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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

  • Position products, components, or parts for testing.

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

  • 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.

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

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

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

  • 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.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles