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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

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

  • Recommend necessary corrective actions, based on inspection results.

  • 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.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

  • Notify supervisors or other personnel of production problems.

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

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

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

Technologies & Software

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

Alternative Job Titles