entityType = "role"
schemaVersion = "role.v1"
slug = "role-13-1041-07"
socCode = "13-1041.07"
title = "Regulatory Affairs Specialists"
summary = "Coordinate and document internal regulatory processes, such as internal audits, inspections, license renewals, or registrations. May compile and prepare materials for submission to regulatory agencies."
aliases = ["Regulatory Affairs Associate (RA Associate)", "Regulatory Affairs Consultant (RA Consultant)", "Regulatory Affairs Specialist (RA Specialist)", "Regulatory Engineer", "Drug Regulatory Affairs Specialist", "Regulatory Affairs Analyst (RA Analyst)", "Regulatory Affairs Strategist (RA Strategist)", "Regulatory Services Consultant", "Regulatory Specialist", "Regulatory Submissions Associate", "Anti Money Laundering Compliance Analyst (AML Compliance Analyst)", "CMC Regulatory Affairs Manager (Chemistry, Manufacturing, and Controls Regulatory Affairs Manager)"]

[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 = 80

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 10

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 5

[[preparation.educationDistribution]]
label = "Post-Doctoral Training"
percentage = 5

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

[market]
medianWage = 78420
meanWage = 84980
pct10Wage = 46230
pct25Wage = 59130
pct75Wage = 104800
pct90Wage = 130030
employment = 397770
areaTitle = "U.S."

[industries]
count = 52

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 46410
medianWage = 79920
lq = 2.89

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 38020
medianWage = 90990
lq = 1.37

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 32070
medianWage = 68590
lq = 0.54

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 22870
medianWage = 89740
lq = 3.16

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 18660
medianWage = 60800
lq = 0.8

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 18630
medianWage = 85040
lq = 0.57

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 15080
medianWage = 74650
lq = 0.43

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 14480
medianWage = 63430
lq = 0.76

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 10460
medianWage = 80660
lq = 0.67

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 7260
medianWage = 56880
lq = 1.06

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 7040
medianWage = 65310
lq = 1.15

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 6310
medianWage = 92300
lq = 0.84

[[industries.concentrated]]
naics = "221111"
slug = "221111"
title = "Hydroelectric Power Generation"
level = "National industry"
employment = 130
lq = 7.37

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 5750
lq = 4.96

[[industries.concentrated]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 600
lq = 3.26

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 22870
lq = 3.16

[[industries.concentrated]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 46410
lq = 2.89

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 4180
lq = 2.8

[[industries.concentrated]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 790
lq = 1.8

[[industries.concentrated]]
naics = "623220"
slug = "623220"
title = "Residential Mental Health and Substance Abuse Facilities"
level = "National industry"
employment = 1070
lq = 1.6

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

[aiOutlook.index]
value = 74
percentile = 75
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

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

[[aiOutlook.index.components]]
percentile = 91
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 67
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.08
percentile = 26
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 = 0.08928571428571427
beta = 0.5357142857142857
gamma = 0.9821428571428571

[aiOutlook.bls]
growthPercent = 3
growthPercentile = 51
direction = "About average"
annualOpeningsThousands = 33.3
annualOpeningsPercentile = 86
employment2024Thousands = 418
employment2034Thousands = 430.3

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.6981205
percentile = 64
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 = 0.9821428571428571
percentile = 91
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 = 0.19911368668287543
percentile = 67
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 = "Prepare responses to customer requests for information, such as product data, written regulatory affairs statements, surveys, or questionnaires."
usagePercent = 0.04190477755547248
importance = 2.94

[[aiOutlook.usageTasks]]
task = "Interpret regulatory rules or rule changes and ensure that they are communicated through corporate policies and procedures."
usagePercent = 0.009757239871985013
importance = 4.44

[[aiOutlook.usageTasks]]
task = "Advise project teams on subjects such as premarket regulatory requirements, export and labeling requirements, or clinical study compliance issues."
usagePercent = 0.007497668533209536
importance = 4.35

[[aiOutlook.usageTasks]]
task = "Obtain and distribute updated information regarding domestic or international laws, guidelines, or standards."
usagePercent = 0.004211019313172479
importance = 3.45

[[aiOutlook.usageTasks]]
task = "Review clinical protocols to ensure collection of data needed for regulatory submissions."
usagePercent = 0.004005603736920163
importance = 4

[[aiOutlook.usageTasks]]
task = "Determine regulations or procedures related to the management, collection, reuse, recovery, or recycling of packaging waste."
usagePercent = 0.002567694703153951
importance = 2.29

[[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 = 6
totalSample = 299
autonomyMedian = 3
dominantCollaboration = "directive"
automationShare = 39.74
augmentationShare = 50
workUsePercent = 62.82
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 39.74

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 26.07

[[aiPlaybook.collaboration]]
label = "learning"
percent = 23.93

[[aiPlaybook.useCase]]
label = "work"
percent = 62.82

[[aiPlaybook.useCase]]
label = "personal"
percent = 32.05

[[aiPlaybook.delegatedTasks]]
task = "Interpret regulatory rules or rule changes and ensure that they are communicated through corporate policies and procedures."
usagePercent = 0.008901112639079885
collaboration = "learning"
autonomyMedian = 3
sampleCount = 89

[[aiPlaybook.delegatedTasks]]
task = "Prepare responses to customer requests for information, such as product data, written regulatory affairs statements, surveys, or questionnaires."
usagePercent = 0.008301037629703713
collaboration = "task iteration"
autonomyMedian = 3
sampleCount = 83

[[aiPlaybook.delegatedTasks]]
task = "Obtain and distribute updated information regarding domestic or international laws, guidelines, or standards."
usagePercent = 0.006200775096887111
collaboration = "directive"
autonomyMedian = 3
sampleCount = 62

[[aiPlaybook.boundaryTasks]]
task = "Obtain and distribute updated information regarding domestic or international laws, guidelines, or standards."
humanNeededPercent = 100
sampleCount = 62

[[aiPlaybook.boundaryTasks]]
task = "Prepare responses to customer requests for information, such as product data, written regulatory affairs statements, surveys, or questionnaires."
humanNeededPercent = 97.59036144578313
sampleCount = 83

[[aiPlaybook.boundaryTasks]]
task = "Interpret regulatory rules or rule changes and ensure that they are communicated through corporate policies and procedures."
humanNeededPercent = 93.25842696629213
sampleCount = 89

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to interpret regulatory rules or rule changes and ensure that they are communicated through corporate policies and procedures, then check my work as I try it myself."
collaboration = "learning"

[[aiPlaybook.seedPrompts]]
prompt = "Let's work through this together, step by step: prepare responses to customer requests for information, such as product data, written regulatory affairs statements, surveys, or questionnaires. I'll give feedback as we go."
collaboration = "task iteration"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: obtain and distribute updated information regarding domestic or international laws, guidelines, or standards. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 30
skills = 49
capabilities = 120
tools = 34
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "280b38e7b52052ad"

[[tasks]]
text = "Coordinate efforts associated with the preparation of regulatory documents or submissions."
type = "Core"
iwa = "4.A.4.b.1.g"

[[tasks]]
text = "Communicate with regulatory agencies regarding pre-submission strategies, potential regulatory pathways, compliance test requirements, or clarification and follow-up of submissions under review."
type = "Core"
iwa = "4.A.1.a.1.q"

[[tasks]]
text = "Prepare or direct the preparation of additional information or responses as requested by regulatory agencies."
type = "Core"
iwa = "4.A.4.b.1.g"

[[tasks]]
text = "Coordinate, prepare, or review regulatory submissions for domestic or international projects."
type = "Core"
iwa = "4.A.3.b.6.n"

[[tasks]]
text = "Prepare or maintain technical files as necessary to obtain and sustain product approval."
type = "Core"
iwa = "4.A.3.b.6.n"

[[tasks]]
text = "Interpret regulatory rules or rule changes and ensure that they are communicated through corporate policies and procedures."
type = "Core"
iwa = "4.A.4.a.1.b"

[[tasks]]
text = "Determine the types of regulatory submissions or internal documentation that are required in situations such as proposed device changes or labeling changes."
type = "Core"
iwa = "4.A.2.a.4.i"

[[tasks]]
text = "Coordinate recall or market withdrawal activities as necessary."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Advise project teams on subjects such as premarket regulatory requirements, export and labeling requirements, or clinical study compliance issues."
type = "Core"
iwa = "4.A.4.b.6.h"

[[tasks]]
text = "Review adverse drug reactions and file all related reports in accordance with regulatory agency guidelines."
type = "Core"
iwa = "4.A.2.a.3.a"

[[tasks]]
text = "Review product promotional materials, labeling, batch records, specification sheets, or test methods for compliance with applicable regulations and policies."
type = "Core"
iwa = "4.A.2.a.3.a"

[[tasks]]
text = "Identify relevant guidance documents, international standards, or consensus standards."
type = "Core"
iwa = "4.A.2.a.2.c"

[[emergingTasks]]
text = "Develop regulatory strategies for products."

[[activities]]
name = "Obtain documentation to authorize activities."
iwa = "4.A.1.a.1.q"

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

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

[[activities]]
name = "Explain regulations, policies, or procedures."
iwa = "4.A.4.a.1.b"

[[activities]]
name = "Examine product information to ensure compliance with regulations."
iwa = "4.A.2.a.3.a"

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

[[activities]]
name = "Maintain data in information systems or databases."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Evaluate applicable laws and regulations to determine impact on organizational activities."
iwa = "4.A.2.a.4.i"

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

[[activities]]
name = "Update knowledge of legal or regulatory environments."
iwa = "4.A.2.b.3.a"

[[activities]]
name = "Examine financial records or processes."
iwa = "4.A.2.a.3.c"

[[activities]]
name = "Correspond with customers to answer questions or resolve complaints."
iwa = "4.A.4.a.8.c"

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

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

[[activities]]
name = "Oversee business processes."
iwa = "4.A.4.b.4.j"

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

[[activities]]
name = "Analyze environmental regulations to ensure organizational compliance."
iwa = "4.A.2.a.4.i"

[[activities]]
name = "Compile technical information or documentation."
iwa = "4.A.2.a.2.c"

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

[[activities]]
name = "Communicate with government agencies."
iwa = "4.A.4.b.1.c"

[[activities]]
name = "Investigate system, equipment, or product failures."
iwa = "4.A.1.a.1.v"

[[activities]]
name = "Analyze data to identify or resolve operational problems."
iwa = "4.A.2.a.4.g"

[[activities]]
name = "Recommend changes or corrective procedures."
iwa = "4.A.4.b.6.e"

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

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

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

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 4.1

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

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

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

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

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

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

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

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.88

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

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

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.88

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

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

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

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

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.62

[[capabilities]]
name = "Biology"
family = "knowledge"
value = 3.45

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

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.37

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.25

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

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.17

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

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

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

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

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

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

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

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

[[capabilities]]
name = "Mathematical Reasoning"
family = "ability"
value = 3

[[capabilities]]
name = "Management of Personnel Resources"
family = "transferable_skill"
value = 2.88

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

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

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

[[skills]]
name = "Reading Comprehension"
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 = "Information Ordering"
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 = "Biology"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Geography"
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 = "Microsoft Word"
category = "Word processing 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 SQL Server"
category = "Data base user interface and query software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Visio"
category = "Process mapping and design software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Visual Basic"
category = "Development environment 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 = "Yardi software"
category = "Data base user interface and query software"
hot = true
inDemand = false

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

[[tools]]
example = "Atrion Intelligent Authoring"
category = "Document management software"
hot = false
inDemand = false

[[tools]]
example = "DataVision"
category = "Data base reporting software"
hot = false
inDemand = false

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

[[tools]]
example = "Fund accounting software"
category = "Accounting software"
hot = false
inDemand = false

[[tools]]
example = "Healthcare common procedure coding system HCPCS"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Human resource management software HRMS"
category = "Human resources software"
hot = false
inDemand = false

[[tools]]
example = "Integrated development environment IDE software"
category = "Development environment software"
hot = false
inDemand = false

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

[[tools]]
example = "McAfee"
category = "Transaction security and virus protection software"
hot = false
inDemand = false

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

[[tools]]
example = "Microsoft Dynamics"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

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

[[tools]]
example = "NortonLifeLock cybersecurity software"
category = "Transaction security and virus protection software"
hot = false
inDemand = false

[[tools]]
example = "Qlik Tech QlikView"
category = "Business intelligence and data analysis software"
hot = false
inDemand = false

[[tools]]
example = "Relational database management software"
category = "Data base management system software"
hot = false
inDemand = false

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

[[tools]]
example = "Tax software"
category = "Accounting software"
hot = false
inDemand = false

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

[[workContext]]
name = "E-Mail"
value = 4.95

[[workContext]]
name = "Spend Time Sitting"
value = 4.9

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.47

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.45

[[workContext]]
name = "Telephone Conversations"
value = 4.42

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.42

[[workContext]]
name = "Contact With Others"
value = 4.2

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.15

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.9

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.8

[[workContext]]
name = "Time Pressure"
value = 3.75

[[workContext]]
name = "Written Letters and Memos"
value = 3.58

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.55

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.45

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.3

[[workContext]]
name = "Physical Proximity"
value = 3.2

[[workContext]]
name = "Frequency of Decision Making"
value = 3.15

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3

[[workContext]]
name = "Level of Competition"
value = 3

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.85

[[workContext]]
name = "Conflict Situations"
value = 2.85

[[workContext]]
name = "Consequence of Error"
value = 2.8

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.5

[[workContext]]
name = "Public Speaking"
value = 2.4

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.35

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

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 1.9

[[workContext]]
name = "Spend Time Standing"
value = 1.74

[[workContext]]
name = "Degree of Automation"
value = 1.7

[[workContext]]
name = "Health and Safety of Other Workers"
value = 1.6

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.45

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.35

[[workContext]]
name = "Exposed to Contaminants"
value = 1.32

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.26

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.25

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 1.2

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 1.2

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 1.17

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.16

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.16

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 6.32

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 5.2

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

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 4.46

[[personFit]]
name = "Law"
family = "specific_interest_area"
value = 4.2

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 4

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 3.43

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 3.32

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

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 2.92

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 2.62

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.5

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 2.2

[[personFit]]
name = "Human Resources"
family = "specific_interest_area"
value = 2.14

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 2.1

[[personFit]]
name = "Business Initiatives"
family = "specific_interest_area"
value = 2.03

[[relatedRoles]]
socCode = "11-9199.01"
slug = "role-11-9199-01"
title = "Regulatory Affairs Managers"
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 = "13-1041.04"
slug = "role-13-1041-04"
title = "Government Property Inspectors and Investigators"
tier = "Primary-Short"

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

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

[[relatedRoles]]
socCode = "15-1299.03"
slug = "role-15-1299-03"
title = "Document Management Specialists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "13-1041.06"
slug = "role-13-1041-06"
title = "Coroners"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "13-1041.03"
slug = "role-13-1041-03"
title = "Equal Opportunity Representatives and Officers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "13-1041.08"
slug = "role-13-1041-08"
title = "Customs Brokers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "29-9021.00"
slug = "role-29-9021-00"
title = "Health Information Technologists and Medical Registrars"
tier = "Supplemental"

[[careerClusters]]
cluster = "Energy & Natural Resources"
slug = "energy-natural-resources"

[[careerClusters]]
cluster = "Financial Services"
slug = "financial-services"

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

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

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

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.08
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.6981205
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.8251011
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.5718207
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
