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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

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

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

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles