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Automation Risk Analysis

Will “X-Ray Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“X-Ray 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%

“X-Ray 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

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

  • Compute usable amounts of items in shipments.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

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

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

  • Recommend necessary corrective actions, based on inspection results.

  • Position products, components, or parts for testing.

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

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

  • 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.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles