entityType = "role"
schemaVersion = "role.v1"
slug = "role-25-2051-00"
socCode = "25-2051.00"
title = "Special Education Teachers, Preschool"
summary = "Teach academic, social, and life skills to preschool-aged students with learning, emotional, or physical disabilities. Includes teachers who specialize and work with students who are blind or have visual impairments; students who are deaf or have hearing impairments; and students with intellectual disabilities."
aliases = ["Early Childhood Special Education Teacher (ECSE Teacher)", "Resource Teacher", "Special Education Teacher", "Teacher", "Early Intervention Teacher", "Exceptional Student Education Teacher (ESE Teacher)", "Handicapped Teacher", "Preschool Special Education Teacher", "Severe/Profound Mental Handicaps Special Education Teacher", "Special Education Resource Teacher", "Autistic Teacher", "Behavior Interventionist"]
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 = "Bachelor's Degree"
percentage = 31.72

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 31.71

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 24.3

[[preparation.educationDistribution]]
label = "First Professional Degree"
percentage = 7.83

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 3

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 1.44

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

[market]
medianWage = 62190
meanWage = 72610
pct10Wage = 38740
pct25Wage = 49370
pct75Wage = 81330
pct90Wage = 132530
employment = 28200
areaTitle = "U.S."

[industries]
count = 6

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 17560
medianWage = 62710
lq = 7.04

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 10020
medianWage = 60510
lq = 2.37

[[industries.top]]
naics = "621340"
slug = "621340"
title = "Offices of Physical, Occupational and Speech Therapists, and Audiologists"
level = "National industry"
employment = 2600
medianWage = 131210
lq = 29.83

[[industries.top]]
naics = "624120"
slug = "624120"
title = "Services for the Elderly and Persons with Disabilities"
level = "National industry"
employment = 920
medianWage = 49740
lq = 2.09

[[industries.top]]
naics = "621420"
slug = "621420"
title = "Outpatient Mental Health and Substance Abuse Centers"
level = "National industry"
employment = 60
medianWage = 46140

[[industries.top]]
naics = "623210"
slug = "623210"
title = "Residential Intellectual and Developmental Disability Facilities"
level = "National industry"
employment = 50
medianWage = 45390

[[industries.concentrated]]
naics = "621340"
slug = "621340"
title = "Offices of Physical, Occupational and Speech Therapists, and Audiologists"
level = "National industry"
employment = 2600
lq = 29.83

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 17560
lq = 7.04

[[industries.concentrated]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 10020
lq = 2.37

[[industries.concentrated]]
naics = "624120"
slug = "624120"
title = "Services for the Elderly and Persons with Disabilities"
level = "National industry"
employment = 920
lq = 2.09

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

[aiOutlook.index]
value = 50
percentile = 50
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 58
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 31
source = "openai_gpts_are_gpts"

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

[aiOutlook.eloundou]
alpha = 0.11428571428571428
beta = 0.19999999999999998
gamma = 0.2857142857142857

[aiOutlook.bls]
growthPercent = 1.4
growthPercentile = 35
direction = "About average"
annualOpeningsThousands = 2.1
annualOpeningsPercentile = 29
employment2024Thousands = 29.3
employment2034Thousands = 29.7

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.3750564
percentile = 58
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 = 0.2857142857142857
percentile = 31
band = "Low"
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 = 0.17263994828294252
percentile = 60
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' performance, behavior, social development, and physical health."
usagePercent = 0.01766573955769918
importance = 4.48

[[aiOutlook.usageTasks]]
task = "Present information in audio-visual or interactive formats, using computers, television, audio-visual aids, or other equipment, materials, or technologies."
usagePercent = 0.014276382549535966
importance = 3.88

[[aiOutlook.usageTasks]]
task = "Prepare objectives, outlines, or other materials for courses of study, following curriculum guidelines or requirements."
usagePercent = 0.0115032722701297
importance = 4.12

[[aiOutlook.usageTasks]]
task = "Organize and display students' work in a manner appropriate for their perceptual skills."
usagePercent = 0.011400564482003541
importance = 3.94

[[aiOutlook.usageTasks]]
task = "Prepare reports on students and activities as required by administration."
usagePercent = 0.005854343923191008
importance = 4.04

[[aiOutlook.usageTasks]]
task = "Teach socially acceptable behavior, employing techniques such as behavior modification or positive reinforcement."
usagePercent = 0.0034920647962893734
importance = 4.69

[[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 = 5
taskCount = 8
totalSample = 506
autonomyMedian = 4
dominantCollaboration = "directive"
automationShare = 48.87
augmentationShare = 39.6
workUsePercent = 48.42
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 48.87

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 32.81

[[aiPlaybook.collaboration]]
label = "learning"
percent = 6.79

[[aiPlaybook.useCase]]
label = "work"
percent = 48.42

[[aiPlaybook.useCase]]
label = "personal"
percent = 22.62

[[aiPlaybook.useCase]]
label = "coursework"
percent = 19.68

[[aiPlaybook.delegatedTasks]]
task = "Prepare objectives, outlines, or other materials for courses of study, following curriculum guidelines or requirements."
usagePercent = 0.02100262532816602
collaboration = "directive"
autonomyMedian = 4
sampleCount = 210

[[aiPlaybook.delegatedTasks]]
task = "Teach socially acceptable behavior, employing techniques such as behavior modification or positive reinforcement."
usagePercent = 0.00840105013126641
collaboration = "learning"
autonomyMedian = 4
sampleCount = 84

[[aiPlaybook.delegatedTasks]]
task = "Present information in audio-visual or interactive formats, using computers, television, audio-visual aids, or other equipment, materials, or technologies."
usagePercent = 0.006300787598449806
collaboration = "directive"
autonomyMedian = 4
sampleCount = 63

[[aiPlaybook.delegatedTasks]]
task = "Prepare reports on students and activities as required by administration."
usagePercent = 0.00450056257032129
collaboration = "directive"
autonomyMedian = 3
sampleCount = 45

[[aiPlaybook.delegatedTasks]]
task = "Observe and evaluate students' performance, behavior, social development, and physical health."
usagePercent = 0.004000500062507814
collaboration = "directive"
autonomyMedian = 4
sampleCount = 40

[[aiPlaybook.boundaryTasks]]
task = "Teach socially acceptable behavior, employing techniques such as behavior modification or positive reinforcement."
humanNeededPercent = 100
sampleCount = 84

[[aiPlaybook.boundaryTasks]]
task = "Prepare reports on students and activities as required by administration."
humanNeededPercent = 97.77777777777777
sampleCount = 45

[[aiPlaybook.boundaryTasks]]
task = "Prepare objectives, outlines, or other materials for courses of study, following curriculum guidelines or requirements."
humanNeededPercent = 97.61904761904762
sampleCount = 210

[[aiPlaybook.boundaryTasks]]
task = "Observe and evaluate students' performance, behavior, social development, and physical health."
humanNeededPercent = 92.5
sampleCount = 40

[[aiPlaybook.boundaryTasks]]
task = "Present information in audio-visual or interactive formats, using computers, television, audio-visual aids, or other equipment, materials, or technologies."
humanNeededPercent = 90.47619047619048
sampleCount = 63

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: prepare objectives, outlines, or other materials for courses of study, following curriculum guidelines or requirements. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to teach socially acceptable behavior, employing techniques such as behavior modification or positive reinforcement, then check my work as I try it myself."
collaboration = "learning"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: present information in audio-visual or interactive formats, using computers, television, audio-visual aids, or other equipment, materials, or technologies. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: prepare reports on students and activities as required by administration. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: observe and evaluate students' performance, behavior, social development, and physical health. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 36
skills = 37
capabilities = 120
tools = 12
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "7637cbc87fb125be"

[[tasks]]
text = "Employ special educational strategies or techniques during instruction to improve the development of sensory- and perceptual-motor skills, language, cognition, or memory."
type = "Core"
iwa = "4.A.2.b.2.l"

[[tasks]]
text = "Teach socially acceptable behavior, employing techniques such as behavior modification or positive reinforcement."
type = "Core"
iwa = "4.A.4.b.3.a"

[[tasks]]
text = "Communicate nonverbally with children to provide them with comfort, encouragement, or positive reinforcement."
type = "Core"
iwa = "4.A.4.b.2.a"

[[tasks]]
text = "Teach basic skills, such as color, shape, number and letter recognition, personal hygiene, or social skills, to preschool students with special needs."
type = "Core"
iwa = "4.A.4.b.3.a"

[[tasks]]
text = "Develop individual educational plans (IEPs) designed to promote students' educational, physical, or social development."
type = "Core"
iwa = "4.A.2.b.2.l"

[[tasks]]
text = "Confer with parents, administrators, testing specialists, social workers, or other professionals to develop individual education plans (IEPs)."
type = "Core"
iwa = "4.A.2.b.2.l"

[[tasks]]
text = "Teach students personal development skills, such as goal setting, independence, or self-advocacy."
type = "Core"
iwa = "4.A.4.b.3.a"

[[tasks]]
text = "Develop or implement strategies to meet the needs of students with a variety of disabilities."
type = "Core"
iwa = "4.A.2.b.2.l"

[[tasks]]
text = "Observe and evaluate students' performance, behavior, social development, and physical health."
type = "Core"
iwa = "4.A.1.a.2.f"

[[tasks]]
text = "Instruct and monitor students in the use and care of equipment or materials to prevent injuries and damage."
type = "Core"
iwa = "4.A.1.a.2.f"

[[tasks]]
text = "Administer tests to help determine children's developmental levels, needs, or potential."
type = "Core"
iwa = "4.A.2.a.1.c"

[[tasks]]
text = "Establish and enforce rules for behavior and procedures for maintaining order among students."
type = "Core"
iwa = "4.A.2.b.2.e"

[[activities]]
name = "Set up classroom materials or equipment."
iwa = "4.A.3.a.2.af"

[[activities]]
name = "Provide for basic needs of children."
iwa = "4.A.4.a.5.i"

[[activities]]
name = "Encourage students."
iwa = "4.A.4.b.2.a"

[[activities]]
name = "Discuss problems or issues with supervisors."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Discuss student progress with parents or guardians."
iwa = "4.A.4.b.6.g"

[[activities]]
name = "Develop strategies or programs for students with special needs."
iwa = "4.A.2.b.2.l"

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

[[activities]]
name = "Establish rules or policies governing student behavior."
iwa = "4.A.2.b.2.e"

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

[[activities]]
name = "Teach others to use technology or equipment."
iwa = "4.A.4.b.3.e"

[[activities]]
name = "Modify teaching methods or materials to accommodate student needs."
iwa = "4.A.3.b.6.l"

[[activities]]
name = "Direct activities of subordinates."
iwa = "4.A.4.b.4.a"

[[activities]]
name = "Monitor student behavior, social development, or health."
iwa = "4.A.1.a.2.f"

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

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

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

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

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

[[activities]]
name = "Read to students."
iwa = "4.A.4.b.3.b"

[[activities]]
name = "Teach life skills."
iwa = "4.A.4.b.3.a"

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

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

[[activities]]
name = "Collaborate with other teaching professionals to develop educational programs."
iwa = "4.A.4.a.2.f"

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

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

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

[[activities]]
name = "Display student work."
iwa = "4.A.3.a.2.af"

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

[[activities]]
name = "Assist students with special educational needs."
iwa = "4.A.4.a.5.i"

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.5

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 4.23

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

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

[[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 = "Problem Sensitivity"
family = "ability"
value = 4

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 4

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

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

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.88

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

[[capabilities]]
name = "Psychology"
family = "knowledge"
value = 3.82

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

[[capabilities]]
name = "Learning Strategies"
family = "essential_skill"
value = 3.75

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

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.75

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

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.62

[[capabilities]]
name = "Instructing"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3.62

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

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

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.38

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.38

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.38

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

[[capabilities]]
name = "Therapy and Counseling"
family = "knowledge"
value = 3.28

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.25

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

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.25

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.25

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

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

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.09

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.06

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[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 = "American Sign Language Browser"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Children's educational software"
category = "Computer based training software"
hot = false
inDemand = false

[[tools]]
example = "Drawing software"
category = "Graphics or photo imaging software"
hot = false
inDemand = false

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

[[tools]]
example = "Screen magnification software"
category = "Device drivers or system software"
hot = false
inDemand = false

[[tools]]
example = "Screen reader software"
category = "Device drivers or system software"
hot = false
inDemand = false

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

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 5

[[workContext]]
name = "Contact With Others"
value = 4.98

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.66

[[workContext]]
name = "E-Mail"
value = 4.58

[[workContext]]
name = "Physical Proximity"
value = 4.49

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.37

[[workContext]]
name = "Frequency of Decision Making"
value = 4.32

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.09

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.64

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.59

[[workContext]]
name = "Telephone Conversations"
value = 3.56

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.51

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.42

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 3.39

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

[[workContext]]
name = "Spend Time Standing"
value = 3.38

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.29

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.29

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.21

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.14

[[workContext]]
name = "Time Pressure"
value = 3.09

[[workContext]]
name = "Exposed to Disease or Infections"
value = 3.08

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.06

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.91

[[workContext]]
name = "Conflict Situations"
value = 2.89

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.83

[[workContext]]
name = "Spend Time Sitting"
value = 2.76

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

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.71

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.7

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.41

[[workContext]]
name = "Consequence of Error"
value = 2.39

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 2.26

[[workContext]]
name = "Level of Competition"
value = 2.11

[[workContext]]
name = "Outdoors, Under Cover"
value = 1.95

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 1.86

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 1.78

[[workContext]]
name = "Exposed to Contaminants"
value = 1.7

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.68

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 1.68

[[personFit]]
name = "Integrity"
family = "work_style"
value = 10

[[personFit]]
name = "Cooperation"
family = "work_style"
value = 9

[[personFit]]
name = "Social Orientation"
family = "work_style"
value = 8

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 7

[[personFit]]
name = "Self-Control"
family = "work_style"
value = 7

[[personFit]]
name = "Teaching/Education"
family = "specific_interest_area"
value = 6.81

[[personFit]]
name = "Social Service"
family = "specific_interest_area"
value = 6.66

[[personFit]]
name = "Stress Tolerance"
family = "work_style"
value = 6

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

[[personFit]]
name = "Social Science"
family = "specific_interest_area"
value = 4.67

[[personFit]]
name = "Professional Advising"
family = "specific_interest_area"
value = 4.29

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

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 3.98

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 3.49

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.18

[[personFit]]
name = "Adaptability"
family = "work_style"
value = 3

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

[[relatedRoles]]
socCode = "25-2056.00"
slug = "role-25-2056-00"
title = "Special Education Teachers, Elementary School"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "25-2057.00"
slug = "role-25-2057-00"
title = "Special Education Teachers, Middle School"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "25-2058.00"
slug = "role-25-2058-00"
title = "Special Education Teachers, Secondary School"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "25-2012.00"
slug = "role-25-2012-00"
title = "Kindergarten Teachers, Except Special Education"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "25-9043.00"
slug = "role-25-9043-00"
title = "Teaching Assistants, Special Education"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "25-2021.00"
slug = "role-25-2021-00"
title = "Elementary School Teachers, Except Special Education"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "25-2011.00"
slug = "role-25-2011-00"
title = "Preschool Teachers, Except Special Education"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "25-3011.00"
slug = "role-25-3011-00"
title = "Adult Basic Education, Adult Secondary Education, and English as a Second Language Instructors"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "25-2059.01"
slug = "role-25-2059-01"
title = "Adapted Physical Education Specialists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "25-2031.00"
slug = "role-25-2031-00"
title = "Secondary School Teachers, Except Special and Career/Technical Education"
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"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.3750564
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.3037643
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.6546578
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
