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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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

Technologies & Software

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

Alternative Job Titles