entityType = "role"
schemaVersion = "role.v1"
slug = "role-43-4071-00"
socCode = "43-4071.00"
title = "File Clerks"
summary = "File correspondence, cards, invoices, receipts, and other records in alphabetical or numerical order or according to the filing system used. Locate and remove material from file when requested."
aliases = ["Clerk", "File Clerk", "Office Assistant", "Records Clerk", "Claims Clerk", "Clerk Typist", "Documentation Specialist", "Medical Records Clerk", "Police Records Clerk", "Records Custodian", "Admissions Clerk", "Blueprint Clerk"]
emergingTasks = []

[preparation]
jobZone = "2"
jobZoneName = "Job Zone 1-2: Very Little to Some Preparation Needed"
education = "Usually requires a high school diploma or GED, though some occupations may not."
experience = "Some occupations may need little or no previous experience; others require several months to a year of experience. For example, landscaping and groundskeeping workers might require very little training or previous experience, while agricultural equipment operators can benefit from on-the job training."
svpRange = "(Below 6.0)"

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 38.41

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 30.14

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 23.17

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 8.28

[educationLevel]
category = "High school diploma or equivalent"
slug = "high-school-diploma-or-equivalent"

[market]
medianWage = 41270
meanWage = 43700
pct10Wage = 29620
pct25Wage = 35120
pct75Wage = 50020
pct90Wage = 61080
employment = 78980
areaTitle = "U.S."

[industries]
count = 46

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 14770
medianWage = 40990
lq = 2.68

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 8360
medianWage = 37940
lq = 0.71

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 7070
medianWage = 38030
lq = 1.53

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 6430
medianWage = 45230
lq = 0.92

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 6050
medianWage = 41130
lq = 1.9

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 3940
medianWage = 36260
lq = 0.49

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 2870
medianWage = 46980
lq = 0.44

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 2480
medianWage = 38000
lq = 1.83

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 2300
medianWage = 38440
lq = 0.61

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 2290
medianWage = 43830
lq = 0.74

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 2220
medianWage = 38390
lq = 1.49

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 2170
medianWage = 41420
lq = 1.51

[[industries.concentrated]]
naics = "621310"
slug = "621310"
title = "Offices of Chiropractors"
level = "National industry"
employment = 240
lq = 3.21

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 14770
lq = 2.68

[[industries.concentrated]]
naics = "524210"
slug = "524210"
title = "Insurance Agencies and Brokerages"
level = "National industry"
employment = 1270
lq = 2.5

[[industries.concentrated]]
naics = "621320"
slug = "621320"
title = "Offices of Optometrists"
level = "National industry"
employment = 150
lq = 1.92

[[industries.concentrated]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 6050
lq = 1.9

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 2480
lq = 1.83

[[industries.concentrated]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 140
lq = 1.6

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 7070
lq = 1.53

[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 = 56
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 80
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 80
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.97
percentile = 94
band = "High"
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 = 0.6764705882352942
beta = 0.7941176470588235
gamma = 0.9117647058823529

[aiOutlook.bls]
growthPercent = -15.9
growthPercentile = 2
direction = "Declining"
annualOpeningsThousands = 7.3
annualOpeningsPercentile = 56
employment2024Thousands = 84.3
employment2034Thousands = 70.9

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.2839743
percentile = 56
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 = 0.9117647058823529
percentile = 80
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 = 0.25045785561747164
percentile = 80
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 = "Answer questions about records or files."
usagePercent = 0.07436043860333841
importance = 3.97

[[aiOutlook.usageTasks]]
task = "Scan or read incoming materials to determine how and where they should be classified or filed."
usagePercent = 0.004929973830055586
importance = 3.99

[[aiOutlook.usageTasks]]
task = "Design forms related to filing systems."
usagePercent = 0.0017460323981446867
importance = 3.55

[[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 = 1
taskCount = 3
totalSample = 176
autonomyMedian = 3
dominantCollaboration = "directive"
automationShare = 48.87
augmentationShare = 20.3
workUsePercent = 23.31
release = "2026-01-15-v4-plus-2025-03-27-v2"

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

[[aiPlaybook.collaboration]]
label = "learning"
percent = 20.3

[[aiPlaybook.collaboration]]
label = "none"
percent = 15.04

[[aiPlaybook.useCase]]
label = "personal"
percent = 72.93

[[aiPlaybook.useCase]]
label = "work"
percent = 23.31

[[aiPlaybook.delegatedTasks]]
task = "Answer questions about records or files."
usagePercent = 0.013301662707838478
collaboration = "directive"
autonomyMedian = 3
sampleCount = 133

[[aiPlaybook.boundaryTasks]]
task = "Answer questions about records or files."
humanNeededPercent = 93.98496240601504
sampleCount = 133

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: answer questions about records or files. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 19
skills = 43
capabilities = 120
tools = 14
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "1cd31c217a35eb5c"

[[tasks]]
text = "Perform general office activities, such as typing, answering telephones, operating office machines, processing mail, or securing confidential materials."
type = "Core"
iwa = "4.A.2.a.2.b"

[[tasks]]
text = "Keep records of materials filed or removed, using logbooks or computers and generate computerized reports."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Input data, such as file numbers, new or updated information, or document information codes into computer systems to support document and information retrieval."
type = "Supplemental"
iwa = "4.A.3.b.1.f"

[[tasks]]
text = "Gather materials to be filed from departments or employees."
type = "Core"
iwa = "4.A.2.a.2.c"

[[tasks]]
text = "Complete general financial activities, such as processing accounts payable, reviewing invoices, collecting cash payments, or issuing receipts."
type = "Supplemental"
iwa = "4.A.2.a.2.a"

[[tasks]]
text = "Track materials removed from files to ensure that borrowed files are returned."
type = "Supplemental"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Find, retrieve, and make copies of information from files in response to requests and deliver information to authorized users."
type = "Core"
iwa = "4.A.1.a.1.d"

[[tasks]]
text = "Add new material to file records or create new records as necessary."
type = "Core"
iwa = "4.A.4.c.1.a"

[[tasks]]
text = "Sort or classify information according to guidelines, such as content, purpose, user criteria, or chronological, alphabetical, or numerical order."
type = "Core"
iwa = "4.A.2.a.2.c"

[[tasks]]
text = "Scan or read incoming materials to determine how and where they should be classified or filed."
type = "Core"
iwa = "4.A.1.a.1.b"

[[tasks]]
text = "Eliminate outdated or unnecessary materials, destroying them or transferring them to inactive storage, according to file maintenance guidelines or legal requirements."
type = "Core"
iwa = "4.A.3.a.2.ak"

[[tasks]]
text = "Answer questions about records or files."
type = "Core"
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Enter information into databases or software programs."
iwa = "4.A.3.b.1.f"

[[activities]]
name = "Sort mail."
iwa = "4.A.2.a.2.b"

[[activities]]
name = "Operate office equipment."
iwa = "4.A.3.a.3.a"

[[activities]]
name = "Type documents."
iwa = "4.A.4.c.1.a"

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

[[activities]]
name = "Search files, databases or reference materials to obtain needed information."
iwa = "4.A.1.a.1.d"

[[activities]]
name = "Provide information to coworkers."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Verify accuracy of financial or transactional data."
iwa = "4.A.2.a.2.a"

[[activities]]
name = "File documents or records."
iwa = "4.A.4.c.1.a"

[[activities]]
name = "Track goods or materials."
iwa = "4.A.1.a.2.b"

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

[[activities]]
name = "Read materials to determine needed actions."
iwa = "4.A.1.a.1.b"

[[activities]]
name = "Store items."
iwa = "4.A.3.a.2.ak"

[[activities]]
name = "Attach identification information to products, items or containers."
iwa = "4.A.1.b.1.a"

[[activities]]
name = "Develop data analysis or data management procedures."
iwa = "4.A.3.b.2.f"

[[activities]]
name = "Examine documents to verify adherence to requirements."
iwa = "4.A.2.a.3.a"

[[activities]]
name = "Store records or related materials."
iwa = "4.A.3.a.2.ak"

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 4.51

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.32

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 4.25

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.24

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

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 4

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 4

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

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

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

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.5

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3.38

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

[[capabilities]]
name = "Law and Government"
family = "knowledge"
value = 3.36

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.33

[[capabilities]]
name = "Telecommunications"
family = "knowledge"
value = 3.28

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

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.25

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.21

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.12

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.12

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.12

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3

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

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 2.88

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 2.88

[[capabilities]]
name = "Originality"
family = "ability"
value = 2.88

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 2.88

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 2.75

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Medical Software"
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 Word"
category = "Word processing software"
hot = true
inDemand = true

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

[[tools]]
example = "Intuit QuickBooks"
category = "Accounting software"
hot = true
inDemand = false

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

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

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

[[tools]]
example = "Microsoft Windows"
category = "Operating system software"
hot = true
inDemand = false

[[tools]]
example = "Electronic filing software"
category = "Filesystem software"
hot = false
inDemand = false

[[tools]]
example = "Electronic health record EHR software"
category = "Medical software"
hot = false
inDemand = false

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

[[tools]]
example = "Optical scanning software"
category = "Optical character reader OCR or scanning software"
hot = false
inDemand = false

[[workContext]]
name = "Telephone Conversations"
value = 5

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.78

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

[[workContext]]
name = "E-Mail"
value = 4.21

[[workContext]]
name = "Spend Time Sitting"
value = 4.18

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.16

[[workContext]]
name = "Time Pressure"
value = 4.15

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.11

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 4.06

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.02

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.89

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.76

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.43

[[workContext]]
name = "Written Letters and Memos"
value = 3.39

[[workContext]]
name = "Frequency of Decision Making"
value = 3.2

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.19

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

[[workContext]]
name = "Physical Proximity"
value = 2.97

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 2.92

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

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.88

[[workContext]]
name = "Conflict Situations"
value = 2.86

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.63

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.58

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.49

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.45

[[workContext]]
name = "Spend Time Standing"
value = 2.37

[[workContext]]
name = "Degree of Automation"
value = 2.02

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 1.98

[[workContext]]
name = "Level of Competition"
value = 1.9

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.83

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 1.79

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 1.77

[[workContext]]
name = "Public Speaking"
value = 1.66

[[workContext]]
name = "Exposed to Disease or Infections"
value = 1.58

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 1.52

[[workContext]]
name = "Exposed to Contaminants"
value = 1.44

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.43

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 1.24

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.22

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

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 6.68

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.53

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 2.41

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.25

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.05

[[personFit]]
name = "Law"
family = "specific_interest_area"
value = 2

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 1.82

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 1.76

[[personFit]]
name = "Human Resources"
family = "specific_interest_area"
value = 1.71

[[personFit]]
name = "Integrity"
family = "work_style"
value = 1.66

[[personFit]]
name = "Health Care Service"
family = "specific_interest_area"
value = 1.62

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 1.53

[[personFit]]
name = "Finance"
family = "specific_interest_area"
value = 1.42

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 1.38

[[personFit]]
name = "Personal Service"
family = "specific_interest_area"
value = 1.33

[[relatedRoles]]
socCode = "43-9021.00"
slug = "role-43-9021-00"
title = "Data Entry Keyers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-2072.00"
slug = "role-29-2072-00"
title = "Medical Records Specialists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "43-9061.00"
slug = "role-43-9061-00"
title = "Office Clerks, General"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "43-4021.00"
slug = "role-43-4021-00"
title = "Correspondence Clerks"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "43-9022.00"
slug = "role-43-9022-00"
title = "Word Processors and Typists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "43-3031.00"
slug = "role-43-3031-00"
title = "Bookkeeping, Accounting, and Auditing Clerks"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "43-3021.00"
slug = "role-43-3021-00"
title = "Billing and Posting Clerks"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-5053.00"
slug = "role-43-5053-00"
title = "Postal Service Mail Sorters, Processors, and Processing Machine Operators"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-3051.00"
slug = "role-43-3051-00"
title = "Payroll and Timekeeping Clerks"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "43-9111.00"
slug = "role-43-9111-00"
title = "Statistical Assistants"
tier = "Supplemental"

[[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"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.97
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.2839743
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.5374383
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.2403003
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
