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Automation Risk Analysis

Will “Tin Assorter” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Tin 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%

“Tin 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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • 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.

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

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

Alternative Job Titles