entityType = "role"
schemaVersion = "role.v1"
slug = "role-13-1151-00"
socCode = "13-1151.00"
title = "Training and Development Specialists"
summary = "Design or conduct work-related training and development programs to improve individual skills or organizational performance. May analyze organizational training needs or evaluate training effectiveness."
aliases = ["Corporate Trainer", "Job Training Specialist", "Learning and Development Specialist (L and D Specialist)", "Training Specialist", "Computer Training Specialist", "Leadership Development Specialist", "Learning and Development Consultant", "Management Development Specialist", "Trainer", "Training and Development Consultant", "Applications Trainer", "Apprenticeship and Training Representative"]
emergingTasks = []

[preparation]
jobZone = "4"
jobZoneName = "Job Zone Four: Considerable Preparation Needed"
education = "Most of these occupations require a four-year bachelor's degree, but some do not."
experience = "A considerable amount of work-related skill, knowledge, or experience is needed for these occupations. For example, an accountant must complete four years of college and work for several years in accounting to be considered qualified."
svpRange = "(7.0 to < 8.0)"

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 78.26

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 8.7

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 8.7

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 4.35

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

[market]
medianWage = 65850
meanWage = 73760
pct10Wage = 37510
pct25Wage = 48900
pct75Wage = 91550
pct90Wage = 120190
employment = 436610
areaTitle = "U.S."

[industries]
count = 54

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 53050
medianWage = 79060
lq = 1.74

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 51120
medianWage = 65200
lq = 0.78

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 44210
medianWage = 73920
lq = 1.14

[[industries.top]]
naics = "72"
slug = "72"
title = "Accommodation and Food Services"
level = "Sector"
employment = 35910
medianWage = 34490
lq = 0.89

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 33870
medianWage = 77230
lq = 1.92

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 31990
medianWage = 60200
lq = 1.25

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 31800
medianWage = 64530
lq = 0.88

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 25370
medianWage = 58710
lq = 1.21

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 24940
medianWage = 79150
lq = 3.14

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 16530
medianWage = 46970
lq = 0.37

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 16500
medianWage = 78390
lq = 0.97

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 14940
medianWage = 70660
lq = 1.19

[[industries.concentrated]]
naics = "221113"
slug = "221113"
title = "Nuclear Electric Power Generation"
level = "National industry"
employment = 880
lq = 8.37

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 5020
lq = 3.95

[[industries.concentrated]]
naics = "221115"
slug = "221115"
title = "Wind Electric Power Generation"
level = "National industry"
employment = 110
lq = 3.91

[[industries.concentrated]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 630
lq = 3.66

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 24940
lq = 3.14

[[industries.concentrated]]
naics = "621910"
slug = "621910"
title = "Ambulance Services"
level = "National industry"
employment = 1130
lq = 2.43

[[industries.concentrated]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 480
lq = 2.38

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 3720
lq = 2.27

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

[aiOutlook.index]
value = 85
percentile = 91
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 82
source = "felten_aioe"

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

[[aiOutlook.index.components]]
percentile = 78
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.014
percentile = 9
band = "Low"
note = "A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking."

[aiOutlook.eloundou]
alpha = 0.10526315789473684
beta = 0.5526315789473684
gamma = 1

[aiOutlook.bls]
growthPercent = 10.8
growthPercentile = 93
direction = "Growing fast"
annualOpeningsThousands = 43.9
annualOpeningsPercentile = 88
employment2024Thousands = 452.3
employment2034Thousands = 501

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 1.198409
percentile = 82
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 = 1
percentile = 95
band = "High"
note = "Share of this job's tasks where a large language model plus simple tools could cut the time to do them by at least half. γ is capped at 1.0 and many jobs reach that ceiling, so treat a top score as 'in the top group', not a precise rank."

[[aiOutlook.exposure]]
source = "microsoft_applicability"
label = "AI assistant applicability (Microsoft)"
value = 0.241747642458221
percentile = 78
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 = "Design, plan, organize, or direct orientation and training programs for employees or customers."
usagePercent = 0.011811395634508174
importance = 4.33

[[aiOutlook.usageTasks]]
task = "Evaluate training materials prepared by instructors, such as outlines, text, or handouts."
usagePercent = 0.009859947660111171
importance = 4

[[aiOutlook.usageTasks]]
task = "Monitor, evaluate, or record training activities or program effectiveness."
usagePercent = 0.0015406168218923706
importance = 4.4

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

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

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

[[aiOutlook.sources]]
source = "frey_osborne"
version = "frey-osborne-automation"

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

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

[aiPlaybook]
trustedTaskCount = 4
taskCount = 4
totalSample = 355
autonomyMedian = 4
dominantCollaboration = "directive"
automationShare = 42.54
augmentationShare = 40
workUsePercent = 85.63
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 42.54

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 32.96

[[aiPlaybook.collaboration]]
label = "validation"
percent = 7.04

[[aiPlaybook.useCase]]
label = "work"
percent = 85.63

[[aiPlaybook.delegatedTasks]]
task = "Obtain, organize, or develop training procedure manuals, guides, or course materials, such as handouts or visual materials."
usagePercent = 0.016202025253156647
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 162

[[aiPlaybook.delegatedTasks]]
task = "Design, plan, organize, or direct orientation and training programs for employees or customers."
usagePercent = 0.009101137642205276
collaboration = "task iteration"
autonomyMedian = 4
sampleCount = 91

[[aiPlaybook.delegatedTasks]]
task = "Evaluate training materials prepared by instructors, such as outlines, text, or handouts."
usagePercent = 0.007000875109388674
collaboration = "directive"
autonomyMedian = 4
sampleCount = 70

[[aiPlaybook.delegatedTasks]]
task = "Assess training needs through surveys, interviews with employees, focus groups, or consultation with managers, instructors, or customer representatives."
usagePercent = 0.003200400050006251
collaboration = "directive"
autonomyMedian = 3
sampleCount = 32

[[aiPlaybook.boundaryTasks]]
task = "Assess training needs through surveys, interviews with employees, focus groups, or consultation with managers, instructors, or customer representatives."
humanNeededPercent = 100
sampleCount = 32

[[aiPlaybook.boundaryTasks]]
task = "Evaluate training materials prepared by instructors, such as outlines, text, or handouts."
humanNeededPercent = 97.14285714285714
sampleCount = 70

[[aiPlaybook.boundaryTasks]]
task = "Design, plan, organize, or direct orientation and training programs for employees or customers."
humanNeededPercent = 96.7032967032967
sampleCount = 91

[[aiPlaybook.boundaryTasks]]
task = "Obtain, organize, or develop training procedure manuals, guides, or course materials, such as handouts or visual materials."
humanNeededPercent = 91.9753086419753
sampleCount = 162

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: obtain, organize, or develop training procedure manuals, guides, or course materials, such as handouts or visual materials. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: design, plan, organize, or direct orientation and training programs for employees or customers. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: evaluate training materials prepared by instructors, such as outlines, text, or handouts. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: assess training needs through surveys, interviews with employees, focus groups, or consultation with managers, instructors, or customer representatives. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 20
skills = 70
capabilities = 120
tools = 117
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "8e9ff5bb94a7a8c9"

[[tasks]]
text = "Present information with a variety of instructional techniques or formats, such as role playing, simulations, team exercises, group discussions, videos, or lectures."
type = "Core"
iwa = "4.A.4.b.3.d"

[[tasks]]
text = "Obtain, organize, or develop training procedure manuals, guides, or course materials, such as handouts or visual materials."
type = "Core"
iwa = "4.A.3.b.6.l"

[[tasks]]
text = "Evaluate modes of training delivery, such as in-person or virtual, to optimize training effectiveness, training costs, or environmental impacts."
type = "Core"
iwa = "4.A.1.a.1.i"

[[tasks]]
text = "Assess training needs through surveys, interviews with employees, focus groups, or consultation with managers, instructors, or customer representatives."
type = "Core"
iwa = "4.A.1.a.1.i"

[[tasks]]
text = "Offer specific training programs to help workers maintain or improve job skills."
type = "Core"
iwa = "4.A.4.b.3.d"

[[tasks]]
text = "Monitor, evaluate, or record training activities or program effectiveness."
type = "Core"
iwa = "4.A.2.a.1.b"

[[tasks]]
text = "Design, plan, organize, or direct orientation and training programs for employees or customers."
type = "Core"
iwa = "4.A.3.b.6.l"

[[tasks]]
text = "Develop alternative training methods if expected improvements are not seen."
type = "Core"
iwa = "4.A.4.b.4.f"

[[tasks]]
text = "Evaluate training materials prepared by instructors, such as outlines, text, or handouts."
type = "Core"
iwa = "4.A.2.a.1.b"

[[tasks]]
text = "Monitor training costs and prepare budget reports to justify expenditures."
type = "Core"
iwa = "4.A.1.a.2.c"

[[tasks]]
text = "Devise programs to develop executive potential among employees in lower-level positions."
type = "Core"
iwa = "4.A.4.b.3.d"

[[tasks]]
text = "Keep up with developments in area of expertise by reading current journals, books, or magazine articles."
type = "Core"
iwa = "4.A.2.b.3.a"

[[activities]]
name = "Coordinate personnel recruitment activities."
iwa = "4.A.4.b.4.f"

[[activities]]
name = "Evaluate training programs, instructors, or materials."
iwa = "4.A.2.a.1.b"

[[activities]]
name = "Coordinate training activities."
iwa = "4.A.4.b.4.f"

[[activities]]
name = "Conduct surveys in organizations."
iwa = "4.A.1.a.1.i"

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

[[activities]]
name = "Train personnel on managerial topics."
iwa = "4.A.4.b.3.d"

[[activities]]
name = "Negotiate contracts with clients or service providers."
iwa = "4.A.4.a.7.b"

[[activities]]
name = "Advise others on human resources topics."
iwa = "4.A.4.b.6.e"

[[activities]]
name = "Train personnel in organizational or compliance procedures."
iwa = "4.A.4.b.3.d"

[[activities]]
name = "Monitor financial indicators."
iwa = "4.A.1.a.2.c"

[[activities]]
name = "Prepare financial documents, reports, or budgets."
iwa = "4.A.3.b.6.a"

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

[[activities]]
name = "Update professional knowledge."
iwa = "4.A.2.b.3.a"

[[activities]]
name = "Train personnel to enhance job skills."
iwa = "4.A.4.b.3.d"

[[activities]]
name = "Evaluate effectiveness of personnel policies or practices."
iwa = "4.A.2.a.1.b"

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 4.73

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 4.38

[[capabilities]]
name = "Instructing"
family = "transferable_skill"
value = 4.38

[[capabilities]]
name = "Learning Strategies"
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 = "Social Perceptiveness"
family = "transferable_skill"
value = 4

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

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

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

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

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

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.96

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

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

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

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

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.88

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.83

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.75

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

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

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.75

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

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Originality"
family = "ability"
value = 3.62

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

[[capabilities]]
name = "Personnel and Human Resources"
family = "knowledge"
value = 3.55

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.45

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

[[capabilities]]
name = "Psychology"
family = "knowledge"
value = 3.35

[[capabilities]]
name = "Communications and Media"
family = "knowledge"
value = 3.26

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Cisco WebEx"
type = "Specialized Skill"

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

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

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

[[skills]]
name = "Adobe After Effects"
type = "Specialized Skill"

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

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

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

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

[[skills]]
name = "Oracle Business Intelligence Enterprise Edition"
type = "Specialized Skill"

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

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

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

[[tools]]
example = "Microsoft Excel"
category = "Spreadsheet software"
hot = true
inDemand = true

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

[[tools]]
example = "Microsoft Outlook"
category = "Electronic mail software"
hot = true
inDemand = true

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

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

[[tools]]
example = "Adobe After Effects"
category = "Video creation and editing software"
hot = true
inDemand = false

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

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

[[tools]]
example = "Adobe InDesign"
category = "Desktop publishing software"
hot = true
inDemand = false

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

[[tools]]
example = "Cisco Webex"
category = "Video conferencing software"
hot = true
inDemand = false

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

[[tools]]
example = "Epic Systems"
category = "Medical software"
hot = true
inDemand = false

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

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

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

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

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

[[tools]]
example = "Microsoft SharePoint"
category = "Document management 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 management system software"
hot = true
inDemand = false

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

[[tools]]
example = "Oracle PL/SQL"
category = "Data base management system software"
hot = true
inDemand = false

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

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

[[tools]]
example = "Zoom"
category = "Video conferencing software"
hot = true
inDemand = false

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

[[tools]]
example = "Adobe ActionScript"
category = "Development environment software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Adobe Dreamweaver"
category = "Web page creation and editing software"
hot = false
inDemand = false

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

[[tools]]
example = "Advanced business application programming ABAP"
category = "Object or component oriented development software"
hot = false
inDemand = false

[[tools]]
example = "Alchemy Systems SISTEM"
category = "Computer based training software"
hot = false
inDemand = false

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

[[tools]]
example = "Apple Final Cut Pro"
category = "Video creation and editing software"
hot = false
inDemand = false

[[tools]]
example = "Articulate Rapid E-Learning Studio"
category = "Computer based training software"
hot = false
inDemand = false

[[tools]]
example = "Backbone.js"
category = "Web platform development software"
hot = false
inDemand = false

[[tools]]
example = "Beeline Learning Management System LMS"
category = "Computer based training software"
hot = false
inDemand = false

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

[[workContext]]
name = "Contact With Others"
value = 4.57

[[workContext]]
name = "Telephone Conversations"
value = 4.52

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.43

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.35

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.27

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.26

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.17

[[workContext]]
name = "Spend Time Sitting"
value = 3.9

[[workContext]]
name = "Public Speaking"
value = 3.83

[[workContext]]
name = "Time Pressure"
value = 3.7

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.65

[[workContext]]
name = "Written Letters and Memos"
value = 3.57

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.35

[[workContext]]
name = "Physical Proximity"
value = 3.35

[[workContext]]
name = "Conflict Situations"
value = 3.22

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.17

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.13

[[workContext]]
name = "Frequency of Decision Making"
value = 3.05

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.82

[[workContext]]
name = "Level of Competition"
value = 2.7

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.65

[[workContext]]
name = "Spend Time Standing"
value = 2.65

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.52

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.23

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.18

[[workContext]]
name = "Consequence of Error"
value = 2.04

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2

[[workContext]]
name = "Degree of Automation"
value = 1.96

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.78

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.7

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 1.55

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.52

[[workContext]]
name = "Outdoors, Under Cover"
value = 1.52

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.52

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.48

[[workContext]]
name = "Exposed to Contaminants"
value = 1.43

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 1.39

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 1.36

[[personFit]]
name = "Dependability"
family = "work_style"
value = 7

[[personFit]]
name = "Professional Advising"
family = "specific_interest_area"
value = 6.24

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 6

[[personFit]]
name = "Teaching/Education"
family = "specific_interest_area"
value = 5.73

[[personFit]]
name = "Human Resources"
family = "specific_interest_area"
value = 5.66

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 5.64

[[personFit]]
name = "Public Speaking"
family = "specific_interest_area"
value = 5.26

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

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 4.03

[[personFit]]
name = "Achievement Orientation"
family = "work_style"
value = 4

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.76

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 3.68

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 3.58

[[personFit]]
name = "Social Science"
family = "specific_interest_area"
value = 3.4

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 3.19

[[personFit]]
name = "Social Service"
family = "specific_interest_area"
value = 3.11

[[relatedRoles]]
socCode = "11-3131.00"
slug = "role-11-3131-00"
title = "Training and Development Managers"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "13-1111.00"
slug = "role-13-1111-00"
title = "Management Analysts"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "19-3032.00"
slug = "role-19-3032-00"
title = "Industrial-Organizational Psychologists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "21-1012.00"
slug = "role-21-1012-00"
title = "Educational, Guidance, and Career Counselors and Advisors"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "25-1194.00"
slug = "role-25-1194-00"
title = "Career/Technical Education Teachers, Postsecondary"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "13-1071.00"
slug = "role-13-1071-00"
title = "Human Resources Specialists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "25-1081.00"
slug = "role-25-1081-00"
title = "Education Teachers, Postsecondary"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "11-9179.01"
slug = "role-11-9179-01"
title = "Fitness and Wellness Coordinators"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "39-1014.00"
slug = "role-39-1014-00"
title = "First-Line Supervisors of Entertainment and Recreation Workers, Except Gambling Services"
tier = "Supplemental"

[[relatedRoles]]
socCode = "21-1015.00"
slug = "role-21-1015-00"
title = "Rehabilitation Counselors"
tier = "Supplemental"

[[careerClusters]]
cluster = "Management & Entrepreneurship"
slug = "management-entrepreneurship"

[[studyPrograms]]
title = "Business, Management, Marketing, and Related Support Services"
slug = "business-management-marketing-and-related-support-services"

[[studyPrograms]]
title = "Communication, Journalism, and Related Programs"
slug = "communication-journalism-and-related-programs"

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

[[studyPrograms]]
title = "Psychology"
slug = "psychology"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.014
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 1.198409
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.9480624
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 1.322911
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
