entityType = "role"
schemaVersion = "role.v1"
slug = "role-43-5061-00"
socCode = "43-5061.00"
title = "Production, Planning, and Expediting Clerks"
summary = "Coordinate and expedite the flow of work and materials within or between departments of an establishment according to production schedule. Duties include reviewing and distributing production, work, and shipment schedules; conferring with department supervisors to determine progress of work and completion dates; and compiling reports on progress of work, inventory levels, costs, and production problems."
aliases = ["Expeditor", "Materials Planner", "Production Planner", "Production Scheduler", "Inventory Control Specialist", "Material Requirements Planner (MRP)", "Materials Coordinator", "Production Assistant", "Production Clerk", "Production Controller", "Advertising Dispatch Clerk", "Aircraft Log 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 = "High School Diploma"
percentage = 36.75

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 21.17

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 19.48

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 13.21

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 9.4

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

[market]
medianWage = 57770
meanWage = 60420
pct10Wage = 38570
pct25Wage = 46600
pct75Wage = 71480
pct90Wage = 84810
employment = 385000
areaTitle = "U.S."

[industries]
count = 62

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 119210
medianWage = 59830
lq = 3.74

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 35610
medianWage = 55830
lq = 1.93

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 31170
medianWage = 49850
lq = 0.54

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 29680
medianWage = 55890
lq = 1.97

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 26020
medianWage = 62990
lq = 0.97

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 21620
medianWage = 48670
lq = 0.96

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 21170
medianWage = 58120
lq = 1.04

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 18180
medianWage = 65930
lq = 2.59

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 16730
medianWage = 43040
lq = 0.43

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 15810
medianWage = 61370
lq = 2.18

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 8700
medianWage = 63170
lq = 0.26

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 8480
medianWage = 43420
lq = 1.28

[[industries.concentrated]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 850
lq = 4.78

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 119210
lq = 3.74

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 4800
lq = 3.32

[[industries.concentrated]]
naics = "516120"
slug = "516120"
title = "Television Broadcasting Stations"
level = "National industry"
employment = 470
lq = 2.9

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 18180
lq = 2.59

[[industries.concentrated]]
naics = "221113"
slug = "221113"
title = "Nuclear Electric Power Generation"
level = "National industry"
employment = 210
lq = 2.26

[[industries.concentrated]]
naics = "339910"
slug = "339910"
title = "Jewelry and Silverware Manufacturing"
level = "National industry"
employment = 110
lq = 2.21

[[industries.concentrated]]
naics = "332710"
slug = "332710"
title = "Machine Shops"
level = "National industry"
employment = 1420
lq = 2.19

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

[aiOutlook.index]
value = 77
percentile = 78
band = "High"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 65
source = "felten_aioe"

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

[[aiOutlook.index.components]]
percentile = 83
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.88
percentile = 75
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 = 0.2692307692307693
beta = 0.5961538461538461
gamma = 0.9230769230769231

[aiOutlook.bls]
growthPercent = -1.8
growthPercentile = 19
direction = "Declining"
annualOpeningsThousands = 34.1
annualOpeningsPercentile = 86
employment2024Thousands = 388.8
employment2034Thousands = 381.7

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.6999103
percentile = 65
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 = 0.9230769230769231
percentile = 82
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 = 0.2583568563737871
percentile = 83
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 = "Calculate figures, such as required amounts of labor or materials, manufacturing costs, or wages, using pricing schedules, adding machines, calculators, or computers."
usagePercent = 0.01879552522708692
importance = 3.67

[[aiOutlook.usageTasks]]
task = "Examine documents, materials, or products and monitor work processes to assess completeness, accuracy, and conformance to standards and specifications."
usagePercent = 0.004519142677550953
importance = 3.85

[[aiOutlook.usageTasks]]
task = "Compile and prepare documentation related to production sequences, transportation, personnel schedules, or purchase, maintenance, or repair orders."
usagePercent = 0.0019514479743970028
importance = 3.68

[[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 = 88
autonomyMedian = 3.5
dominantCollaboration = "directive"
automationShare = 31.82
augmentationShare = 17.05
workUsePercent = 61.36
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 31.82

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 17.05

[[aiPlaybook.useCase]]
label = "work"
percent = 61.36

[[aiPlaybook.useCase]]
label = "personal"
percent = 17.05

[[aiPlaybook.delegatedTasks]]
task = "Calculate figures, such as required amounts of labor or materials, manufacturing costs, or wages, using pricing schedules, adding machines, calculators, or computers."
usagePercent = 0.004900612576572072
collaboration = "directive"
autonomyMedian = 3
sampleCount = 49

[[aiPlaybook.delegatedTasks]]
task = "Examine documents, materials, or products and monitor work processes to assess completeness, accuracy, and conformance to standards and specifications."
usagePercent = 0.0039004875609451183
autonomyMedian = 4
sampleCount = 39

[[aiPlaybook.boundaryTasks]]
task = "Examine documents, materials, or products and monitor work processes to assess completeness, accuracy, and conformance to standards and specifications."
humanNeededPercent = 97.43589743589743
sampleCount = 39

[[aiPlaybook.boundaryTasks]]
task = "Calculate figures, such as required amounts of labor or materials, manufacturing costs, or wages, using pricing schedules, adding machines, calculators, or computers."
humanNeededPercent = 95.91836734693877
sampleCount = 49

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: calculate figures, such as required amounts of labor or materials, manufacturing costs, or wages, using pricing schedules, adding machines, calculators, or computers. Give me a finished draft I can review and adjust."
collaboration = "directive"

[[aiPlaybook.seedPrompts]]
prompt = "Help me with this part of my job: examine documents, materials, or products and monitor work processes to assess completeness, accuracy, and conformance to standards and specifications"

[counts]
tasks = 17
skills = 59
capabilities = 120
tools = 94
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "5f6b97c699bfe557"

[[tasks]]
text = "Distribute production schedules or work orders to departments."
type = "Core"
iwa = "4.A.4.a.2.c"

[[tasks]]
text = "Revise production schedules when required due to design changes, labor or material shortages, backlogs, or other interruptions, collaborating with management, marketing, sales, production, or engineering."
type = "Core"
iwa = "4.A.2.b.5.b"

[[tasks]]
text = "Review documents, such as production schedules, work orders, or staffing tables, to determine personnel or materials requirements or material priorities."
type = "Core"
iwa = "4.A.1.a.1.b"

[[tasks]]
text = "Arrange for delivery, assembly, or distribution of supplies or parts to expedite flow of materials and meet production schedules."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Confer with establishment personnel, vendors, or customers to coordinate production or shipping activities and to resolve complaints or eliminate delays."
type = "Core"
iwa = "4.A.4.a.2.c"

[[tasks]]
text = "Requisition and maintain inventories of materials or supplies necessary to meet production demands."
type = "Core"
iwa = "4.A.4.c.3.e"

[[tasks]]
text = "Confer with department supervisors or other personnel to assess progress and discuss needed changes."
type = "Core"
iwa = "4.A.4.a.2.c"

[[tasks]]
text = "Examine documents, materials, or products and monitor work processes to assess completeness, accuracy, and conformance to standards and specifications."
type = "Supplemental"
iwa = "4.A.1.b.2.f"

[[tasks]]
text = "Plan production commitments or timetables for business units, specific programs, or jobs, using sales forecasts."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Compile information, such as production rates and progress, materials inventories, materials used, or customer information, so that status reports can be completed."
type = "Core"
iwa = "4.A.2.a.2.c"

[[tasks]]
text = "Compile and prepare documentation related to production sequences, transportation, personnel schedules, or purchase, maintenance, or repair orders."
type = "Supplemental"
iwa = "4.A.2.a.2.c"

[[tasks]]
text = "Calculate figures, such as required amounts of labor or materials, manufacturing costs, or wages, using pricing schedules, adding machines, calculators, or computers."
type = "Supplemental"
iwa = "4.A.2.b.1.a"

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

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

[[activities]]
name = "Read work orders to determine material or setup requirements."
iwa = "4.A.1.a.1.b"

[[activities]]
name = "Confer with coworkers to coordinate work activities."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Schedule operational activities."
iwa = "4.A.2.b.5.b"

[[activities]]
name = "Coordinate shipping activities with external parties."
iwa = "4.A.4.b.4.j"

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

[[activities]]
name = "Order materials, supplies, or equipment."
iwa = "4.A.4.c.3.e"

[[activities]]
name = "Calculate costs of goods or services."
iwa = "4.A.2.b.1.a"

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

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

[[activities]]
name = "Coordinate operational activities."
iwa = "4.A.4.b.4.j"

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

[[activities]]
name = "Prepare informational or reference materials."
iwa = "4.A.3.b.6.l"

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

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 4.31

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.88

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.76

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

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.63

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.62

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

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 3.62

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

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.56

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.51

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

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.5

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

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.5

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

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.38

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.26

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

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

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.12

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

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

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3

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

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 2.88

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

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 2.88

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

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 2.84

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 2.75

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 2.75

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 2.75

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 2.75

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 2.75

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 2.62

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Google Docs"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Sage 300 Construction And Real Estate"
type = "Specialized Skill"

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

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

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

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

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

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

[[skills]]
name = "Google Drive"
type = "Specialized Skill"

[[skills]]
name = "Depth Perception"
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 = "Adobe Illustrator"
category = "Graphics or photo imaging software"
hot = true
inDemand = false

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

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

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

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

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

[[tools]]
example = "Oracle Primavera Enterprise Project Portfolio Management"
category = "Project management 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 = "ABB Production Planning"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Aestiva Purchase Order"
category = "Procurement software"
hot = false
inDemand = false

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

[[tools]]
example = "Applied Software Technologies Asset Maintenance and Materials Management System"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

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

[[tools]]
example = "Bill of lading software"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

[[tools]]
example = "Bills of lading software"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

[[tools]]
example = "Cost estimating software"
category = "Financial analysis software"
hot = false
inDemand = false

[[tools]]
example = "Creo Synapse Upfront"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

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

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

[[tools]]
example = "DM2 Bills of Lading"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

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

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

[[tools]]
example = "ERP INDUSTRIOS Material Planning"
category = "Materials requirements planning logistics and supply chain software"
hot = false
inDemand = false

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

[[tools]]
example = "Exact Software Macola ES"
category = "Enterprise resource planning ERP software"
hot = false
inDemand = false

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

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

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.92

[[workContext]]
name = "Telephone Conversations"
value = 4.76

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.72

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.59

[[workContext]]
name = "Time Pressure"
value = 4.55

[[workContext]]
name = "E-Mail"
value = 4.52

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.46

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.41

[[workContext]]
name = "Contact With Others"
value = 4.29

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.25

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.23

[[workContext]]
name = "Frequency of Decision Making"
value = 4.23

[[workContext]]
name = "Spend Time Sitting"
value = 4.15

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.03

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.56

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.52

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.48

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.46

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 3.39

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.34

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.19

[[workContext]]
name = "Consequence of Error"
value = 3.19

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.07

[[workContext]]
name = "Conflict Situations"
value = 3.07

[[workContext]]
name = "Written Letters and Memos"
value = 2.98

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.91

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.83

[[workContext]]
name = "Physical Proximity"
value = 2.75

[[workContext]]
name = "Level of Competition"
value = 2.42

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.33

[[workContext]]
name = "Exposed to Contaminants"
value = 2.31

[[workContext]]
name = "Spend Time Standing"
value = 2.19

[[workContext]]
name = "Public Speaking"
value = 2.18

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.17

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.12

[[workContext]]
name = "Degree of Automation"
value = 1.91

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 1.9

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 1.69

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 1.63

[[workContext]]
name = "In an Open Vehicle or Operating Equipment"
value = 1.61

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.92

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 5.46

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 4.91

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 3.14

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 3.12

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

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.5

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 2.25

[[personFit]]
name = "Business Initiatives"
family = "specific_interest_area"
value = 2.23

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.11

[[personFit]]
name = "Sales"
family = "specific_interest_area"
value = 1.84

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

[[personFit]]
name = "Human Resources"
family = "specific_interest_area"
value = 1.82

[[personFit]]
name = "Cooperation"
family = "work_style"
value = 1.77

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 1.68

[[personFit]]
name = "Finance"
family = "specific_interest_area"
value = 1.64

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

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

[[relatedRoles]]
socCode = "53-1042.00"
slug = "role-53-1042-00"
title = "First-Line Supervisors of Helpers, Laborers, and Material Movers, Hand"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-1011.00"
slug = "role-51-1011-00"
title = "First-Line Supervisors of Production and Operating Workers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "43-5111.00"
slug = "role-43-5111-00"
title = "Weighers, Measurers, Checkers, and Samplers, Recordkeeping"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "43-1011.00"
slug = "role-43-1011-00"
title = "First-Line Supervisors of Office and Administrative Support Workers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-1011.00"
slug = "role-49-1011-00"
title = "First-Line Supervisors of Mechanics, Installers, and Repairers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "43-3061.00"
slug = "role-43-3061-00"
title = "Procurement Clerks"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-3026.00"
slug = "role-17-3026-00"
title = "Industrial Engineering Technologists and Technicians"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "11-3051.00"
slug = "role-11-3051-00"
title = "Industrial Production Managers"
tier = "Supplemental"

[[relatedRoles]]
socCode = "17-2112.00"
slug = "role-17-2112-00"
title = "Industrial Engineers"
tier = "Supplemental"

[[careerClusters]]
cluster = "Supply Chain & Transportation"
slug = "supply-chain-transportation"

[[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 = 0.88
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.6999103
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.6193143
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.6614221
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
