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Automation Risk Analysis

Will “Collator” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Collator” 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%

“Collator” 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

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

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

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

  • 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.

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles