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Automation Risk Analysis

Will “Layout Inspection Quality Control Worker (Layout Inspection QC Worker)” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Layout Inspection Quality Control Worker (Layout Inspection QC Worker)” 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%

“Layout Inspection Quality Control Worker (Layout Inspection QC Worker)” 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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

  • 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.

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles