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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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

  • 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.

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

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

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

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

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

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

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

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

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

  • 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.

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

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

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles