entityType = "role"
schemaVersion = "role.v1"
slug = "role-11-9199-01"
socCode = "11-9199.01"
title = "Regulatory Affairs Managers"
summary = "Plan, direct, or coordinate production activities of an organization to ensure compliance with regulations and standard operating procedures."
aliases = ["Compliance Director", "Global RA Manager (Global Regulatory Affairs Manager)", "RA Director (Regulatory Affairs Director)", "RA Manager (Regulatory Affairs Manager)", "CMC Director (Chemistry, Manufacturing, and Controls Director)", "Global RA Director (Global Regulatory Affairs Director)", "RA QA Director (Regulatory Affairs Quality Assurance Director)", "RA VP (Regulatory Affairs Vice President)", "Regulatory Director", "Vaccine RA Director (Vaccine Regulatory Affairs Director)", "CMC Regulatory Affairs Manager (Chemistry, Manufacturing and Controls Regulatory Affairs Manager)", "International Regulatory Affairs Specialist"]

[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 = 73.91

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 13.04

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

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 4.35

[[preparation.educationDistribution]]
label = "Doctoral Degree"
percentage = 4.35

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

[market]
medianWage = 136550
meanWage = 149890
pct10Wage = 68860
pct25Wage = 100010
pct75Wage = 179190
pct90Wage = 227590
employment = 630980
areaTitle = "U.S."

[industries]
count = 64

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 94490
medianWage = 164060
lq = 2.14

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 50980
medianWage = 163830
lq = 4.43

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 46390
medianWage = 160640
lq = 0.89

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 44890
medianWage = 162780
lq = 1.76

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 38680
medianWage = 167740
lq = 3.25

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 32840
medianWage = 102450
lq = 0.59

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 32500
medianWage = 109990
lq = 0.88

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 31360
medianWage = 108810
lq = 0.33

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 25860
medianWage = 137780
lq = 1.05

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 19840
medianWage = 110040
lq = 0.6

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 19110
medianWage = 111320
lq = 1.05

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 13510
medianWage = 95720
lq = 0.21

[[industries.concentrated]]
naics = "221115"
slug = "221115"
title = "Wind Electric Power Generation"
level = "National industry"
employment = 370
lq = 9.11

[[industries.concentrated]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 1510
lq = 6.07

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 50980
lq = 4.43

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 7200
lq = 3.92

[[industries.concentrated]]
naics = "221114"
slug = "221114"
title = "Solar Electric Power Generation"
level = "National industry"
employment = 190
lq = 3.33

[[industries.concentrated]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 38680
lq = 3.25

[[industries.concentrated]]
naics = "221113"
slug = "221113"
title = "Nuclear Electric Power Generation"
level = "National industry"
employment = 410
lq = 2.7

[[industries.concentrated]]
naics = "813930"
slug = "813930"
title = "Labor Unions and Similar Labor Organizations"
level = "National industry"
employment = 1150
lq = 2.65

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

[aiOutlook.index]
value = 72
percentile = 73
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 72
source = "felten_aioe"

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

[[aiOutlook.index.components]]
percentile = 49
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.25
percentile = 37
band = "Moderate"
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 = 0.11538461538461539
beta = 0.5576923076923077
gamma = 1

[aiOutlook.bls]
growthPercent = 4.5
growthPercentile = 70
direction = "About average"
annualOpeningsThousands = 106.7
annualOpeningsPercentile = 95
employment2024Thousands = 1333.7
employment2034Thousands = 1393.5

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.9646872
percentile = 72
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 = 0.145778869882199
percentile = 49
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 = "Represent organizations before domestic or international regulatory agencies on major policy matters or decisions regarding company products."
usagePercent = 0.008524746414471117
importance = 4.36

[[aiOutlook.usageTasks]]
task = "Provide regulatory guidance to departments or development project teams regarding design, development, evaluation, or marketing of products."
usagePercent = 0.007189545168831061
importance = 4.3

[[aiOutlook.usageTasks]]
task = "Maintain current knowledge of relevant regulations, including proposed and final rules."
usagePercent = 0.005340804982560217
importance = 4.09

[[aiOutlook.usageTasks]]
task = "Participate in the development or implementation of clinical trial protocols."
usagePercent = 0.002978525855658583
importance = 3.91

[[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 = 3
taskCount = 7
totalSample = 279
autonomyMedian = 3
dominantCollaboration = "learning"
automationShare = 13.07
augmentationShare = 46.74
workUsePercent = 79.9
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "learning"
percent = 21.11

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 18.09

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

[[aiPlaybook.collaboration]]
label = "validation"
percent = 7.54

[[aiPlaybook.useCase]]
label = "work"
percent = 79.9

[[aiPlaybook.delegatedTasks]]
task = "Provide regulatory guidance to departments or development project teams regarding design, development, evaluation, or marketing of products."
usagePercent = 0.008101012626578323
collaboration = "learning"
autonomyMedian = 4
sampleCount = 81

[[aiPlaybook.delegatedTasks]]
task = "Review materials such as marketing literature or user manuals to ensure that regulatory agency requirements are met."
usagePercent = 0.0077009626203275415
collaboration = "directive"
autonomyMedian = 3
sampleCount = 77

[[aiPlaybook.delegatedTasks]]
task = "Represent organizations before domestic or international regulatory agencies on major policy matters or decisions regarding company products."
usagePercent = 0.004100512564070509
autonomyMedian = 3
sampleCount = 41

[[aiPlaybook.boundaryTasks]]
task = "Represent organizations before domestic or international regulatory agencies on major policy matters or decisions regarding company products."
humanNeededPercent = 97.5609756097561
sampleCount = 41

[[aiPlaybook.boundaryTasks]]
task = "Provide regulatory guidance to departments or development project teams regarding design, development, evaluation, or marketing of products."
humanNeededPercent = 90.12345679012346
sampleCount = 81

[[aiPlaybook.boundaryTasks]]
task = "Review materials such as marketing literature or user manuals to ensure that regulatory agency requirements are met."
humanNeededPercent = 89.6103896103896
sampleCount = 77

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to provide regulatory guidance to departments or development project teams regarding design, development, evaluation, or marketing of products, then check my work as I try it myself."
collaboration = "learning"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: review materials such as marketing literature or user manuals to ensure that regulatory agency requirements are met. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Help me with this part of my job: represent organizations before domestic or international regulatory agencies on major policy matters or decisions regarding company products"

[counts]
tasks = 27
skills = 45
capabilities = 120
tools = 67
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "8794e2897e612064"

[[tasks]]
text = "Develop regulatory strategies and implementation plans for the preparation and submission of new products."
type = "Core"
iwa = "4.A.2.b.4.a"

[[tasks]]
text = "Review all regulatory agency submission materials to ensure timeliness, accuracy, comprehensiveness, or compliance with regulatory standards."
type = "Core"
iwa = "4.A.2.a.3.a"

[[tasks]]
text = "Direct the preparation and submission of regulatory agency applications, reports, or correspondence."
type = "Core"
iwa = "4.A.4.b.4.g"

[[tasks]]
text = "Investigate product complaints and prepare documentation and submissions to appropriate regulatory agencies as necessary."
type = "Core"
iwa = "4.A.3.b.6.n"

[[tasks]]
text = "Provide responses to regulatory agencies regarding product information or issues."
type = "Core"
iwa = "4.A.4.b.1.c"

[[tasks]]
text = "Represent organizations before domestic or international regulatory agencies on major policy matters or decisions regarding company products."
type = "Core"
iwa = "4.A.4.b.1.c"

[[tasks]]
text = "Provide regulatory guidance to departments or development project teams regarding design, development, evaluation, or marketing of products."
type = "Core"
iwa = "4.A.4.b.6.h"

[[tasks]]
text = "Manage activities such as audits, regulatory agency inspections, or product recalls."
type = "Core"
iwa = "4.A.4.b.4.g"

[[tasks]]
text = "Communicate regulatory information to multiple departments and ensure that information is interpreted correctly."
type = "Core"
iwa = "4.A.4.a.1.b"

[[tasks]]
text = "Maintain current knowledge of relevant regulations, including proposed and final rules."
type = "Core"
iwa = "4.A.2.b.3.a"

[[tasks]]
text = "Formulate or implement regulatory affairs policies and procedures to ensure that regulatory compliance is maintained or enhanced."
type = "Core"
iwa = "4.A.2.b.1.i"

[[tasks]]
text = "Direct documentation efforts to ensure compliance with domestic and international regulations and standards."
type = "Core"
iwa = "4.A.4.b.1.g"

[[emergingTasks]]
text = "Develop and review regulatory strategies, development plans, and implementation plans for the preparation and submission of new products."

[[activities]]
name = "Manage control system activities in organizations."
iwa = "4.A.4.b.4.g"

[[activities]]
name = "Implement organizational process or policy changes."
iwa = "4.A.2.b.1.i"

[[activities]]
name = "Develop organizational policies or programs."
iwa = "4.A.2.b.4.a"

[[activities]]
name = "Develop operating strategies, plans, or procedures."
iwa = "4.A.2.b.4.a"

[[activities]]
name = "Advise others on legal or regulatory compliance matters."
iwa = "4.A.4.b.6.h"

[[activities]]
name = "Communicate organizational policies and procedures."
iwa = "4.A.4.a.1.b"

[[activities]]
name = "Develop organizational goals or objectives."
iwa = "4.A.2.b.2.v"

[[activities]]
name = "Prepare staff schedules or work assignments."
iwa = "4.A.4.b.1.f"

[[activities]]
name = "Prepare operational budgets."
iwa = "4.A.4.b.4.h"

[[activities]]
name = "Monitor organizational procedures to ensure proper functioning."
iwa = "4.A.1.a.2.b"

[[activities]]
name = "Prepare reports related to compliance matters."
iwa = "4.A.3.b.6.n"

[[activities]]
name = "Maintain regulatory or compliance documentation."
iwa = "4.A.3.b.6.n"

[[activities]]
name = "Maintain knowledge of current developments in area of expertise."
iwa = "4.A.2.b.3.a"

[[activities]]
name = "Monitor external affairs or events affecting business operations."
iwa = "4.A.1.a.2.h"

[[activities]]
name = "Develop organizational methods or procedures."
iwa = "4.A.2.b.4.a"

[[activities]]
name = "Coordinate with external parties to exchange information."
iwa = "4.A.4.b.1.c"

[[activities]]
name = "Represent the organization in external relations."
iwa = "4.A.4.b.1.c"

[[activities]]
name = "Review documents or materials for compliance with policies or regulations."
iwa = "4.A.2.a.3.a"

[[activities]]
name = "Examine marketing materials to ensure compliance with policies or regulations."
iwa = "4.A.2.a.3.a"

[[activities]]
name = "Conduct employee training programs."
iwa = "4.A.4.b.3.d"

[[activities]]
name = "Confer with organizational members to accomplish work activities."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Evaluate potential of products, technologies, or resources."
iwa = "4.A.2.a.1.g"

[[activities]]
name = "Coordinate operational activities with external stakeholders."
iwa = "4.A.4.b.1.c"

[[activities]]
name = "Establish interpersonal business relationships to facilitate work activities."
iwa = "4.A.4.a.4.a"

[[activities]]
name = "Evaluate environmental impact of operational or development activities."
iwa = "4.A.1.a.1.j"

[[activities]]
name = "Monitor organizational compliance with regulations."
iwa = "4.A.1.a.2.k"

[[activities]]
name = "Coordinate regulatory documentation activities."
iwa = "4.A.4.b.1.g"

[[activities]]
name = "Manage documentation to ensure organization or accuracy."
iwa = "4.A.4.b.1.g"

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.57

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 4.25

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

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

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

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

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

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

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

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 3.96

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

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

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3.75

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

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

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

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

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.7

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

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.62

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.5

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Biology"
family = "knowledge"
value = 3.39

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

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

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

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.09

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.04

[[capabilities]]
name = "Chemistry"
family = "knowledge"
value = 3.04

[[capabilities]]
name = "Learning Strategies"
family = "essential_skill"
value = 3

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

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

[[capabilities]]
name = "Management of Personnel Resources"
family = "transferable_skill"
value = 3

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "IBM Notes"
type = "Specialized Skill"

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

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

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

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

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

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

[[skills]]
name = "Finger Dexterity"
type = "Common 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 = "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 Windows"
category = "Operating system software"
hot = true
inDemand = false

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

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

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

[[tools]]
example = "Tableau"
category = "Business intelligence and data analysis software"
hot = true
inDemand = false

[[tools]]
example = "Adlib Express"
category = "Document management software"
hot = false
inDemand = false

[[tools]]
example = "Analyse-it"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Aris Global Register"
category = "Compliance software"
hot = false
inDemand = false

[[tools]]
example = "Axway eSubmissions"
category = "Document management software"
hot = false
inDemand = false

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

[[tools]]
example = "Datafarm a-Pulse"
category = "Document management software"
hot = false
inDemand = false

[[tools]]
example = "Datafarm eCTDGatekeeper"
category = "Document management software"
hot = false
inDemand = false

[[tools]]
example = "Datafarm eCTDViewer"
category = "Document management software"
hot = false
inDemand = false

[[tools]]
example = "Datafarm S-Cubed"
category = "Document management software"
hot = false
inDemand = false

[[tools]]
example = "Dialog DialogLink"
category = "Information retrieval or search software"
hot = false
inDemand = false

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

[[tools]]
example = "DoubleBridge ROSETTA Phoenix eCTD Viewer"
category = "Document management software"
hot = false
inDemand = false

[[tools]]
example = "DoubleBridge ROSETTA Pyramid"
category = "Document management software"
hot = false
inDemand = false

[[tools]]
example = "DoubleBridge ROSETTA Sceptre"
category = "Document management software"
hot = false
inDemand = false

[[tools]]
example = "DoubleBridge ROSETTA Scribe"
category = "Document management software"
hot = false
inDemand = false

[[tools]]
example = "Electronic common technical document eCTD software"
category = "Document management software"
hot = false
inDemand = false

[[tools]]
example = "Electronic common technical document eCTD validating software"
category = "Document management software"
hot = false
inDemand = false

[[tools]]
example = "Electronic common technical document eCTD viewing software"
category = "Document management software"
hot = false
inDemand = false

[[tools]]
example = "Electronic document management system EDMS"
category = "Document management software"
hot = false
inDemand = false

[[tools]]
example = "Enterprise content management ECM software"
category = "Document management software"
hot = false
inDemand = false

[[tools]]
example = "Extedo DOCvalidator"
category = "Document management software"
hot = false
inDemand = false

[[tools]]
example = "Extedo eCTDmanager Suite"
category = "Document management software"
hot = false
inDemand = false

[[tools]]
example = "Extedo PLmanager"
category = "Document management software"
hot = false
inDemand = false

[[tools]]
example = "GlobalSubmit REVIEW"
category = "Document management software"
hot = false
inDemand = false

[[tools]]
example = "GlobalSubmit VALIDATE"
category = "Document management software"
hot = false
inDemand = false

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

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

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.65

[[workContext]]
name = "Spend Time Sitting"
value = 4.64

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.59

[[workContext]]
name = "Telephone Conversations"
value = 4.5

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.35

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.22

[[workContext]]
name = "Contact With Others"
value = 4.17

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 4.04

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.04

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.04

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.96

[[workContext]]
name = "Time Pressure"
value = 3.65

[[workContext]]
name = "Frequency of Decision Making"
value = 3.61

[[workContext]]
name = "Written Letters and Memos"
value = 3.45

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.43

[[workContext]]
name = "Level of Competition"
value = 3.3

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.22

[[workContext]]
name = "Conflict Situations"
value = 2.96

[[workContext]]
name = "Consequence of Error"
value = 2.91

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.87

[[workContext]]
name = "Physical Proximity"
value = 2.7

[[workContext]]
name = "Public Speaking"
value = 2.43

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.36

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.3

[[workContext]]
name = "Degree of Automation"
value = 2

[[workContext]]
name = "Health and Safety of Other Workers"
value = 1.91

[[workContext]]
name = "Spend Time Standing"
value = 1.61

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 1.57

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 1.5

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 1.43

[[workContext]]
name = "Exposed to Contaminants"
value = 1.36

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.35

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 1.3

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.26

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 1.26

[[workContext]]
name = "Exposed to Disease or Infections"
value = 1.22

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 1.22

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.17

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.13

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

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 6.55

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 6.33

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 6

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.67

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

[[personFit]]
name = "Law"
family = "specific_interest_area"
value = 4.76

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 4.65

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

[[personFit]]
name = "Public Speaking"
family = "specific_interest_area"
value = 3.53

[[personFit]]
name = "Politics"
family = "specific_interest_area"
value = 3.25

[[personFit]]
name = "Business Initiatives"
family = "specific_interest_area"
value = 3.07

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

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.99

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 2.89

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.65

[[relatedRoles]]
socCode = "13-1041.07"
slug = "role-13-1041-07"
title = "Regulatory Affairs Specialists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "11-9199.02"
slug = "role-11-9199-02"
title = "Compliance Managers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "13-1041.01"
slug = "role-13-1041-01"
title = "Environmental Compliance Inspectors"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "15-2051.02"
slug = "role-15-2051-02"
title = "Clinical Data Managers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "13-2054.00"
slug = "role-13-2054-00"
title = "Financial Risk Specialists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "11-3012.00"
slug = "role-11-3012-00"
title = "Administrative Services Managers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "11-3051.01"
slug = "role-11-3051-01"
title = "Quality Control Systems Managers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "13-1082.00"
slug = "role-13-1082-00"
title = "Project Management Specialists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "13-1041.00"
slug = "role-13-1041-00"
title = "Compliance Officers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "11-9121.00"
slug = "role-11-9121-00"
title = "Natural Sciences Managers"
tier = "Supplemental"

[[relatedRoles]]
socCode = "11-1011.00"
slug = "role-11-1011-00"
title = "Chief Executives"
tier = "Supplemental"

[[careerClusters]]
cluster = "Arts, Entertainment, & Design"
slug = "arts-entertainment-design"

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

[[careerClusters]]
cluster = "Public Service & Safety"
slug = "public-service-safety"

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

[[studyPrograms]]
title = "Health Professions and Related Programs"
slug = "health-professions-and-related-programs"

[[studyPrograms]]
title = "History"
slug = "history"

[[studyPrograms]]
title = "Homeland Security, Law Enforcement, Firefighting and Related Protective Services"
slug = "homeland-security-law-enforcement-firefighting-and-related-protective-services"

[[studyPrograms]]
title = "Library Science"
slug = "library-science"

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

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

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

[[studyPrograms]]
title = "Public Administration and Social Service Professions"
slug = "public-administration-and-social-service-professions"

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

[[studyPrograms]]
title = "Theology and Religious Vocations"
slug = "theology-and-religious-vocations"

[[studyPrograms]]
title = "Visual and Performing Arts"
slug = "visual-and-performing-arts"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.25
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.9646872
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.9635357
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.9099647
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
