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Automation Risk Analysis

Will “Pinion Sorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Pinion Sorter” 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%

“Pinion Sorter” 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.

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles