entityType = "role"
schemaVersion = "role.v1"
slug = "role-51-9151-00"
socCode = "51-9151.00"
title = "Photographic Process Workers and Processing Machine Operators"
summary = "Perform work involved in developing and processing photographic images from film or digital media. May perform precision tasks such as editing photographic negatives and prints."
aliases = ["Photo Lab Technician (Photographic Laboratory Technician)", "Photo Printer", "Photo Specialist", "Photo Technician", "Digital Printer Operator", "Film Processor", "Film Technician", "Lab Technician", "Photo Lab Specialist", "Air Brush Artist", "Airbrush Artist", "Art Tracer"]
studyPrograms = []

[preparation]
jobZone = "2"
jobZoneName = "Job Zone 1-2: Very Little to Some Preparation Needed"
education = "Usually requires a high school diploma or GED, though some occupations may not."
experience = "Some occupations may need little or no previous experience; others require several months to a year of experience. For example, landscaping and groundskeeping workers might require very little training or previous experience, while agricultural equipment operators can benefit from on-the job training."
svpRange = "(Below 6.0)"

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 84.07

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 7.66

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 5.2

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 2.06

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 0.74

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 0.28

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

[market]
medianWage = 40100
meanWage = 46050
pct10Wage = 30840
pct25Wage = 34460
pct75Wage = 51590
pct90Wage = 69290
employment = 5550
areaTitle = "U.S."

[industries]
count = 11

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 1920
medianWage = 37760
lq = 4.95

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1030
medianWage = 36130
lq = 6.46

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 910
medianWage = 51590
lq = 8.69

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 490
medianWage = 41460
lq = 1.07

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 340
medianWage = 34370
lq = 1.05

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 310
medianWage = 37230
lq = 0.55

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 140
medianWage = 76590
lq = 1.38

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 110
medianWage = 48600
lq = 0.22

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 90
medianWage = 42020

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
medianWage = 33800

[[industries.top]]
naics = "71"
slug = "71"
title = "Arts, Entertainment, and Recreation"
level = "Sector"
medianWage = 49060

[[industries.concentrated]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 910
lq = 8.69

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 1030
lq = 6.46

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 1920
lq = 4.95

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 140
lq = 1.38

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 490
lq = 1.07

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 340
lq = 1.05

[[industries.concentrated]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 310
lq = 0.55

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 110
lq = 0.22

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

[aiOutlook.index]
value = 42
percentile = 40
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 39
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 54
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 32
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.99
percentile = 99
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 = 0.08
beta = 0.38
gamma = 0.68

[aiOutlook.bls]
growthPercent = -2.6
growthPercentile = 17
direction = "Declining"
annualOpeningsThousands = 1.5
annualOpeningsPercentile = 22
employment2024Thousands = 11.2
employment2034Thousands = 10.9

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.3615806
percentile = 39
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 = 0.68
percentile = 54
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 = 0.1079238060437965
percentile = 32
band = "Low"
note = "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."

[[aiOutlook.usageTasks]]
task = "Select digital images for printing, specify number of images to be printed, and direct to printer, using computer software."
usagePercent = 0.04704016696178038
importance = 4.65

[[aiOutlook.usageTasks]]
task = "Examine drawings, negatives, or photographic prints to determine coloring, shading, accenting, or other changes required for retouching or restoration."
usagePercent = 0.011811395634508174
importance = 3.81

[[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 = 1
taskCount = 1
totalSample = 133
autonomyMedian = 4
dominantCollaboration = "directive"
automationShare = 38.35
augmentationShare = 46.61
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "directive"
percent = 38.35

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 17.29

[[aiPlaybook.collaboration]]
label = "learning"
percent = 16.54

[[aiPlaybook.collaboration]]
label = "validation"
percent = 12.78

[[aiPlaybook.useCase]]
label = "personal"
percent = 87.97

[[aiPlaybook.delegatedTasks]]
task = "Examine drawings, negatives, or photographic prints to determine coloring, shading, accenting, or other changes required for retouching or restoration."
usagePercent = 0.013301662707838478
collaboration = "directive"
autonomyMedian = 4
sampleCount = 133

[[aiPlaybook.boundaryTasks]]
task = "Examine drawings, negatives, or photographic prints to determine coloring, shading, accenting, or other changes required for retouching or restoration."
humanNeededPercent = 95.48872180451127
sampleCount = 133

[[aiPlaybook.seedPrompts]]
prompt = "Do this for me: examine drawings, negatives, or photographic prints to determine coloring, shading, accenting, or other changes required for retouching or restoration. Give me a finished draft I can review and adjust."
collaboration = "directive"

[counts]
tasks = 27
skills = 45
capabilities = 120
tools = 25
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "04a6aa625d40ec5c"

[[tasks]]
text = "Select digital images for printing, specify number of images to be printed, and direct to printer, using computer software."
type = "Core"
iwa = "4.A.3.b.1.f"

[[tasks]]
text = "Create prints according to customer specifications and laboratory protocols."
type = "Core"
iwa = "4.A.3.a.3.f"

[[tasks]]
text = "Produce color or black-and-white photographs, negatives, or slides, applying standard photographic reproduction techniques and procedures."
type = "Core"
iwa = "4.A.3.a.3.f"

[[tasks]]
text = "Set or adjust machine controls, according to specifications, type of operation, or material requirements."
type = "Core"
iwa = "4.A.3.a.3.f"

[[tasks]]
text = "Review computer-processed digital images for quality."
type = "Core"
iwa = "4.A.1.b.2.f"

[[tasks]]
text = "Operate scanners or related computer equipment to digitize negatives, photographic prints, or other images."
type = "Core"
iwa = "4.A.3.b.1.f"

[[tasks]]
text = "Fill tanks of processing machines with solutions such as developer, dyes, stop-baths, fixers, bleaches, or washes."
type = "Core"
iwa = "4.A.3.a.1.f"

[[tasks]]
text = "Measure and mix chemicals to prepare solutions for processing, according to formulas."
type = "Core"
iwa = "4.A.1.b.3.a"

[[tasks]]
text = "Load digital images onto computers directly from cameras or from storage devices, such as flash memory cards or universal serial bus (USB) devices."
type = "Core"
iwa = "4.A.3.b.1.f"

[[tasks]]
text = "Operate special equipment to perform tasks such as transferring film to videotape or producing photographic enlargements."
type = "Core"
iwa = "4.A.3.b.1.f"

[[tasks]]
text = "Examine developed prints for defects, such as broken lines, spots, or blurs."
type = "Core"
iwa = "4.A.1.b.2.f"

[[tasks]]
text = "Read work orders to determine required processes, techniques, materials, or equipment."
type = "Core"
iwa = "4.A.1.a.1.b"

[[emergingTasks]]
text = "Adjust digital images using software."

[[activities]]
name = "Operate photographic developing or print production equipment."
iwa = "4.A.3.a.3.f"

[[activities]]
name = "Inspected printed materials or other images to verify quality."
iwa = "4.A.1.b.2.f"

[[activities]]
name = "Load materials into production equipment."
iwa = "4.A.3.a.1.f"

[[activities]]
name = "Immerse objects or workpieces in cleaning or coating solutions."
iwa = "4.A.3.a.2.m"

[[activities]]
name = "Prepare outgoing mail."
iwa = "4.A.4.c.1.e"

[[activities]]
name = "Load digital images onto computers or websites."
iwa = "4.A.3.b.1.f"

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

[[activities]]
name = "Measure ingredients or substances to be used in production processes."
iwa = "4.A.1.b.3.a"

[[activities]]
name = "Mix substances to create chemical solutions."
iwa = "4.A.3.a.1.a"

[[activities]]
name = "Watch operating equipment to detect malfunctions."
iwa = "4.A.1.a.2.a"

[[activities]]
name = "Operate digital imaging equipment."
iwa = "4.A.3.b.1.f"

[[activities]]
name = "Position raw materials on processing or production equipment."
iwa = "4.A.3.a.2.f"

[[activities]]
name = "Read work orders or other instructions to determine product specifications or materials requirements."
iwa = "4.A.1.a.1.b"

[[activities]]
name = "Review blueprints or other instructions to determine operational methods or sequences."
iwa = "4.A.1.a.1.b"

[[activities]]
name = "Apply decorative coloring to photographs or printed materials."
iwa = "4.A.3.a.2.as"

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

[[activities]]
name = "Maintain production or processing equipment."
iwa = "4.A.3.b.5.a"

[[activities]]
name = "Mount materials or workpieces onto production equipment."
iwa = "4.A.3.a.2.f"

[[activities]]
name = "Cut industrial materials in preparation for fabrication or processing."
iwa = "4.A.3.a.2.l"

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.93

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.75

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 3.7

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

[[capabilities]]
name = "Visual Color Discrimination"
family = "ability"
value = 3.62

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

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

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

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 3.38

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

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

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

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.25

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

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.25

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

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.25

[[capabilities]]
name = "Control Precision"
family = "ability"
value = 3.25

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.14

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.13

[[capabilities]]
name = "Critical Thinking"
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 = "Operation and Control"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.12

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

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

[[capabilities]]
name = "Visualization"
family = "ability"
value = 3.12

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3.12

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

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

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

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3

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

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

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

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 2.88

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "RESTful API"
type = "Specialized Skill"

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

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

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

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

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

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

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

[[tools]]
example = "Adobe Creative Cloud software"
category = "Graphics or photo imaging 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 = "Amazon Web Services AWS software"
category = "Data base user interface and query software"
hot = true
inDemand = false

[[tools]]
example = "Cascading style sheets CSS"
category = "Web platform development software"
hot = true
inDemand = false

[[tools]]
example = "Docker"
category = "Application server software"
hot = true
inDemand = false

[[tools]]
example = "Git"
category = "File versioning software"
hot = true
inDemand = false

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

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

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

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

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

[[tools]]
example = "Camera Bits Photo Mechanic"
category = "Graphics or photo imaging software"
hot = false
inDemand = false

[[tools]]
example = "ExpressDigital Labtricity"
category = "Graphics or photo imaging software"
hot = false
inDemand = false

[[tools]]
example = "HeliconSoft Helicon Focus"
category = "Graphics or photo imaging software"
hot = false
inDemand = false

[[tools]]
example = "Microsoft Publisher"
category = "Desktop publishing software"
hot = false
inDemand = false

[[tools]]
example = "Phase One Capture One"
category = "Graphics or photo imaging software"
hot = false
inDemand = false

[[tools]]
example = "RESTful API"
category = "Web platform development software"
hot = false
inDemand = false

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.86

[[workContext]]
name = "Telephone Conversations"
value = 4.43

[[workContext]]
name = "Contact With Others"
value = 4.27

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.08

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.03

[[workContext]]
name = "Time Pressure"
value = 4.01

[[workContext]]
name = "Exposed to Contaminants"
value = 4

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 3.93

[[workContext]]
name = "Spend Time Standing"
value = 3.9

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.8

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.73

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.71

[[workContext]]
name = "Freedom to Make Decisions"
value = 3.51

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.44

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

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

[[workContext]]
name = "Level of Competition"
value = 3.3

[[workContext]]
name = "Written Letters and Memos"
value = 3.28

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.25

[[workContext]]
name = "Frequency of Decision Making"
value = 3.23

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 3.22

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.22

[[workContext]]
name = "Degree of Automation"
value = 3.22

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.19

[[workContext]]
name = "E-Mail"
value = 3.14

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.11

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.03

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.98

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.93

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 2.91

[[workContext]]
name = "Conflict Situations"
value = 2.84

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.83

[[workContext]]
name = "Exposed to Disease or Infections"
value = 2.64

[[workContext]]
name = "Consequence of Error"
value = 2.54

[[workContext]]
name = "Spend Time Sitting"
value = 2.47

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.39

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 2.24

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 2.24

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.23

[[workContext]]
name = "Spend Time Keeping or Regaining Balance"
value = 2.23

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.49

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.19

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 3.07

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 2.92

[[personFit]]
name = "Visual Arts"
family = "specific_interest_area"
value = 2.83

[[personFit]]
name = "Applied Arts and Design"
family = "specific_interest_area"
value = 2.65

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 2.63

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 2.58

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.57

[[personFit]]
name = "Media"
family = "specific_interest_area"
value = 2.22

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.13

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.08

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 1.81

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 1.75

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 1.6

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 1.53

[[relatedRoles]]
socCode = "51-5111.00"
slug = "role-51-5111-00"
title = "Prepress Technicians and Workers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "49-9061.00"
slug = "role-49-9061-00"
title = "Camera and Photographic Equipment Repairers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-5112.00"
slug = "role-51-5112-00"
title = "Printing Press Operators"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-9194.00"
slug = "role-51-9194-00"
title = "Etchers and Engravers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "43-9071.00"
slug = "role-43-9071-00"
title = "Office Machine Operators, Except Computer"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-9123.00"
slug = "role-51-9123-00"
title = "Painting, Coating, and Decorating Workers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-9141.00"
slug = "role-51-9141-00"
title = "Semiconductor Processing Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-5113.00"
slug = "role-51-5113-00"
title = "Print Binding and Finishing Workers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-9196.00"
slug = "role-51-9196-00"
title = "Paper Goods Machine Setters, Operators, and Tenders"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "27-4021.00"
slug = "role-27-4021-00"
title = "Photographers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "39-3021.00"
slug = "role-39-3021-00"
title = "Motion Picture Projectionists"
tier = "Supplemental"

[[relatedRoles]]
socCode = "51-9191.00"
slug = "role-51-9191-00"
title = "Adhesive Bonding Machine Operators and Tenders"
tier = "Supplemental"

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.99
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.3615806
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.0623692
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.4977627
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
