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Automation Risk Analysis

Will “Selector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Selector” 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%

“Selector” 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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

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

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

Technologies & Software

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

Alternative Job Titles