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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

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

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

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

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

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

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

  • 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.

  • Notify supervisors or other personnel of production problems.

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

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

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

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

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

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

  • 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.

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

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

  • Position products, components, or parts for testing.

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

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

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

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

  • Compute usable amounts of items in shipments.

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

  • 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.

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

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

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

Technologies & Software

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

Alternative Job Titles