entityType = "role"
schemaVersion = "role.v1"
slug = "role-51-7041-00"
socCode = "51-7041.00"
title = "Sawing Machine Setters, Operators, and Tenders, Wood"
summary = "Set up, operate, or tend wood sawing machines. May operate computer numerically controlled (CNC) equipment. Includes lead sawyers."
aliases = ["Resaw Operator", "Rip Saw Operator", "Saw Operator", "Sawyer", "Bandmill Operator", "Cut Off Saw Operator", "Edgerman", "Knot Saw Operator", "Panel Saw Operator", "Planer", "Automatic Bandsaw Tender", "Automatic Edger"]
emergingTasks = []

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

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 59.25

[[preparation.educationDistribution]]
label = "Less than a High School Diploma"
percentage = 21.75

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 9.5

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 9.5

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

[market]
medianWage = 39950
meanWage = 42390
pct10Wage = 29670
pct25Wage = 35550
pct75Wage = 47770
pct90Wage = 56560
employment = 43140
areaTitle = "U.S."

[industries]
count = 10

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 36850
medianWage = 39780
lq = 10.32

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 3370
medianWage = 42340
lq = 2

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 1090
medianWage = 42380
lq = 0.25

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 810
medianWage = 34610
lq = 0.32

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 620
medianWage = 36090
lq = 0.84

[[industries.top]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 460
medianWage = 46500
lq = 3.88

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 200
medianWage = 53330
lq = 0.09

[[industries.top]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 150
medianWage = 40040
lq = 0.07

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 70
medianWage = 44210

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 30
medianWage = 48620

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 36850
lq = 10.32

[[industries.concentrated]]
naics = "11"
slug = "11"
title = "Agriculture, Forestry, Fishing and Hunting"
level = "Sector"
employment = 460
lq = 3.88

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 3370
lq = 2

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 620
lq = 0.84

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 810
lq = 0.32

[[industries.concentrated]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 1090
lq = 0.25

[[industries.concentrated]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 200
lq = 0.09

[[industries.concentrated]]
naics = "48-49"
slug = "48-49"
title = "Transportation and Warehousing"
level = "Sector"
employment = 150
lq = 0.07

[aiOutlook]
teleworkable = false
usageTasks = []

[aiOutlook.index]
value = 20
percentile = 17
band = "Low"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 12
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 16
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 33
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.86
percentile = 72
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
beta = 0.058823529411764705
gamma = 0.11764705882352941

[aiOutlook.bls]
growthPercent = -0.6
growthPercentile = 24
direction = "Declining"
annualOpeningsThousands = 4.8
annualOpeningsPercentile = 48
employment2024Thousands = 45
employment2034Thousands = 44.7

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -1.165031
percentile = 12
band = "Low"
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 = 0.11764705882352941
percentile = 16
band = "Low"
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 = 0.10891064297828398
percentile = 33
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.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 = 22
skills = 37
capabilities = 120
tools = 7
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "cbf46eeaea332d30"

[[tasks]]
text = "Inspect and measure workpieces to mark for cuts and to verify the accuracy of cuts, using rulers, squares, or caliper rules."
type = "Core"
iwa = "4.A.1.b.3.a"

[[tasks]]
text = "Adjust saw blades, using wrenches and rulers, or by turning handwheels or pressing pedals, levers, or panel buttons."
type = "Core"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Mount and bolt sawing blades or attachments to machine shafts."
type = "Core"
iwa = "4.A.3.a.2.f"

[[tasks]]
text = "Adjust bolts, clamps, stops, guides, or table angles or heights, using hand tools."
type = "Supplemental"
iwa = "4.A.3.a.2.at"

[[tasks]]
text = "Set up, operate, or tend saws or machines that cut or trim wood to specified dimensions, such as circular saws, band saws, multiple-blade sawing machines, scroll saws, ripsaws, or crozer machines."
type = "Core"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Examine logs or lumber to plan the best cuts."
type = "Supplemental"
iwa = "4.A.1.b.2.j"

[[tasks]]
text = "Inspect stock for imperfections or to estimate grades or qualities of stock or workpieces."
type = "Core"
iwa = "4.A.1.b.2.j"

[[tasks]]
text = "Trim lumber to straighten rough edges or remove defects, using circular saws."
type = "Supplemental"
iwa = "4.A.3.a.2.l"

[[tasks]]
text = "Monitor sawing machines, adjusting speed and tension and clearing jams to ensure proper operation."
type = "Core"
iwa = "4.A.1.a.2.a"

[[tasks]]
text = "Sharpen blades, or replace defective or worn blades or bands, using hand tools."
type = "Core"
iwa = "4.A.3.b.4.c"

[[tasks]]
text = "Count, sort, or stack finished workpieces."
type = "Supplemental"
iwa = "4.A.1.b.2.f"

[[tasks]]
text = "Guide workpieces against saws, saw over workpieces by hand, or operate automatic feeding devices to guide cuts."
type = "Core"
iwa = "4.A.3.a.2.f"

[[activities]]
name = "Set equipment controls to meet cutting specifications."
iwa = "4.A.3.a.2.i"

[[activities]]
name = "Measure dimensions of completed products or workpieces to verify conformance to specifications."
iwa = "4.A.1.b.3.a"

[[activities]]
name = "Inspect lumber or raw woodstock."
iwa = "4.A.1.b.2.j"

[[activities]]
name = "Operate woodworking equipment."
iwa = "4.A.3.a.3.l"

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

[[activities]]
name = "Monitor equipment operation to ensure proper functioning."
iwa = "4.A.1.a.2.a"

[[activities]]
name = "Clear equipment jams."
iwa = "4.A.3.b.5.a"

[[activities]]
name = "Select production input materials."
iwa = "4.A.2.b.1.j"

[[activities]]
name = "Select production equipment according to product specifications."
iwa = "4.A.2.b.1.j"

[[activities]]
name = "Maneuver workpieces in equipment during production."
iwa = "4.A.3.a.2.f"

[[activities]]
name = "Operate cutting equipment."
iwa = "4.A.3.a.3.l"

[[activities]]
name = "Set equipment guides, stops, spacers, or other fixtures."
iwa = "4.A.3.a.2.at"

[[activities]]
name = "Replace worn equipment components."
iwa = "4.A.3.b.4.c"

[[activities]]
name = "Sharpen cutting or grinding tools."
iwa = "4.A.3.b.5.a"

[[activities]]
name = "Count finished products or workpieces."
iwa = "4.A.1.b.2.f"

[[activities]]
name = "Sort materials or products for processing, storing, shipping, or grading."
iwa = "4.A.2.a.2.b"

[[activities]]
name = "Stack finished items for further processing or shipment."
iwa = "4.A.3.a.1.f"

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

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

[[activities]]
name = "Dispose of trash or waste materials."
iwa = "4.A.3.a.1.e"

[[activities]]
name = "Measure materials to mark reference points, cutting lines, or other indicators."
iwa = "4.A.1.b.3.a"

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

[[activities]]
name = "Study blueprints or other instructions to determine equipment setup 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 = "Trim excess material from workpieces."
iwa = "4.A.3.a.2.l"

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

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

[[activities]]
name = "Shape metal workpieces with hammers or other small hand tools."
iwa = "4.A.3.a.2.g"

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

[[activities]]
name = "Remove products or workpieces from production equipment."
iwa = "4.A.3.a.2.an"

[[capabilities]]
name = "Control Precision"
family = "ability"
value = 3.62

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

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3.38

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.38

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.25

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 3.25

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

[[capabilities]]
name = "Reaction Time"
family = "ability"
value = 3.25

[[capabilities]]
name = "Production and Processing"
family = "knowledge"
value = 3.24

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.21

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3.12

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

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

[[capabilities]]
name = "Multilimb Coordination"
family = "ability"
value = 3.12

[[capabilities]]
name = "Trunk Strength"
family = "ability"
value = 3.12

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

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3

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

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

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 3

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

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

[[capabilities]]
name = "Static Strength"
family = "ability"
value = 3

[[capabilities]]
name = "Far Vision"
family = "ability"
value = 3

[[capabilities]]
name = "Depth Perception"
family = "ability"
value = 3

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 2.88

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 2.88

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 2.88

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 2.88

[[capabilities]]
name = "Visualization"
family = "ability"
value = 2.88

[[capabilities]]
name = "Auditory Attention"
family = "ability"
value = 2.88

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 2.88

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

[[capabilities]]
name = "Equipment Maintenance"
family = "transferable_skill"
value = 2.75

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 2.75

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 2.75

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 2.75

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

[[capabilities]]
name = "Visual Color Discrimination"
family = "ability"
value = 2.75

[[capabilities]]
name = "Public Safety and Security"
family = "knowledge"
value = 2.65

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Industrial Control Software"
type = "Specialized Skill"

[[tools]]
example = "Adobe Acrobat"
category = "Document management 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 Word"
category = "Word processing software"
hot = true
inDemand = false

[[tools]]
example = "Automated inventory software"
category = "Inventory management software"
hot = false
inDemand = false

[[tools]]
example = "Computerized numerical control CNC software"
category = "Industrial control 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 = 5

[[workContext]]
name = "Exposed to Hazardous Equipment"
value = 4.91

[[workContext]]
name = "Exposed to Contaminants"
value = 4.77

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 4.68

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.6

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 4.5

[[workContext]]
name = "Spend Time Standing"
value = 4.48

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.44

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.3

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.21

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 4.21

[[workContext]]
name = "Time Pressure"
value = 4.18

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.05

[[workContext]]
name = "Contact With Others"
value = 3.94

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.85

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 3.75

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.73

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 3.71

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.59

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.55

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.44

[[workContext]]
name = "Physical Proximity"
value = 3.28

[[workContext]]
name = "Frequency of Decision Making"
value = 3.22

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.17

[[workContext]]
name = "Spend Time Walking or Running"
value = 3.09

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.9

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.85

[[workContext]]
name = "Level of Competition"
value = 2.78

[[workContext]]
name = "Consequence of Error"
value = 2.64

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.53

[[workContext]]
name = "Degree of Automation"
value = 2.52

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 2.33

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.23

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.21

[[workContext]]
name = "Telephone Conversations"
value = 2.19

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.04

[[workContext]]
name = "Conflict Situations"
value = 2.03

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

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 1.97

[[workContext]]
name = "Exposed to High Places"
value = 1.94

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 7

[[personFit]]
name = "Construction/Woodwork"
family = "specific_interest_area"
value = 6.23

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 4.8

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 3.87

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 3.36

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.36

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.34

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.11

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 2.01

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 1.96

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 1.91

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 1.33

[[personFit]]
name = "Accounting"
family = "specific_interest_area"
value = 1.17

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 1.16

[[personFit]]
name = "Stress Tolerance"
family = "work_style"
value = 1.16

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 1.15

[[relatedRoles]]
socCode = "51-7042.00"
slug = "role-51-7042-00"
title = "Woodworking Machine Setters, Operators, and Tenders, Except Sawing"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-9032.00"
slug = "role-51-9032-00"
title = "Cutting and Slicing Machine Setters, Operators, and Tenders"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-9022.00"
slug = "role-51-9022-00"
title = "Grinding and Polishing Workers, Hand"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-9031.00"
slug = "role-51-9031-00"
title = "Cutters and Trimmers, Hand"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-4033.00"
slug = "role-51-4033-00"
title = "Grinding, Lapping, Polishing, and Buffing Machine Tool Setters, Operators, and Tenders, Metal and Plastic"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-4031.00"
slug = "role-51-4031-00"
title = "Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-4035.00"
slug = "role-51-4035-00"
title = "Milling and Planing Machine Setters, Operators, and Tenders, Metal and Plastic"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-6062.00"
slug = "role-51-6062-00"
title = "Textile Cutting Machine Setters, Operators, and Tenders"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-4194.00"
slug = "role-51-4194-00"
title = "Tool Grinders, Filers, and Sharpeners"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-4034.00"
slug = "role-51-4034-00"
title = "Lathe and Turning Machine Tool Setters, Operators, and Tenders, Metal and Plastic"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "51-4081.00"
slug = "role-51-4081-00"
title = "Multiple Machine Tool Setters, Operators, and Tenders, Metal and Plastic"
tier = "Supplemental"

[[relatedRoles]]
socCode = "51-4111.00"
slug = "role-51-4111-00"
title = "Tool and Die Makers"
tier = "Supplemental"

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

[[studyPrograms]]
title = "Precision Production"
slug = "precision-production"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.86
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -1.165031
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = -0.8215746
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -1.265049
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
