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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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles