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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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

  • 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.

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

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

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

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

  • 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.

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

Technologies & Software

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

Alternative Job Titles