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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

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

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

  • 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.

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

Technologies & Software

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

Alternative Job Titles