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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

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • 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.

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

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

  • Notify supervisors or other personnel of production problems.

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

  • 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.

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

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

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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

Technologies & Software

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

Alternative Job Titles