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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.

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

  • 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.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

  • 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.

  • 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.

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

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

Technologies & Software

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

Alternative Job Titles