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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

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

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

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

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

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

  • Position products, components, or parts for testing.

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

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

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

  • Recommend necessary corrective actions, based on inspection results.

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

  • 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.

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

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

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

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

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

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

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

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

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

  • Compute usable amounts of items in shipments.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

Technologies & Software

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

Alternative Job Titles