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Automation Risk Analysis

Will “Beaming Inspector” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Beaming 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%

“Beaming 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

  • Position products, components, or parts for testing.

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

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

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

  • Compute usable amounts of items in shipments.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

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

  • 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.

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

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

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

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

  • 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.

  • 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.

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

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

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

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

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

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

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

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

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

  • Notify supervisors or other personnel of production problems.

Technologies & Software

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

Alternative Job Titles