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Automation Risk Analysis

Will “Classer” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Classer” 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%

“Classer” 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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

Technologies & Software

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

Alternative Job Titles