entityType = "role"
schemaVersion = "role.v1"
slug = "role-17-3026-01"
socCode = "17-3026.01"
title = "Nanotechnology Engineering Technologists and Technicians"
summary = "Implement production processes and operate commercial-scale production equipment to produce, test, or modify materials, devices, or systems of unique molecular or macromolecular composition. Operate advanced microscopy equipment to manipulate nanoscale objects. Work under the supervision of nanoengineering staff."
aliases = ["Nanofabrication Specialist", "Process Engineering Technician (Process Engineering Tech)", "R and D Engineer (Research and Development Engineer)", "Research Lab Associate (Research Laboratory Associate)", "Engineering Technician (Engineering Tech)", "Lab Technician (Laboratory Technician)", "Research Scientist", "Research Specialist", "Research Technician (Research Tech)", "Scientific Research Associate", "Cleanroom Operator", "Cleanroom Technician (Cleanroom Tech)"]
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 = "Doctoral Degree"
percentage = 40

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 30

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 10

[[preparation.educationDistribution]]
label = "Post-Doctoral Training"
percentage = 10

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 5

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 5

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

[market]
medianWage = 64790
meanWage = 69780
pct10Wage = 46370
pct25Wage = 53230
pct75Wage = 79040
pct90Wage = 97670
employment = 73410
areaTitle = "U.S."

[industries]
count = 19

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 56040
medianWage = 63320
lq = 9.22

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 8450
medianWage = 73560
lq = 1.65

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 3310
medianWage = 68670
lq = 6.01

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 2460
medianWage = 76410
lq = 1.84

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 2130
medianWage = 65260
lq = 0.74

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 1580
medianWage = 51430
lq = 0.37

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 1300
medianWage = 47130
lq = 1.03

[[industries.top]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 1140
medianWage = 76590
lq = 14.05

[[industries.top]]
naics = "332710"
slug = "332710"
title = "Machine Shops"
level = "National industry"
employment = 440
medianWage = 63410
lq = 3.56

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 400
medianWage = 63510
lq = 0.11

[[industries.top]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 270
medianWage = 105570
lq = 0.99

[[industries.top]]
naics = "22"
slug = "22"
title = "Utilities"
level = "Sector"
employment = 220
medianWage = 100220
lq = 0.8

[[industries.concentrated]]
naics = "541380"
slug = "541380"
title = "Testing Laboratories and Services"
level = "National industry"
employment = 1140
lq = 14.05

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 56040
lq = 9.22

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 3310
lq = 6.01

[[industries.concentrated]]
naics = "332710"
slug = "332710"
title = "Machine Shops"
level = "National industry"
employment = 440
lq = 3.56

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 2460
lq = 1.84

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 8450
lq = 1.65

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 1300
lq = 1.03

[[industries.concentrated]]
naics = "21"
slug = "21"
title = "Mining, Quarrying, and Oil and Gas Extraction"
level = "Sector"
employment = 270
lq = 0.99

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

[aiOutlook.index]
value = 56
percentile = 55
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 62
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 46
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 60
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 = 0.23404255319148937
beta = 0.39361702127659576
gamma = 0.5531914893617021

[aiOutlook.bls]
growthPercent = 1.7
growthPercentile = 38
direction = "About average"
annualOpeningsThousands = 6.3
annualOpeningsPercentile = 53
employment2024Thousands = 74.6
employment2034Thousands = 75.9

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.6106679
percentile = 62
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 = 0.5531914893617021
percentile = 46
band = "Moderate"
note = "Share of this job's tasks where a large language model plus simple tools could cut the time to do them by at least half. γ is capped at 1.0 and many jobs reach that ceiling, so treat a top score as 'in the top group', not a precise rank."

[[aiOutlook.exposure]]
source = "microsoft_applicability"
label = "AI assistant applicability (Microsoft)"
value = 0.17358366148146623
percentile = 60
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 = "Contribute written material or data for grant or patent applications."
usagePercent = 0.02136321993024087
importance = 3.5

[[aiOutlook.usageTasks]]
task = "Prepare detailed verbal or written presentations for scientists, engineers, project managers, or upper management."
usagePercent = 0.010065363236363487
importance = 3.63

[[aiOutlook.usageTasks]]
task = "Collaborate with scientists or engineers to design or conduct experiments for the development of nanotechnology materials, components, devices, or systems."
usagePercent = 0.004519142677550953
importance = 4.06

[[aiOutlook.usageTasks]]
task = "Collect or compile nanotechnology research or engineering data."
usagePercent = 0.0018487401862708444
importance = 3.69

[[aiOutlook.usageTasks]]
task = "Prepare capability data, training materials, or other documentation for transfer of processes to production."
usagePercent = 0.0015406168218923706
importance = 3.71

[[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 = 25
skills = 38
capabilities = 120
tools = 10
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "6c4f342d6f9191a4"

[[tasks]]
text = "Produce images or measurements, using tools or techniques such as atomic force microscopy, scanning electron microscopy, optical microscopy, particle size analysis, or zeta potential analysis."
type = "Core"
iwa = "4.A.1.b.3.a"

[[tasks]]
text = "Maintain accurate record or batch-record documentation of nanoproduction."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Calibrate nanotechnology equipment, such as weighing, testing, or production equipment."
type = "Core"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Maintain work area according to cleanroom or other processing standards."
type = "Core"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Repair nanotechnology processing or testing equipment or submit work orders for equipment repair."
type = "Core"
iwa = "4.A.3.b.5.c"

[[tasks]]
text = "Collaborate with scientists or engineers to design or conduct experiments for the development of nanotechnology materials, components, devices, or systems."
type = "Core"
iwa = "4.A.1.a.1.t"

[[tasks]]
text = "Assist nanoscientists or engineers in processing or characterizing materials according to physical or chemical properties."
type = "Core"
iwa = "4.A.1.b.3.a"

[[tasks]]
text = "Operate nanotechnology compounding, testing, processing, or production equipment in accordance with appropriate standard operating procedures, good manufacturing practices, hazardous material restrictions, or health and safety requirements."
type = "Core"
iwa = "4.A.3.a.3.i"

[[tasks]]
text = "Monitor equipment during operation to ensure adherence to specifications for characteristics such as pressure, temperature, or flow."
type = "Core"
iwa = "4.A.1.a.2.k"

[[tasks]]
text = "Monitor hazardous waste cleanup procedures to ensure proper application of nanocomposites or accomplishment of objectives."
type = "Core"
iwa = "4.A.1.a.2.i"

[[tasks]]
text = "Measure or mix chemicals or compounds in accordance with detailed instructions or formulas."
type = "Core"
iwa = "4.A.3.a.2.m"

[[tasks]]
text = "Inspect or measure thin films of carbon nanotubes, polymers, or inorganic coatings, using a variety of techniques or analytical tools."
type = "Core"
iwa = "4.A.1.b.3.a"

[[activities]]
name = "Operate precision equipment to control microscopic or nanoscopic processes."
iwa = "4.A.3.a.3.i"

[[activities]]
name = "Maintain clean work areas."
iwa = "4.A.3.a.1.c"

[[activities]]
name = "Measure physical or chemical properties of materials or objects."
iwa = "4.A.1.b.3.a"

[[activities]]
name = "Research engineering applications of emerging technologies."
iwa = "4.A.1.a.1.t"

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

[[activities]]
name = "Prepare materials for processing."
iwa = "4.A.3.a.2.m"

[[activities]]
name = "Monitor processes for compliance with standards."
iwa = "4.A.1.a.2.k"

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

[[activities]]
name = "Monitor activities affecting environmental quality."
iwa = "4.A.1.a.2.i"

[[activities]]
name = "Prepare contracts, disclosures, or applications."
iwa = "4.A.3.b.6.m"

[[activities]]
name = "Investigate the environmental impact of projects."
iwa = "4.A.1.a.1.j"

[[activities]]
name = "Devise research or testing protocols."
iwa = "4.A.2.b.2.s"

[[activities]]
name = "Implement design or process improvements."
iwa = "4.A.2.b.1.i"

[[activities]]
name = "Prepare technical reports for internal use."
iwa = "4.A.3.b.6.c"

[[activities]]
name = "Test performance of electrical, electronic, mechanical, or integrated systems or equipment."
iwa = "4.A.1.b.2.l"

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

[[activities]]
name = "Assemble equipment or components."
iwa = "4.A.3.a.2.d"

[[activities]]
name = "Prepare procedural documents."
iwa = "4.A.3.b.6.i"

[[activities]]
name = "Document technical design details."
iwa = "4.A.3.b.6.i"

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 4.35

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 4.25

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.15

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 4.12

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

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 4.05

[[capabilities]]
name = "Chemistry"
family = "knowledge"
value = 4.05

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 4

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 4

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

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

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

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.88

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

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.88

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.8

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

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.75

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

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.7

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

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.62

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Troubleshooting"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.5

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.4

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 3.38

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

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Repairing"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.38

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

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 3.38

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

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.38

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "Optical imaging systems"
category = "Graphics or photo imaging software"
hot = false
inDemand = false

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

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

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

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.75

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.65

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.55

[[workContext]]
name = "Contact With Others"
value = 4.3

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.3

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.15

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.1

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.1

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.85

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.7

[[workContext]]
name = "Telephone Conversations"
value = 3.65

[[workContext]]
name = "Physical Proximity"
value = 3.55

[[workContext]]
name = "Spend Time Sitting"
value = 3.55

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.45

[[workContext]]
name = "Level of Competition"
value = 3.4

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.35

[[workContext]]
name = "Time Pressure"
value = 3.35

[[workContext]]
name = "Frequency of Decision Making"
value = 3.3

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.2

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 3.1

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.1

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.05

[[workContext]]
name = "Consequence of Error"
value = 2.9

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 2.85

[[workContext]]
name = "Degree of Automation"
value = 2.7

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.7

[[workContext]]
name = "Spend Time Standing"
value = 2.6

[[workContext]]
name = "Written Letters and Memos"
value = 2.47

[[workContext]]
name = "Public Speaking"
value = 2.45

[[workContext]]
name = "Exposed to Contaminants"
value = 2.4

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.3

[[workContext]]
name = "Conflict Situations"
value = 2.1

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.05

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 1.95

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 1.75

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 1.7

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 1.6

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 1.58

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 6.38

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 6.16

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

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 5.86

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 5

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 4.98

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.83

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 4.69

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

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 3.38

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 3

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 2.43

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 2.3

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 2.12

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 2.09

[[personFit]]
name = "Adaptability"
family = "work_style"
value = 2.05

[[relatedRoles]]
socCode = "17-2199.09"
slug = "role-17-2199-09"
title = "Nanosystems Engineers"
tier = "Primary-Short"

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

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

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

[[relatedRoles]]
socCode = "17-3024.01"
slug = "role-17-3024-01"
title = "Robotics Technicians"
tier = "Primary-Short"

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

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

[[relatedRoles]]
socCode = "17-3021.00"
slug = "role-17-3021-00"
title = "Aerospace Engineering and Operations Technologists and Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-3023.00"
slug = "role-17-3023-00"
title = "Electrical and Electronic Engineering Technologists and Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-2041.00"
slug = "role-17-2041-00"
title = "Chemical Engineers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-2031.00"
slug = "role-17-2031-00"
title = "Bioengineers and Biomedical Engineers"
tier = "Supplemental"

[[relatedRoles]]
socCode = "19-2032.00"
slug = "role-19-2032-00"
title = "Materials Scientists"
tier = "Supplemental"

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

[[careerClusters]]
cluster = "Energy & Natural Resources"
slug = "energy-natural-resources"

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

[[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 = 0.6106679
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 1.199434
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = 0.3474347
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
