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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

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

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

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

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

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

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles