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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

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

  • 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.

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • Position products, components, or parts for testing.

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

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

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

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

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles