlaybook.collaboration]]
label = "none"
percent = 0.8

[[aiPlaybook.useCase]]
label = "coursework"
percent = 55.76

[[aiPlaybook.useCase]]
label = "work"
percent = 30.36

[[aiPlaybook.useCase]]
label = "personal"
percent = 13.5

[[aiPlaybook.delegatedTasks]]
task = "Observe and evaluate students' work to determine progress, provide feedback, and make suggestions for improvement."
usagePercent = 0.21742717839729966
collaboration = "validation"
autonomyMedian = 3
sampleCount = 2174

[[aiPlaybook.delegatedTasks]]
task = "Develop teaching aids such as instructional software, multimedia visual aids, or study materials."
usagePercent = 0.18792349043630455
collaboration = "directive"
autonomyMedian = 4
sampleCount = 1879

[[aiPlaybook.delegatedTasks]]
task = "Develop curricula and plan course content and methods of instruction."
usagePercent = 0.05380672584073009
collaboration = "directive"
autonomyMedian = 4
sampleCount = 538

[[aiPlaybook.delegatedTasks]]
task = "Select and assemble books, materials, supplies, and equipment for training, courses, or projects."
usagePercent = 0.010901362670333791
collaboration = "directive"
autonomyMedian = 4
sampleCount = 109

[[aiPlaybook.delegatedTasks]]
task = "Conduct on-the-job training classes or training sessions to teach and demonstrate principles, techniques, procedures, or methods of designated subjects."
usagePercent = 0.01030128766095762
collaboration = "learning"
autonomyMedian = 4
sampleCount = 103

[[aiPlaybook.delegatedTasks]]
task = "Supervise independent or group projects, field placements, laboratory work, or other training."
usagePercent = 0.009201150143767971
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 92

[[aiPlaybook.delegatedTasks]]
task = "Advise students on course selection, career decisions, and other academic and vocational concerns."
usagePercent = 0.00580072509063633
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 58

[[aiPlaybook.delegatedTasks]]
task = "Provide individualized instruction and tutorial or remedial instruction."
usagePercent = 0.005400675084385548
collaboration = "directive"
autonomyMedian = 2
sampleCount = 54

[[aiPlaybook.boundaryTasks]]
task = "Advise students on course selection, career decisions, and other academic and vocational concerns."
humanNeededPercent = 100
sampleCount = 58

[[aiPlaybook.boundaryTasks]]
task = "Provide individualized instruction and tutorial or remedial instruction."
humanNeededPercent = 100
sampleCount = 54

[[aiPlaybook.boundaryTasks]]
task = "Select and assemble books, materials, supplies, and equipment for training, courses, or projects."
humanNeededPercent = 98.1651376146789
sampleCount = 109

[[aiPlaybook.boundaryTasks]]
task = "Observe and evaluate students' work to determine progress, provide feedback, and make suggestions for improvement."
humanNeededPercent = 95.58417663293469
sampleCount = 2174

[[aiPlaybook.boundaryTasks]]
task = "Develop curricula and plan course content and methods of instruction."
humanNeededPercent = 93.68029739776952
sampleCount = 538

[[aiPlaybook.boundaryTasks]]
task = "Develop teaching aids such as instructional software, multimedia visual aids, or study materials."
humanNeededPercent = 92.49600851516763
sampleCount = 1879

[[aiPlaybook.seedPrompts]]
prompt = "I'm going to observe and evaluate students' work to determine progress, provide feedback, and make suggestions for improvement. Review what I produce and flag anything wrong or missing."
collaboration = "validation"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: develop teaching aids such as instructional software, multimedia visual aids, or study materials. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: develop curricula and plan course content and methods of instruction. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: select and assemble books, materials, supplies, and equipment for training, courses, or projects. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to conduct on-the-job training classes or training sessions to teach and demonstrate principles, techniques, procedures, or methods of designated subjects, then check my work as I try it myself."
collaboration = "learning"

[counts]
tasks = 20
skills = 42
capabilities = 120
tools = 26
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "2e0bc2c2e7f0d515"

[[tasks]]
text = "Observe and evaluate students' work to determine progress, provide feedback, and make suggestions for improvement."
type = "Core"
iwa = "4.A.1.a.2.f"

[[tasks]]
text = "Present lectures and conduct discussions to increase students' knowledge and competence using visual aids, such as graphs, charts, videotapes, and slides."
type = "Core"
iwa = "4.A.4.b.3.b"

[[tasks]]
text = "Supervise and monitor students' use of tools and equipment."
type = "Core"
iwa = "4.A.1.a.2.f"

[[tasks]]
text = "Administer oral, written, or performance tests to measure progress and to evaluate training effectiveness."
type = "Core"
iwa = "4.A.2.a.1.c"

[[tasks]]
text = "Provide individualized instruction and tutorial or remedial instruction."
type = "Core"
iwa = "4.A.4.b.3.b"

[[tasks]]
text = "Prepare reports and maintain records, such as student grades, attendance rolls, and training activity details."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Develop curricula and plan course content and methods of instruction."
type = "Core"
iwa = "4.A.2.b.2.l"

[[tasks]]
text = "Supervise independent or group projects, field placements, laboratory work, or other training."
type = "Core"
iwa = "4.A.4.b.4.a"

[[tasks]]
text = "Determine training needs of students or workers."
type = "Core"
iwa = "4.A.2.a.1.c"

[[tasks]]
text = "Integrate academic and vocational curricula so that students can obtain a variety of skills."
type = "Core"
iwa = "4.A.4.b.3.b"

[[tasks]]
text = "Select and assemble books, materials, supplies, and equipment for training, courses, or projects."
type = "Core"
iwa = "4.A.2.b.1.j"

[[tasks]]
text = "Conduct on-the-job training classes or training sessions to teach and demonstrate principles, techniques, procedures, or methods of designated subjects."
type = "Core"
iwa = "4.A.4.b.3.b"

[[activities]]
name = "Maintain inventories of materials, equipment, or products."
iwa = "4.A.4.c.3.a"

[[activities]]
name = "Monitor student performance."
iwa = "4.A.1.a.2.f"

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

[[activities]]
name = "Apply multiple teaching methods."
iwa = "4.A.4.b.3.b"

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

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

[[activities]]
name = "Prepare reports detailing student activities or performance."
iwa = "4.A.3.b.6.o"

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

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

[[activities]]
name = "Assess educational needs of students."
iwa = "4.A.2.a.1.c"

[[activities]]
name = "Tutor students who need extra assistance."
iwa = "4.A.4.b.3.b"

[[activities]]
name = "Teach vocational courses."
iwa = "4.A.4.b.3.b"

[[activities]]
name = "Plan educational activities."
iwa = "4.A.2.b.2.l"

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

[[activities]]
name = "Create technology-based learning materials."
iwa = "4.A.3.b.6.l"

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

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

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

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

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

[[activities]]
name = "Schedule instructional activities."
iwa = "4.A.2.b.5.b"

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 4.47

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

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

[[capabilities]]
name = "Instructing"
family = "transferable_skill"
value = 4

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

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

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.88

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

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

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 3.88

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.88

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.84

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

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

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.75

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.74

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.72

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.72

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

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

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

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

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

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.54

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.4

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.35

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

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

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

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.25

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.25

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.25

[[capabilities]]
name = "Design"
family = "knowledge"
value = 3.19

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

[[capabilities]]
name = "Chemistry"
family = "knowledge"
value = 3.06

[[capabilities]]
name = "Personnel and Human Resources"
family = "knowledge"
value = 3.01

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

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

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Career management systems CMS"
category = "Data base user interface and query software"
hot = false
inDemand = false

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

[[tools]]
example = "Common Curriculum"
category = "Computer based training 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 = "Edmodo"
category = "Desktop communications software"
hot = false
inDemand = false

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

[[tools]]
example = "Google Classroom"
category = "Project management software"
hot = false
inDemand = false

[[tools]]
example = "GroupMe"
category = "Instant messaging software"
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 = "Medical condition coding software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Medical procedure coding software"
category = "Medical software"
hot = false
inDemand = false

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

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

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

[[workContext]]
name = "Contact With Others"
value = 4.65

[[workContext]]
name = "Public Speaking"
value = 4.51

[[workContext]]
name = "E-Mail"
value = 4.49

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.39

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.38

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.38

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.31

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 4.07

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.07

[[workContext]]
name = "Physical Proximity"
value = 4.03

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.86

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.78

[[workContext]]
name = "Spend Time Standing"
value = 3.64

[[workContext]]
name = "Telephone Conversations"
value = 3.61

[[workContext]]
name = "Frequency of Decision Making"
value = 3.56

[[workContext]]
name = "Time Pressure"
value = 3.52

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.44

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

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.18

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.05

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 2.96

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.96

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.9

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.69

[[workContext]]
name = "Conflict Situations"
value = 2.68

[[workContext]]
name = "Exposed to Contaminants"
value = 2.68

[[workContext]]
name = "Level of Competition"
value = 2.66

[[workContext]]
name = "Spend Time Sitting"
value = 2.5

[[workContext]]
name = "Consequence of Error"
value = 2.48

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.46

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.32

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 2.27

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.13

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.12

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.95

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 1.93

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 1.9

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.82

[[workContext]]
name = "Degree of Automation"
value = 1.79

[[workContext]]
name = "Exposed to Disease or Infections"
value = 1.67

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

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 6.61

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

[[personFit]]
name = "Public Speaking"
family = "specific_interest_area"
value = 4.93

[[personFit]]
name = "Professional Advising"
family = "specific_interest_area"
value = 4.42

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 4.15

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

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 3.75

[[personFit]]
name = "Social Service"
family = "specific_interest_area"
value = 3.56

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 3.43

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.29

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

[[personFit]]
name = "Achievement Orientation"
family = "work_style"
value = 3

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 2.85

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 2.64

[[personFit]]
name = "Human Resources"
family = "specific_interest_area"
value = 2.61

[[relatedRoles]]
socCode = "25-2032.00"
slug = "role-25-2032-00"
title = "Career/Technical Education Teachers, Secondary School"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "25-2023.00"
slug = "role-25-2023-00"
title = "Career/Technical Education Teachers, Middle School"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "25-1032.00"
slug = "role-25-1032-00"
title = "Engineering Teachers, Postsecondary"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "25-9031.00"
slug = "role-25-9031-00"
title = "Instructional Coordinators"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "13-1151.00"
slug = "role-13-1151-00"
title = "Training and Development Specialists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "25-1021.00"
slug = "role-25-1021-00"
title = "Computer Science Teachers, Postsecondary"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-3027.00"
slug = "role-17-3027-00"
title = "Mechanical Engineering Technologists and Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "25-3041.00"
slug = "role-25-3041-00"
title = "Tutors"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-3026.00"
slug = "role-17-3026-00"
title = "Industrial Engineering Technologists and Technicians"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "25-2055.00"
slug = "role-25-2055-00"
title = "Special Education Teachers, Kindergarten"
tier = "Supplemental"

[[relatedRoles]]
socCode = "17-2112.00"
slug = "role-17-2112-00"
title = "Industrial Engineers"
tier = "Supplemental"

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

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

[[studyPrograms]]
title = "Computer and Information Sciences and Support Services"
slug = "computer-and-information-sciences-and-support-services"

[[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 = "Transportation and Materials Moving"
slug = "transportation-and-materials-moving"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.1622185
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.3571235
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.3901885
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
