entityType = "role"
schemaVersion = "role.v1"
slug = "role-19-4099-01"
socCode = "19-4099.01"
title = "Quality Control Analysts"
summary = "Conduct tests to determine quality of raw materials, bulk intermediate and finished products. May conduct stability sample tests."
aliases = ["Lab Technician (Lab Tech)", "QA Auditor (Quality Assurance Auditor)", "QA Tech (Quality Assurance Technician)", "Quality Control Technician (QC Tech)", "Lab Analyst", "Laboratory Analyst", "Microbiology Lab Analyst", "QA Lab Tech (Quality Assurance Lab Technician)", "Quality Control Analyst (QC Analyst)", "Quality Control Lab Technician (QC Lab Tech)", "Chemistry Quality Control Analyst (Chemistry QC Analyst)", "Chemistry Quality Control Technician (Chemistry QC Technician)"]
emergingTasks = []

[preparation]
jobZone = "3"
jobZoneName = "Job Zone Three: Medium Preparation Needed"
education = "Most occupations in this zone require training in vocational schools, related on-the-job experience, or an associate's degree."
experience = "Previous work-related skill, knowledge, or experience is required for these occupations. For example, an electrician must have completed three or four years of apprenticeship or several years of vocational training, and often must have passed a licensing exam, in order to perform the job."
svpRange = "(6.0 to < 7.0)"

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 37.77

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 27.9

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 10.24

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 9.62

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 8.82

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 5.65

[educationLevel]
category = "Associate's degree"
slug = "associate-s-degree"

[market]
medianWage = 60130
meanWage = 64640
pct10Wage = 37310
pct25Wage = 46270
pct75Wage = 77990
pct90Wage = 101870
employment = 71400
areaTitle = "U.S."

[industries]
count = 24

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 21830
medianWage = 60130
lq = 3.46

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 16840
medianWage = 62460
lq = 3.38

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 8800
medianWage = 62990
lq = 1.49

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 5980
medianWage = 46750
lq = 1.43

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 5050
medianWage = 46270
lq = 4.11

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 4050
medianWage = 59370
lq = 0.38

[[industries.top]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 2040
medianWage = 48470
lq = 25.85

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 1210
medianWage = 60980
lq = 0.43

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 1180
medianWage = 72900
lq = 2.2

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 730
medianWage = 64720
lq = 0.56

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 670
medianWage = 61600
lq = 0.23

[[industries.top]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 570
medianWage = 51010
lq = 20.25

[[industries.concentrated]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 2040
lq = 25.85

[[industries.concentrated]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 570
lq = 20.25

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 5050
lq = 4.11

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 21830
lq = 3.46

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 16840
lq = 3.38

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 1180
lq = 2.2

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 8800
lq = 1.49

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 5980
lq = 1.43

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

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

[[aiOutlook.index.components]]
percentile = 59
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 69
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 56
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.61
percentile = 52
band = "Moderate"
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 = 0.2127659574468085
beta = 0.5212765957446809
gamma = 0.8297872340425532

[aiOutlook.bls]
growthPercent = 3.5
growthPercentile = 58
direction = "About average"
annualOpeningsThousands = 10.6
annualOpeningsPercentile = 65
employment2024Thousands = 83.2
employment2034Thousands = 86.2

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.4501044
percentile = 59
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 = 0.8297872340425532
percentile = 69
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 = 0.16353393404198527
percentile = 56
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.usageTasks]]
task = "Compile laboratory test data and perform appropriate analyses."
usagePercent = 0.011708687846382015
importance = 4.16

[[aiOutlook.usageTasks]]
task = "Calibrate, validate, or maintain laboratory equipment."
usagePercent = 0.004827266041929427
importance = 4.29

[[aiOutlook.usageTasks]]
task = "Identify and troubleshoot equipment problems."
usagePercent = 0.004313727101298638
importance = 4.14

[[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 = 4
totalSample = 124
autonomyMedian = 3.5
dominantCollaboration = "feedback loop"
automationShare = 19.23
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 19.23

[[aiPlaybook.useCase]]
label = "personal"
percent = 43.59

[[aiPlaybook.useCase]]
label = "coursework"
percent = 33.33

[[aiPlaybook.delegatedTasks]]
task = "Identify and troubleshoot equipment problems."
usagePercent = 0.004000500062507814
collaboration = "feedback loop"
autonomyMedian = 4
sampleCount = 40

[[aiPlaybook.delegatedTasks]]
task = "Compile laboratory test data and perform appropriate analyses."
usagePercent = 0.003800475059382423
autonomyMedian = 3
sampleCount = 38

[[aiPlaybook.boundaryTasks]]
task = "Identify and troubleshoot equipment problems."
humanNeededPercent = 95
sampleCount = 40

[[aiPlaybook.boundaryTasks]]
task = "Compile laboratory test data and perform appropriate analyses."
humanNeededPercent = 68.42105263157895
sampleCount = 38

[[aiPlaybook.seedPrompts]]
prompt = "Help me identify and troubleshoot equipment problems. Share a first pass, then we'll refine it together."
collaboration = "feedback loop"

[[aiPlaybook.seedPrompts]]
prompt = "Help me with this part of my job: compile laboratory test data and perform appropriate analyses"

[counts]
tasks = 26
skills = 51
capabilities = 120
tools = 50
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "47b320c382400180"

[[tasks]]
text = "Conduct routine and non-routine analyses of in-process materials, raw materials, environmental samples, finished goods, or stability samples."
type = "Core"
iwa = "4.A.1.b.2.c"

[[tasks]]
text = "Interpret test results, compare them to established specifications and control limits, and make recommendations on appropriateness of data for release."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Calibrate, validate, or maintain laboratory equipment."
type = "Core"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Perform visual inspections of finished products."
type = "Core"
iwa = "4.A.2.a.1.e"

[[tasks]]
text = "Ensure that lab cleanliness and safety standards are maintained."
type = "Core"
iwa = "4.A.1.b.2.e"

[[tasks]]
text = "Complete documentation needed to support testing procedures, including data capture forms, equipment logbooks, or inventory forms."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Compile laboratory test data and perform appropriate analyses."
type = "Core"
iwa = "4.A.2.a.4.d"

[[tasks]]
text = "Identify and troubleshoot equipment problems."
type = "Core"
iwa = "4.A.3.b.5.c"

[[tasks]]
text = "Write technical reports or documentation, such as deviation reports, testing protocols, and trend analyses."
type = "Core"
iwa = "4.A.3.b.6.o"

[[tasks]]
text = "Investigate or report questionable test results."
type = "Core"
iwa = "4.A.1.b.2.c"

[[tasks]]
text = "Monitor testing procedures to ensure that all tests are performed according to established item specifications, standard test methods, or protocols."
type = "Core"
iwa = "4.A.1.a.2.b"

[[tasks]]
text = "Identify quality problems and recommend solutions."
type = "Core"
iwa = "4.A.4.b.6.e"

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

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

[[activities]]
name = "Develop collaborative relationships between departments or with external organizations."
iwa = "4.A.4.a.4.a"

[[activities]]
name = "Conduct financial or regulatory audits."
iwa = "4.A.2.a.3.c"

[[activities]]
name = "Maintain laboratory or technical equipment."
iwa = "4.A.3.b.5.c"

[[activities]]
name = "Advise others on the development or use of new technologies."
iwa = "4.A.4.b.6.d"

[[activities]]
name = "Inspect areas for compliance with sanitation standards."
iwa = "4.A.1.b.2.e"

[[activities]]
name = "Develop testing routines or procedures."
iwa = "4.A.3.b.2.f"

[[activities]]
name = "Coordinate activities with suppliers, contractors, clients, or other departments."
iwa = "4.A.4.b.1.c"

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

[[activities]]
name = "Establish standards for products, processes, or procedures."
iwa = "4.A.3.b.2.f"

[[activities]]
name = "Prepare information or documentation related to legal or regulatory matters."
iwa = "4.A.3.b.6.n"

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

[[activities]]
name = "Determine appropriate methods for data analysis."
iwa = "4.A.2.b.1.d"

[[activities]]
name = "Conduct quantitative failure analyses of operational data."
iwa = "4.A.2.a.4.l"

[[activities]]
name = "Monitor operational procedures in technical environments to ensure conformance to standards."
iwa = "4.A.1.a.2.b"

[[activities]]
name = "Analyze test results."
iwa = "4.A.1.b.2.c"

[[activities]]
name = "Interpret research or operational data."
iwa = "4.A.2.a.4.g"

[[activities]]
name = "Advise others on business or operational matters."
iwa = "4.A.4.b.6.e"

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

[[activities]]
name = "Record research or operational data."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Calibrate scientific or technical equipment."
iwa = "4.A.3.a.2.i"

[[activities]]
name = "Apply mathematical principles or statistical approaches to solve problems in scientific or applied fields."
iwa = "4.A.2.a.4.d"

[[activities]]
name = "Test quality of materials or finished products."
iwa = "4.A.1.b.2.c"

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 4.17

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 4.03

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

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

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

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

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.88

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.75

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.75

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

[[capabilities]]
name = "Chemistry"
family = "knowledge"
value = 3.74

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.7

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.62

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.62

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.38

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.3

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.27

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

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.25

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

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 3.25

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

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.12

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

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

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3.12

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.12

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

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

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 3

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

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Parasoft SOAtest"
type = "Specialized Skill"

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

[[skills]]
name = "Microsoft Internet Explorer"
type = "Common Skill"

[[skills]]
name = "IBM Rational Functional Tester"
type = "Specialized Skill"

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

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

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

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

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

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

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

[[tools]]
example = "Hypertext markup language HTML"
category = "Web platform development software"
hot = true
inDemand = false

[[tools]]
example = "JavaScript"
category = "Web platform development software"
hot = true
inDemand = false

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

[[tools]]
example = "Microsoft ASP.NET"
category = "Web platform development software"
hot = true
inDemand = false

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

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

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

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

[[tools]]
example = "Microsoft Visual Basic"
category = "Development environment software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Windows"
category = "Operating system 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 = "The MathWorks MATLAB"
category = "Analytical or scientific software"
hot = true
inDemand = false

[[tools]]
example = "Sparta Systems TrackWise"
category = "Compliance software"
hot = false
inDemand = true

[[tools]]
example = "Borland SilkTest"
category = "Program testing software"
hot = false
inDemand = false

[[tools]]
example = "Code profilers"
category = "Program testing software"
hot = false
inDemand = false

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

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

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

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

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

[[tools]]
example = "IBM Rational Functional Tester"
category = "Program testing software"
hot = false
inDemand = false

[[tools]]
example = "IBM Rational Robot"
category = "Program testing software"
hot = false
inDemand = false

[[tools]]
example = "Laboratory information management system LIMS"
category = "Analytical or scientific software"
hot = false
inDemand = false

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

[[tools]]
example = "Micro Focus TestPartner"
category = "Program testing software"
hot = false
inDemand = false

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

[[tools]]
example = "Microsoft Internet Information Services (IIS)"
category = "Transaction server software"
hot = false
inDemand = false

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.92

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.85

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.69

[[workContext]]
name = "E-Mail"
value = 4.62

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.48

[[workContext]]
name = "Exposed to Contaminants"
value = 4.29

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.26

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.22

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 4.15

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

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.05

[[workContext]]
name = "Contact With Others"
value = 3.98

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.94

[[workContext]]
name = "Time Pressure"
value = 3.81

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.72

[[workContext]]
name = "Consequence of Error"
value = 3.63

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.63

[[workContext]]
name = "Spend Time Standing"
value = 3.57

[[workContext]]
name = "Frequency of Decision Making"
value = 3.49

[[workContext]]
name = "Physical Proximity"
value = 3.4

[[workContext]]
name = "Telephone Conversations"
value = 3.34

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.34

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.21

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.09

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.07

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.94

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 2.8

[[workContext]]
name = "Conflict Situations"
value = 2.68

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.63

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.52

[[workContext]]
name = "Level of Competition"
value = 2.44

[[workContext]]
name = "Spend Time Sitting"
value = 2.39

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.39

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.36

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 2.32

[[workContext]]
name = "Written Letters and Memos"
value = 2.31

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 2.3

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.18

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.16

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 6

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 4.88

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 4.57

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 4.11

[[personFit]]
name = "Dependability"
family = "work_style"
value = 4

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 3.37

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 3.35

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 3.32

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 3

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 2.92

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 2.6

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 2.58

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 2.45

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 2.2

[[personFit]]
name = "Integrity"
family = "work_style"
value = 2.17

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 2.02

[[relatedRoles]]
socCode = "11-3051.01"
slug = "role-11-3051-01"
title = "Quality Control Systems Managers"
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 = "19-4031.00"
slug = "role-19-4031-00"
title = "Chemical Technicians"
tier = "Primary-Short"

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

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

[[relatedRoles]]
socCode = "19-4013.00"
slug = "role-19-4013-00"
title = "Food Science Technicians"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "19-2031.00"
slug = "role-19-2031-00"
title = "Chemists"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "15-1299.04"
slug = "role-15-1299-04"
title = "Penetration Testers"
tier = "Supplemental"

[[relatedRoles]]
socCode = "17-3027.00"
slug = "role-17-3027-00"
title = "Mechanical Engineering Technologists and Technicians"
tier = "Supplemental"

[[careerClusters]]
cluster = "Education"
slug = "education"

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

[[studyPrograms]]
title = "Physical Sciences"
slug = "physical-sciences"

[[studyPrograms]]
title = "Science Technologies/Technicians"
slug = "science-technologies-technicians"

[[studyPrograms]]
title = "Social Sciences"
slug = "social-sciences"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.61
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.4501044
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 1.0026
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.176155
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
