entityType = "role"
schemaVersion = "role.v1"
slug = "role-43-5111-00"
socCode = "43-5111.00"
title = "Weighers, Measurers, Checkers, and Samplers, Recordkeeping"
summary = "Weigh, measure, and check materials, supplies, and equipment for the purpose of keeping relevant records. Duties are primarily clerical by nature. Includes workers who collect and keep record of samples of products or materials."
aliases = ["Fluid Operator", "Inventory Specialist", "Quality Assurance Inspector (QA Inspector)", "Temperature Taker", "Cycle Counter", "Scale Operator", "Supply Clerk", "Aircraft Shipping Checker", "Balance Weigher", "Bean Weigher", "Billet Checker", "Booking Prizer"]
emergingTasks = []
studyPrograms = []

[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 = "High School Diploma"
percentage = 49.95

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 21.5

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 19.49

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 4.99

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 3.56

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 0.51

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

[market]
medianWage = 45650
meanWage = 46660
pct10Wage = 34580
pct25Wage = 38650
pct75Wage = 53060
pct90Wage = 60120
employment = 49720
areaTitle = "U.S."

[industries]
count = 22

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 14010
medianWage = 51880
lq = 5.88

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 7840
medianWage = 44660
lq = 1.9

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 7470
medianWage = 39220
lq = 2.56

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 7190
medianWage = 43260
lq = 3.69

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 4910
medianWage = 43570
lq = 0.98

[[industries.top]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 2240
medianWage = 45940
lq = 12.11

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 1080
medianWage = 36900
lq = 1.26

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 860
medianWage = 44680
lq = 0.25

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 590
medianWage = 44770
lq = 0.23

[[industries.top]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 560
medianWage = 34020
lq = 4.1

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 480
medianWage = 51320
lq = 0.53

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 370
medianWage = 44950
lq = 0.05

[[industries.concentrated]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 2240
lq = 12.11

[[industries.concentrated]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 14010
lq = 5.88

[[industries.concentrated]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 320
lq = 5.82

[[industries.concentrated]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 560
lq = 4.1

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 7190
lq = 3.69

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 7470
lq = 2.56

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 7840
lq = 1.9

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 1080
lq = 1.26

[aiOutlook]
teleworkable = false
usageTasks = []

[aiOutlook.index]
value = 35
percentile = 33
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 43
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 37
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 26
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.95
percentile = 89
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 = 0.20689655172413793
beta = 0.29310344827586204
gamma = 0.3793103448275862

[aiOutlook.bls]
growthPercent = -4.8
growthPercentile = 13
direction = "Declining"
annualOpeningsThousands = 5.3
annualOpeningsPercentile = 50
employment2024Thousands = 49.8
employment2034Thousands = 47.4

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.1860789
percentile = 43
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 = 0.3793103448275862
percentile = 37
band = "Moderate"
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 = 0.0890664498841473
percentile = 26
band = "Low"
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.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 = 2
taskCount = 2
totalSample = 165
autonomyMedian = 2
dominantCollaboration = "directive"
automationShare = 66.67
augmentationShare = 18.79
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 66.67

[[aiPlaybook.collaboration]]
label = "learning"
percent = 18.79

[[aiPlaybook.useCase]]
label = "personal"
percent = 70.3

[[aiPlaybook.useCase]]
label = "coursework"
percent = 15.15

[[aiPlaybook.delegatedTasks]]
task = "Prepare measurement tables and conversion charts, using standard formulas."
usagePercent = 0.013201650206275783
collaboration = "directive"
autonomyMedian = 2
sampleCount = 132

[[aiPlaybook.delegatedTasks]]
task = "Weigh or measure materials, equipment, or products to maintain relevant records, using volume meters, scales, rules, or calipers."
usagePercent = 0.003300412551568946
collaboration = "directive"
autonomyMedian = 2
sampleCount = 33

[[aiPlaybook.boundaryTasks]]
task = "Weigh or measure materials, equipment, or products to maintain relevant records, using volume meters, scales, rules, or calipers."
humanNeededPercent = 100
sampleCount = 33

[[aiPlaybook.boundaryTasks]]
task = "Prepare measurement tables and conversion charts, using standard formulas."
humanNeededPercent = 98.48484848484848
sampleCount = 132

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: prepare measurement tables and conversion charts, using standard formulas. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: weigh or measure materials, equipment, or products to maintain relevant records, using volume meters, scales, rules, or calipers. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 18
skills = 40
capabilities = 120
tools = 20
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "facb6dd87132c923"

[[tasks]]
text = "Compare product labels, tags, or tickets, shipping manifests, purchase orders, and bills of lading to verify accuracy of shipment contents, quality specifications, or weights."
type = "Supplemental"
iwa = "4.A.1.b.2.j"

[[tasks]]
text = "Document quantity, quality, type, weight, test result data, and value of materials or products to maintain shipping, receiving, and production records and files."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Weigh or measure materials, equipment, or products to maintain relevant records, using volume meters, scales, rules, or calipers."
type = "Core"
iwa = "4.A.1.b.3.a"

[[tasks]]
text = "Collect or prepare measurement, weight, or identification labels and attach them to products."
type = "Core"
iwa = "4.A.1.b.1.a"

[[tasks]]
text = "Remove from stock products or loads not meeting quality standards, and notify supervisors or appropriate departments of discrepancies or shortages."
type = "Supplemental"
iwa = "4.A.4.a.2.c"

[[tasks]]
text = "Inspect products and examination records to determine the number of defects per worker and the reasons for examiners' rejections."
type = "Supplemental"
iwa = "4.A.1.b.2.f"

[[tasks]]
text = "Examine products or materials, parts, subassemblies, and packaging for damage, defects, or shortages, using specification sheets, gauges, and standards charts."
type = "Core"
iwa = "4.A.1.b.2.f"

[[tasks]]
text = "Store samples of finished products in labeled cartons and record their location."
type = "Supplemental"
iwa = "4.A.3.a.2.ak"

[[tasks]]
text = "Signal or instruct other workers to weigh, move, or check products."
type = "Core"
iwa = "4.A.4.b.1.b"

[[tasks]]
text = "Count or estimate quantities of materials, parts, or products received or shipped."
type = "Supplemental"
iwa = "4.A.1.b.2.f"

[[tasks]]
text = "Communicate with customers and vendors to exchange information regarding products, materials, and services."
type = "Supplemental"
iwa = "4.A.4.a.1.a"

[[tasks]]
text = "Fill orders for products and samples, following order tickets, and forward or mail items."
type = "Supplemental"
iwa = "4.A.3.a.2.ap"

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

[[activities]]
name = "Record production information."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Inspect shipments to ensure correct order fulfillment."
iwa = "4.A.1.b.2.j"

[[activities]]
name = "Count finished products or workpieces."
iwa = "4.A.1.b.2.f"

[[activities]]
name = "Calculate weights, volumes or other characteristics of materials."
iwa = "4.A.1.b.3.a"

[[activities]]
name = "Discuss goods or services information with customers or patrons."
iwa = "4.A.4.a.1.a"

[[activities]]
name = "Collect samples of materials or products for testing."
iwa = "4.A.3.a.2.b"

[[activities]]
name = "Prepare products for testing."
iwa = "4.A.3.a.2.au"

[[activities]]
name = "Unload materials or equipment."
iwa = "4.A.3.a.1.f"

[[activities]]
name = "Operate computers or computerized equipment."
iwa = "4.A.3.b.1.e"

[[activities]]
name = "Package objects for shipping."
iwa = "4.A.3.a.2.ap"

[[activities]]
name = "Send information, materials or documentation."
iwa = "4.A.4.c.1.e"

[[activities]]
name = "Sort materials or products."
iwa = "4.A.2.a.2.b"

[[activities]]
name = "Signal others to coordinate work activities."
iwa = "4.A.4.b.1.b"

[[activities]]
name = "Instruct staff in work policies or procedures."
iwa = "4.A.4.b.3.d"

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

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

[[activities]]
name = "Clean facilities or equipment."
iwa = "4.A.3.a.1.c"

[[activities]]
name = "Inspect items for damage or defects."
iwa = "4.A.1.b.2.f"

[[activities]]
name = "Deliver items."
iwa = "4.A.3.a.1.j"

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 4.11

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

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.7

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 3.38

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.38

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.38

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.25

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.25

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 3.25

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

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3.25

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.25

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.15

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

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

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.12

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

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.12

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

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.08

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.07

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3

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

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

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

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 3

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

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

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 3

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 3

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 3

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 2.88

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 2.88

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

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 2.88

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 2.88

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

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

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

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

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

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

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

[[skills]]
name = "Social Perceptiveness"
type = "Common 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 = "Microsoft Access"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Inventory management systems"
category = "Inventory management software"
hot = false
inDemand = true

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

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

[[tools]]
example = "Infor ERP Baan"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Infor XA"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Inventory software"
category = "Inventory management software"
hot = false
inDemand = false

[[tools]]
example = "Materials resource planning MRP software"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Oracle JD Edwards EnterpriseOne"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

[[tools]]
example = "Root cause analysis software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Warehouse management system WMS"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.61

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.52

[[workContext]]
name = "Contact With Others"
value = 4.42

[[workContext]]
name = "Time Pressure"
value = 4.26

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.19

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 4.17

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

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.03

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.98

[[workContext]]
name = "Spend Time Standing"
value = 3.83

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 3.8

[[workContext]]
name = "Telephone Conversations"
value = 3.7

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.62

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

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.54

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.52

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.52

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 3.45

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.44

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.41

[[workContext]]
name = "Physical Proximity"
value = 3.33

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.24

[[workContext]]
name = "E-Mail"
value = 3.13

[[workContext]]
name = "Frequency of Decision Making"
value = 3.11

[[workContext]]
name = "Exposed to Contaminants"
value = 3.09

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.05

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.02

[[workContext]]
name = "Consequence of Error"
value = 3.01

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.95

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.91

[[workContext]]
name = "Conflict Situations"
value = 2.87

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.87

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.73

[[workContext]]
name = "Written Letters and Memos"
value = 2.68

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.58

[[workContext]]
name = "Public Speaking"
value = 2.48

[[workContext]]
name = "Spend Time Sitting"
value = 2.36

[[workContext]]
name = "Degree of Automation"
value = 2.34

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.09

[[workContext]]
name = "Level of Competition"
value = 2.09

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 6.37

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.31

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 3.62

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 3

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.6

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 2.51

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.37

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.3

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 1.93

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

[[personFit]]
name = "Integrity"
family = "work_style"
value = 1.7

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 1.69

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 1.63

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 1.62

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 1.59

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 1.45

[[relatedRoles]]
socCode = "51-9061.00"
slug = "role-51-9061-00"
title = "Inspectors, Testers, Sorters, Samplers, and Weighers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "43-5071.00"
slug = "role-43-5071-00"
title = "Shipping, Receiving, and Inventory Clerks"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-7064.00"
slug = "role-53-7064-00"
title = "Packers and Packagers, Hand"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-7063.00"
slug = "role-53-7063-00"
title = "Machine Feeders and Offbearers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "53-7062.00"
slug = "role-53-7062-00"
title = "Laborers and Freight, Stock, and Material Movers, Hand"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-9111.00"
slug = "role-51-9111-00"
title = "Packaging and Filling Machine Operators and Tenders"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "45-2041.00"
slug = "role-45-2041-00"
title = "Graders and Sorters, Agricultural Products"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-5061.00"
slug = "role-43-5061-00"
title = "Production, Planning, and Expediting Clerks"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "45-4023.00"
slug = "role-45-4023-00"
title = "Log Graders and Scalers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "53-7065.00"
slug = "role-53-7065-00"
title = "Stockers and Order Fillers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-9021.00"
slug = "role-51-9021-00"
title = "Crushing, Grinding, and Polishing Machine Setters, Operators, and Tenders"
tier = "Supplemental"

[[relatedRoles]]
socCode = "51-9012.00"
slug = "role-51-9012-00"
title = "Separating, Filtering, Clarifying, Precipitating, and Still Machine Setters, Operators, and Tenders"
tier = "Supplemental"

[[careerClusters]]
cluster = "Advanced Manufacturing"
slug = "advanced-manufacturing"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.95
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.1860789
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.0036541
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.3528867
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
