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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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

  • 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.

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

  • Position products, components, or parts for testing.

Technologies & Software

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

Alternative Job Titles