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Automation Risk Analysis

Will “Classifier” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Classifier” 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%

“Classifier” 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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

Technologies & Software

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

Alternative Job Titles