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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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

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

  • Position products, components, or parts for testing.

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles