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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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

Technologies & Software

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

Alternative Job Titles