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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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

Technologies & Software

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

Alternative Job Titles