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Automation Risk Analysis

Will “Assorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Assorter” 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%

“Assorter” 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Position products, components, or parts for testing.

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles