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Automation Risk Analysis

Will “Culler” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Culler” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Culler” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Write test or inspection reports describing results, recommendations, or needed repairs.

  • Analyze test data, making computations as necessary, to determine test results.

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Position products, components, or parts for testing.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

  • Recommend necessary corrective actions, based on inspection results.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Collect or select samples for testing or for use as models.

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Notify supervisors or other personnel of production problems.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

  • Compute usable amounts of items in shipments.

  • Monitor machines that automatically measure, sort, or inspect products.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Compute defect percentages or averages, using formulas and calculators.

  • Mark items with details, such as grade or acceptance-rejection status.

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

Technologies & Software

  • Dassault Systemes SolidWorks
  • Rockwell Automation AI
  • Kimi (Moonshot AI)
  • Microsoft Access
  • ABB AI Robotics
  • Sight Machine AI
  • Selenium
  • The MathWorks MATLAB
  • Extensible markup language XML
  • Data analysis software
  • Gemini (Google)
  • Verisurf Metrology
  • Siemens Industrial AI
  • Data entry software
  • Label inspection systems
  • Medical condition coding software
  • Atlassian JIRA
  • FileMaker Pro
  • Computer assisted design software
  • Minitab
  • Mistral (Mistral AI)
  • Nova (Amazon)
  • Microsoft SharePoint
  • Cognex Vision AI
  • Microsoft PowerPoint
  • Qwen (Alibaba)
  • Tolerance analysis software
  • Llama (Meta)
  • DeepSeek
  • Autodesk AutoCAD
  • Claude (Anthropic)
  • Microsoft Visio
  • Microsoft Word
  • Mastercam computer-aided design and manufacturing software
  • Computer-aided inspection software
  • Microsoft Outlook
  • Cybermetrics GAGETrak
  • R
  • Grok (xAI)
  • Apache Hive
  • Database software
  • Wilcox Associates PC-DMIS Inspection Planner
  • SAP software
  • Microsoft Excel
  • Design of experiments DOE software
  • Microsoft Office software
  • Statistical process control SPC data collection devices
  • IBM Notes
  • Coordinate measuring machine software
  • Mastercam Design
  • ChatGPT (OpenAI)
  • Dassault Systemes CATIA
  • IBM Lotus Notes
  • Skype
  • Inspection marking systems
  • Apache Pig
  • Structured query language SQL
  • Manufacturing defect analyzers MDA
  • Viscometers
  • Utrasonic flaw detectors
  • Magnetic induction acceleration instruments
  • Beta gauges
  • Holographic interferometers
  • Magnetic particle flaw detectors
  • Bit error rate testers BERT
  • Accelerometers
  • Digital voltmeters DVM
  • Plotters
  • Hydraulic pumps
  • Null-balance acceleration instruments
  • Hardness testers
  • Environmental chambers
  • Digital resistance meters
  • Calorimetric leak testers
  • Continuity testers
  • Bubble leak testers
  • Measuring microscopes
  • Mass flow leak testers
  • Hipot testers
  • Compression testers
  • Tensile testers
  • Verisurf Master3DGage
  • Capacitive acceleration instruments
  • Eddy current probes
  • Force transducers
  • Forklifts
  • Calipers
  • Micrometers
  • Multimeters
  • Resonance acceleration instruments
  • Frequency counters
  • Digital resistance thermometers
  • Piezoelectric acceleration instruments
  • Depth gauges
  • Ammeters
  • Ductility testers
  • Optical comparators
  • Verisurf CMM Master
  • Gloss meters
  • Power meters
  • Plug gauges
  • Vibration and shaker systems
  • Verisurf 3Dgage
  • Digital multimeters
  • Fatigue testers
  • Logic test systems
  • Strain gauges
  • Shear testers
  • Color spectrometers
  • Height gauges
  • Signal generators
  • Pulse generators
  • Optical gauges
  • In-circuit testers
  • Linear or mixed signal equipment
  • Creep and stress relaxation testers
  • Metallurgical microscopes
  • Moisture meters
  • Sampling oscilloscopes
  • Shock testers
  • Industrial bench scales
  • Backplane testers
  • Penetrant flaw detectors
  • Function generators
  • Impact hammers
  • Radiographic flaw detectors
  • Pin gauges
  • Sorting machines
  • Thread gauges
  • Laser thickness gauges
  • Pi tapes
  • Impact toughness testers
  • Eddy current flaw detectors
  • Hydraulic lifts
  • Laser shearography flaw detectors
  • Resistance meters
  • Conductivity meters
  • Printed circuit board PCB testers
  • Overhead cranes
  • Personal computers
  • Coordinate measuring machines CMM
  • Direct current DC power testers
  • Resistivity meters
  • Frequency meters
  • Return loss calibrator RLC passive component testers

Alternative Job Titles