entityType = "role"
schemaVersion = "role.v1"
slug = "role-11-3051-01"
socCode = "11-3051.01"
title = "Quality Control Systems Managers"
summary = "Plan, direct, or coordinate quality assurance programs. Formulate quality control policies and control quality of laboratory and production efforts."
aliases = ["Quality Assurance Director (QA Director)", "Quality Assurance Manager (QA Manager)", "Quality Control Manager (QC Manager)", "Quality Manager", "Product Quality Director", "Quality Control Supervisor (QC Supervisor)", "Quality Director", "Quality Systems Director", "Quality and Food Safety Manager", "Quality and Process Improvement Manager", "Construction Quality Control Manager", "Quality Assurance Coordinator (QA Coordinator)"]
emergingTasks = []

[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 = 100

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

[market]
medianWage = 121440
meanWage = 129180
pct10Wage = 74900
pct25Wage = 94620
pct75Wage = 156330
pct90Wage = 197310
employment = 234380
areaTitle = "U.S."

[industries]
count = 39

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 174750
medianWage = 119930
lq = 9.01

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 15530
medianWage = 111080
lq = 1.69

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 10730
medianWage = 142420
lq = 0.66

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 7440
medianWage = 155630
lq = 1.74

[[industries.top]]
naics = "332710"
slug = "332710"
title = "Machine Shops"
level = "National industry"
employment = 4590
medianWage = 101690
lq = 11.62

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 3600
medianWage = 106340
lq = 0.26

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 3470
medianWage = 157180
lq = 3.94

[[industries.top]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 3250
medianWage = 132380
lq = 3.73

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 2540
medianWage = 114990
lq = 0.21

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 2460
medianWage = 114660
lq = 0.22

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 2130
medianWage = 128080
lq = 1.21

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 2080
medianWage = 95270
lq = 0.31

[[industries.concentrated]]
naics = "332710"
slug = "332710"
title = "Machine Shops"
level = "National industry"
employment = 4590
lq = 11.62

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 174750
lq = 9.01

[[industries.concentrated]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 940
lq = 8.67

[[industries.concentrated]]
naics = "221113"
slug = "221113"
title = "Nuclear Electric Power Generation"
level = "National industry"
employment = 390
lq = 6.91

[[industries.concentrated]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 3470
lq = 3.94

[[industries.concentrated]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 3250
lq = 3.73

[[industries.concentrated]]
naics = "339910"
slug = "339910"
title = "Jewelry and Silverware Manufacturing"
level = "National industry"
employment = 110
lq = 3.63

[[industries.concentrated]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 820
lq = 3.17

[aiOutlook]
teleworkable = false
usageTasks = []

[aiOutlook.index]
value = 61
percentile = 60
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 60
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 85
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 38
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.03
percentile = 19
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 = 0.07547169811320754
beta = 0.5094339622641509
gamma = 0.9433962264150944

[aiOutlook.bls]
growthPercent = 1.9
growthPercentile = 39
direction = "About average"
annualOpeningsThousands = 17.1
annualOpeningsPercentile = 75
employment2024Thousands = 241.9
employment2034Thousands = 246.5

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.5086878
percentile = 60
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 = 0.9433962264150944
percentile = 85
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 = 0.12029110451447905
percentile = 38
band = "Moderate"
note = "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."

[[aiOutlook.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"

[counts]
tasks = 27
skills = 46
capabilities = 120
tools = 51
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "56bd0f5633d0b6ee"

[[tasks]]
text = "Stop production if serious product defects are present."
type = "Core"
iwa = "4.A.1.b.2.e"

[[tasks]]
text = "Review and update standard operating procedures or quality assurance manuals."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Monitor performance of quality control systems to ensure effectiveness and efficiency."
type = "Core"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Review quality documentation necessary for regulatory submissions and inspections."
type = "Core"
iwa = "4.A.2.a.3.a"

[[tasks]]
text = "Analyze quality control test results and provide feedback and interpretation to production management or staff."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Verify that raw materials, purchased parts or components, in-process samples, and finished products meet established testing and inspection standards."
type = "Core"
iwa = "4.A.2.a.1.e"

[[tasks]]
text = "Oversee workers including supervisors, inspectors, or laboratory workers engaged in testing activities."
type = "Core"
iwa = "4.A.4.b.4.a"

[[tasks]]
text = "Direct product testing activities throughout production cycles."
type = "Core"
iwa = "4.A.4.b.4.g"

[[tasks]]
text = "Instruct staff in quality control and analytical procedures."
type = "Core"
iwa = "4.A.4.b.3.d"

[[tasks]]
text = "Direct the tracking of defects, test results, or other regularly reported quality control data."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Participate in the development of product specifications."
type = "Core"
iwa = "4.A.3.b.2.a"

[[tasks]]
text = "Identify quality problems or areas for improvement and recommend solutions."
type = "Core"
iwa = "4.A.2.a.4.g"

[[activities]]
name = "Inspect condition or functioning of facilities or equipment."
iwa = "4.A.1.b.2.e"

[[activities]]
name = "Direct operational or production activities."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Review details of technical drawings or specifications."
iwa = "4.A.1.a.1.b"

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

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

[[activities]]
name = "Evaluate new technologies or methods."
iwa = "4.A.2.a.1.g"

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

[[activities]]
name = "Evaluate quality of materials or products."
iwa = "4.A.2.a.1.e"

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

[[activities]]
name = "Document organizational or operational procedures."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Prepare operational progress or status reports."
iwa = "4.A.3.b.6.o"

[[activities]]
name = "Develop specifications for new products or processes."
iwa = "4.A.3.b.2.a"

[[activities]]
name = "Monitor facilities or operational systems."
iwa = "4.A.1.a.2.b"

[[activities]]
name = "Advise customers on technical or procedural issues."
iwa = "4.A.4.b.6.b"

[[activities]]
name = "Analyze data to assess operational or project effectiveness."
iwa = "4.A.2.a.4.g"

[[activities]]
name = "Recommend organizational process or policy changes."
iwa = "4.A.4.b.6.e"

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

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

[[activities]]
name = "Direct organizational operations, projects, or services."
iwa = "4.A.4.b.4.j"

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

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

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

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

[[activities]]
name = "Communicate organizational information to customers or other stakeholders."
iwa = "4.A.4.a.1.b"

[[activities]]
name = "Analyze data to inform operational decisions or activities."
iwa = "4.A.2.a.4.g"

[[activities]]
name = "Supervise employees."
iwa = "4.A.4.b.4.a"

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

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 4.12

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 4.12

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 4.07

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.06

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 4

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 4

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 4

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

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

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

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

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 4

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 4

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

[[capabilities]]
name = "Chemistry"
family = "knowledge"
value = 3.89

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.77

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.75

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3.75

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

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

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

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.72

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.62

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.59

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.52

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.5

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.5

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 3.47

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.32

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

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

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

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Management of Personnel Resources"
family = "transferable_skill"
value = 3.25

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Telecommunications"
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 = "Adobe Acrobat"
category = "Document management software"
hot = true
inDemand = false

[[tools]]
example = "Atlassian JIRA"
category = "Content workflow software"
hot = true
inDemand = false

[[tools]]
example = "Extensible markup language XML"
category = "Enterprise application integration software"
hot = true
inDemand = false

[[tools]]
example = "Linux"
category = "Operating system 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 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 Word"
category = "Word processing software"
hot = true
inDemand = false

[[tools]]
example = "Oracle Java"
category = "Object or component oriented development software"
hot = true
inDemand = false

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

[[tools]]
example = "Selenium"
category = "Program testing 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 = "Abbott Informatics STARLIMS:LIMS"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "ASI DATAMYTE GageMetrics"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "ASI DATAMYTE QDA"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "ASIDATAMYTE DataMetrics"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "CAMA Software Quality Collaboration By Design QCBD"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "CEBOS MQ1 software"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Computing Solutions LabSoft LIMS"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Core Informatics Laboratory Information Management System LIMS"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Eko"
category = "Desktop communications software"
hot = false
inDemand = false

[[tools]]
example = "EtQ Reliance"
category = "Compliance software"
hot = false
inDemand = false

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

[[tools]]
example = "Harrington Group HQMS"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Hewlett Packard LoadRunner"
category = "Program testing software"
hot = false
inDemand = false

[[tools]]
example = "Illumina Laboratory Information Management System LIMS"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Infinity QS ProFicient"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Lablite Laboratory Information Management Systems LIMS"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Laboratory Automated Quality Control Systems LAQC"
category = "Industrial control software"
hot = false
inDemand = false

[[tools]]
example = "Labvantage Solutions LIMS"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "MasterControl software"
category = "Risk management data and analysis software"
hot = false
inDemand = false

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

[[tools]]
example = "Pearson Education PHStat2"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "PQ Systems CHARTrunner Lean"
category = "Industrial control software"
hot = false
inDemand = false

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

[[workContext]]
name = "Contact With Others"
value = 4.83

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.8

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.76

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.72

[[workContext]]
name = "Telephone Conversations"
value = 4.62

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.49

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 4.45

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.43

[[workContext]]
name = "Frequency of Decision Making"
value = 4.4

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.33

[[workContext]]
name = "Time Pressure"
value = 4.32

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.23

[[workContext]]
name = "Health and Safety of Other Workers"
value = 4.13

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 4.13

[[workContext]]
name = "Level of Competition"
value = 3.84

[[workContext]]
name = "Written Letters and Memos"
value = 3.73

[[workContext]]
name = "Spend Time Sitting"
value = 3.6

[[workContext]]
name = "Conflict Situations"
value = 3.58

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.57

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.55

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 3.43

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.99

[[workContext]]
name = "Physical Proximity"
value = 2.92

[[workContext]]
name = "Exposed to Contaminants"
value = 2.88

[[workContext]]
name = "Public Speaking"
value = 2.76

[[workContext]]
name = "Consequence of Error"
value = 2.76

[[workContext]]
name = "Spend Time Standing"
value = 2.67

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.59

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.47

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.31

[[workContext]]
name = "Degree of Automation"
value = 2.25

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.09

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.08

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 2.01

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 1.94

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

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 1.78

[[workContext]]
name = "Exposed to Disease or Infections"
value = 1.66

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.5

[[personFit]]
name = "Dependability"
family = "work_style"
value = 8

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 7

[[personFit]]
name = "Integrity"
family = "work_style"
value = 6

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 5.93

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.42

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 5.09

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

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 4.12

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 4

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 3.58

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 3.56

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 3.16

[[personFit]]
name = "Achievement Orientation"
family = "work_style"
value = 3

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 2.77

[[personFit]]
name = "Business Initiatives"
family = "specific_interest_area"
value = 2.68

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 2.65

[[relatedRoles]]
socCode = "19-4099.01"
slug = "role-19-4099-01"
title = "Quality Control Analysts"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "17-2112.02"
slug = "role-17-2112-02"
title = "Validation Engineers"
tier = "Primary-Short"

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

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

[[relatedRoles]]
socCode = "15-1253.00"
slug = "role-15-1253-00"
title = "Software Quality Assurance Analysts and Testers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "17-2112.03"
slug = "role-17-2112-03"
title = "Manufacturing Engineers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-2111.00"
slug = "role-17-2111-00"
title = "Health and Safety Engineers, Except Mining Safety Engineers and Inspectors"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-4031.00"
slug = "role-19-4031-00"
title = "Chemical Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "11-9199.01"
slug = "role-11-9199-01"
title = "Regulatory Affairs Managers"
tier = "Primary-Long"

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

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

[[relatedRoles]]
socCode = "17-3028.00"
slug = "role-17-3028-00"
title = "Calibration Technologists and Technicians"
tier = "Supplemental"

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

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

[[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"

[[studyPrograms]]
title = "Engineering"
slug = "engineering"

[[studyPrograms]]
title = "Engineering/Engineering-Related Technologies/Technicians"
slug = "engineering-engineering-related-technologies-technicians"

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.03
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.5086878
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.6547023
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.3542972
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
