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Automation Risk Analysis

Will “Layout Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Layout Inspector” 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 Inspector” 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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

  • 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.

  • 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.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

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

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles