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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

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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles