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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

  • 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.

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

  • 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.

  • Position products, components, or parts for testing.

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles