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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

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

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

  • 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.

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

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

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

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

  • 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.

  • Recommend necessary corrective actions, based on inspection results.

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles