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Automation Risk Analysis

Will “Set-Up and Lay-Out Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Set-Up and Lay-Out 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%

“Set-Up and Lay-Out 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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

  • Compute usable amounts of items in shipments.

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles