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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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

  • Position products, components, or parts for testing.

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

Technologies & Software

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

Alternative Job Titles