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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

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

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

  • 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.

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles