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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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

  • 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.

  • 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.

  • Position products, components, or parts for testing.

  • 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.

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

  • Recommend necessary corrective actions, based on inspection results.

  • Notify supervisors or other personnel of production problems.

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

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

  • 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.

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

  • 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.

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

Technologies & Software

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

Alternative Job Titles