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Automation Risk Analysis

Will “Toys Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Toys Inspector” 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%

“Toys Inspector” 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

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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Compute usable amounts of items in shipments.

  • 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.

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

Technologies & Software

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

Alternative Job Titles