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Automation Risk Analysis

Will “X-Ray Equipment Tester” 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 Equipment Tester” 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 Equipment Tester” 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 machines that automatically measure, sort, or inspect products.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

Technologies & Software

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

Alternative Job Titles